%PDF-1.6
%
1 0 obj
<< /Metadata 3 0 R /PageLabels 5 0 R /Pages 8 0 R /Type /Catalog >>
endobj
2 0 obj
<< /Author (Xin Lin; Changxing Ding; Yibing Zhan; Zijian Li; Dacheng Tao) /Producer (pikepdf 5.1.3) /Subject (IEEE Conference on Computer Vision and Pattern Recognition) /Title (HL-Net: Heterophily Learning Network for Scene Graph Generation) >>
endobj
3 0 obj
<< /Subtype /XML /Type /Metadata /Length 1197 >>
stream
HL-Net: Heterophily Learning Network for Scene Graph GenerationXin Lin Changxing Ding Yibing Zhan Zijian Li Dacheng TaoIEEE Conference on Computer Vision and Pattern Recognition
endstream
endobj
4 0 obj
<< /Type /ObjStm /Length 44 /Filter /FlateDecode /N 2 /First 9 >>
stream
x3U0P0S02ᲱQ+-V()*فŃ]@l v /
endstream
endobj
7 0 obj
<< /Type /ObjStm /Length 80 /Filter /FlateDecode /N 1 /First 4 >>
stream
xP0ಱQw/+Q04PL)VVT0P )Ce! 2PfBYXʂTb;;. CM&
endstream
endobj
9 0 obj
<< /ArtBox [ 0 35.917 595.02 805.943 ] /BleedBox [ 0 36.037 595.02 806.063 ] /Contents 19 0 R /CropBox [ 0 0 595.22 842 ] /MediaBox [ 0 0 595.22 842 ] /Parent 8 0 R /Resources 21 0 R /Rotate 0 /TrimBox [ 0 36.037 595.02 806.063 ] /Type /Page >>
endobj
10 0 obj
<< /ArtBox [ 0 35.917 595.02 805.943 ] /BleedBox [ 0 36.037 595.02 806.063 ] /Contents 55 0 R /CropBox [ 0 0 595.22 842 ] /MediaBox [ 0 0 595.22 842 ] /Parent 8 0 R /Resources 57 0 R /Rotate 0 /TrimBox [ 0 36.037 595.02 806.063 ] /Type /Page >>
endobj
11 0 obj
<< /ArtBox [ 0 35.917 595.02 805.943 ] /BleedBox [ 0 36.037 595.02 806.063 ] /Contents 58 0 R /CropBox [ 0 0 595.22 842 ] /MediaBox [ 0 0 595.22 842 ] /Parent 8 0 R /Resources 60 0 R /Rotate 0 /TrimBox [ 0 36.037 595.02 806.063 ] /Type /Page >>
endobj
12 0 obj
<< /ArtBox [ 0 35.917 595.02 805.943 ] /BleedBox [ 0 36.037 595.02 806.063 ] /Contents 72 0 R /CropBox [ 0 0 595.22 842 ] /MediaBox [ 0 0 595.22 842 ] /Parent 8 0 R /Resources 74 0 R /Rotate 0 /TrimBox [ 0 36.037 595.02 806.063 ] /Type /Page >>
endobj
13 0 obj
<< /ArtBox [ 0 35.917 595.02 805.943 ] /BleedBox [ 0 36.037 595.02 806.063 ] /Contents 75 0 R /CropBox [ 0 0 595.22 842 ] /MediaBox [ 0 0 595.22 842 ] /Parent 8 0 R /Resources 77 0 R /Rotate 0 /TrimBox [ 0 36.037 595.02 806.063 ] /Type /Page >>
endobj
14 0 obj
<< /ArtBox [ 0 35.917 595.02 805.943 ] /BleedBox [ 0 36.037 595.02 806.063 ] /Contents 78 0 R /CropBox [ 0 0 595.22 842 ] /MediaBox [ 0 0 595.22 842 ] /Parent 8 0 R /Resources 80 0 R /Rotate 0 /TrimBox [ 0 36.037 595.02 806.063 ] /Type /Page >>
endobj
15 0 obj
<< /ArtBox [ 0 35.917 595.02 805.943 ] /BleedBox [ 0 36.037 595.02 806.063 ] /Contents 83 0 R /CropBox [ 0 0 595.22 842 ] /MediaBox [ 0 0 595.22 842 ] /Parent 8 0 R /Resources 85 0 R /Rotate 0 /TrimBox [ 0 36.037 595.02 806.063 ] /Type /Page >>
endobj
16 0 obj
<< /ArtBox [ 0 35.917 595.02 805.943 ] /BleedBox [ 0 36.037 595.02 806.063 ] /Contents 94 0 R /CropBox [ 0 0 595.22 842 ] /MediaBox [ 0 0 595.22 842 ] /Parent 8 0 R /Resources 96 0 R /Rotate 0 /TrimBox [ 0 36.037 595.02 806.063 ] /Type /Page >>
endobj
17 0 obj
<< /ArtBox [ 0 35.917 595.02 805.943 ] /BleedBox [ 0 36.037 595.02 806.063 ] /Contents 103 0 R /CropBox [ 0 0 595.22 842 ] /MediaBox [ 0 0 595.22 842 ] /Parent 8 0 R /Resources 105 0 R /Rotate 0 /TrimBox [ 0 36.037 595.02 806.063 ] /Type /Page >>
endobj
18 0 obj
<< /ArtBox [ 0 35.917 595.02 805.943 ] /BleedBox [ 0 36.037 595.02 806.063 ] /Contents 106 0 R /CropBox [ 0 0 595.22 842 ] /MediaBox [ 0 0 595.22 842 ] /Parent 8 0 R /Resources 108 0 R /Rotate 0 /TrimBox [ 0 36.037 595.02 806.063 ] /Type /Page >>
endobj
19 0 obj
<< /Length 31267 >>
stream
q
q
q
/GS1 gs
BT
/F1 1 Tf
13.9482 0 0 13.9482 83.5033 692.394 Tm
/Cs8 cs 1 scn
0 Tc
0 Tw
[(HL-Net:)-310(Heter)18(ophily)-250(Lear)15(ning)-250(Netw)10(ork)-250(f)25(o)0(r)-250(Scene)-250(Graph)-250(Generation)]TJ
/F2 1 Tf
11.6235 0 0 11.6235 105.1582 655.587 Tm
[(Xin)-250(Lin)]TJ
/F3 1 Tf
7.749 0 0 7.749 141.6443 659.8049 Tm
(1)Tj
/F2 1 Tf
.5938 -.2211 TD
(*)Tj
11.6235 0 0 11.6235 160.7743 655.587 Tm
[(Changxing)-250(Ding)]TJ
/F3 1 Tf
7.749 0 0 7.749 237.9425 659.8049 Tm
(1)Tj
/F4 1 Tf
.5312 0 TD
(,)Tj
/F3 1 Tf
.2953 0 TD
(2)Tj
/F2 1 Tf
.5938 0 TD
<81>Tj
11.6235 0 0 11.6235 263.4765 655.587 Tm
[(Y)55(ibing)-250(Zhan)]TJ
/F3 1 Tf
7.749 0 0 7.749 321.9186 659.8049 Tm
(3)Tj
/F2 1 Tf
11.6235 0 0 11.6235 341.0486 655.587 Tm
[(Zijian)-250(Li)]TJ
/F3 1 Tf
7.749 0 0 7.749 382.0568 659.8049 Tm
(1)Tj
/F2 1 Tf
11.6235 0 0 11.6235 401.1868 655.587 Tm
[(Dacheng)-250(T)80(a)0(o)]TJ
/F3 1 Tf
7.749 0 0 7.749 462.5469 659.8049 Tm
(3)Tj
/F4 1 Tf
.5313 0 TD
(,)Tj
/F3 1 Tf
.2953 0 TD
(4)Tj
-51.9284 -1.75 TD
(1)Tj
/F2 1 Tf
11.6235 0 0 11.6235 74.0674 642.0259 Tm
[(South)-250(China)-250(Uni)25(v)15(ersity)-250(of)-250(T)70(echnology)]TJ
/F3 1 Tf
7.749 0 0 7.749 268.1205 646.2439 Tm
(2)Tj
/F2 1 Tf
11.6235 0 0 11.6235 275.6265 642.0259 Tm
[(P)15(azhou)-250(Lab,)-250(Guangzhou)]TJ
/F3 1 Tf
7.749 0 0 7.749 404.5778 646.2439 Tm
(3)Tj
/F2 1 Tf
11.6235 0 0 11.6235 412.0838 642.0259 Tm
[(JD)-250(Explore)-250(Academy)]TJ
/F3 1 Tf
7.749 0 0 7.749 225.7124 632.6829 Tm
(4)Tj
/F2 1 Tf
11.6235 0 0 11.6235 233.2195 628.4659 Tm
[(The)-250(Uni)25(v)15(ersity)-250(of)-250(Sydne)15(y)]TJ
/F5 1 Tf
8.7176 0 0 8.7176 87.1065 614.9039 Tm
[(eelinxin@mail.scut.edu.cn,)-1000.1(chxding@scut.edu.cn,)-1000.1(eezijianli@mail.scut.edu.cn,)]TJ
11 -1.5555 TD
[(zhanyibing@jd.com,)-1000.1(dacheng.tao@gmail.com)]TJ
/F1 1 Tf
11.6235 0 0 11.6235 141.9443 561.4358 Tm
(Abstract)Tj
/F6 1 Tf
9.6862 0 0 9.6862 60.345 537.4807 Tm
[(Scene)-429(gr)15(aph)-429(g)10(ener)15(ation)-429(\(SGG\))-428(aims)-429(to)-429(detect)-429(objects)]TJ
-1.2 -1.2 TD
[(and)-391(pr)37(edict)-391(their)-391(pairwise)-391(r)37(elationships)-391(within)-392(an)-391(ima)10(g)10(e)15(.)]TJ
0 -1.2002 TD
[(Curr)37(ent)-413(SGG)-413(methods)-414.1(typically)-412.9(utilize)-413(gr)15(aph)-413(neur)15(al)-414(net-)]TJ
0 -1.2 TD
[(works)-317(\(GNNs\))-316(to)-317(acquir)37(e)-317(conte)20(xt)-316(information)-317(between)-317(ob-)]TJ
T*
[(jects/r)37(elationships.)-965(Despite)-467.9(their)-469(ef)18(fectiveness,)-523(howe)15(ver)111(,)]TJ
T*
[(curr)37(ent)-292(SGG)-293(methods)-291.9(only)-293(assume)-292(scene)-292(gr)15(aph)-293(homophily)]TJ
T*
[(while)-327(ignoring)-328(heter)45(ophily)55(.)-542(Accor)37(dingly)55(,)-346(i)0(n)-328(this)-327(paper)111(,)-347(w)0(e)]TJ
T*
[(pr)45(opose)-236(a)-235(n)0(o)10(vel)-236(Heter)45(ophily)-235(Learning)-236(Network)-235(\(HL-Net\))-236(to)]TJ
0 -1.2001 TD
[(compr)37(ehensively)-226(e)20(xplor)37(e)-227(the)-226(homophily)-226(and)-226(heter)45(ophily)-227(be-)]TJ
T*
[(tween)-340(objects/r)37(elationships)-340(in)-340(scene)-339(gr)15(aphs.)-579(Mor)37(e)-340(specif-)]TJ
0 -1.2 TD
[(ically)55(,)-632(HL-Net)-555(comprises)-555(the)-556(following)-555(1\))-555(an)-556(adaptive)]TJ
T*
[(r)37(e)15(weighting)-520(tr)15(ansformer)-520(module)10(,)-588(whic)15(h)-520(adaptively)-520(inte-)]TJ
T*
[(gr)15(ates)-302(the)-301(information)-302(fr)45(om)-302(dif)18(fer)37(ent)-302(layer)10(s)-301(t)0(o)-302(e)20(xploit)-302(both)]TJ
T*
[(the)-429(heter)45(ophily)-429(and)-428(homophily)-428.9(in)-429(objects;)-518(2\))-429(a)-429(r)37(elation-)]TJ
0 -1.2001 TD
[(ship)-443(featur)37(e)-444(p)0(r)45(opa)10(gation)-443(module)-443(that)-443(ef)18(\223ciently)-444(e)20(xplor)37(es)]TJ
0 -1.2 TD
[(the)-338(connections)-339(between)-337.9(r)37(elationships)-339(by)-338(considering)-339(het-)]TJ
0 -1.2001 TD
[(er)45(ophily)-333(in)-334(or)37(der)-333(to)-334(r)37<65936e65>-333(the)-333(r)37(elationship)-334(r)37(epr)37(esentation;)]
TJ
T*
[(3\))-522(a)-522(heter)45(ophily-awar)37(e)-522(messa)10(g)10(e-passing)-522(sc)15(heme)-522(to)-522(fur)20(-)]TJ
T*
[(ther)-236(distinguish)-236(the)-235.9(heter)44.9(ophily)-234.9(and)-236.1(homophily)-234.9(between)-236(ob-)]TJ
T*
[(jects/r)37(elationships,)-462.9(ther)37(eby)-421.1(facilitating)-419.9(impr)44.9(o)10(ved)-421(messa)10(g)10(e)]TJ
0 -1.2 TD
[(passing)-284(in)-284(gr)15(aphs.)-411(W)92(e)-284(conducted)-284(e)20(xtensive)-284(e)20(xperiments)-284(on)]TJ
T*
[(two)-217(public)-217(datasets:)-294(V)74(isual)-217(Genome)-216(\(VG\))-217(and)-217(Open)-217(Ima)10(g)10(e)0(s)]TJ
T*
[(\(OI\).)-312(The)-312(e)20(xperimental)-312(r)37(esults)-312(demonstr)15(ate)-312(the)-312(superiority)]TJ
0 -1.2001 TD
[(of)-375(our)-375(pr)45(oposed)-374(HL-Net)-375(o)10(ver)-375(e)20(xisting)-375(state-of-the-art)-375(ap-)]TJ
0 -1.2 TD
[(pr)45(oac)15(hes.)-455(In)-299(mor)37(e)-298(detail,)-311(HL-Net)-298(outperforms)-298(the)-299(second-)]TJ
T*
[(best)-216(competitor)10(s)-215(b)0(y)-216(2.1)]TJ
/F7 1 Tf
9.1642 0 TD
(%)Tj
/F6 1 Tf
1.0491 0 TD
[(on)-216(the)-215(VG)-216(dataset)-216(for)-216(scene)-215(gr)15(aph)]TJ
-10.2133 -1.2001 TD
[(classi\223cation)-215(and)-215.9(1.2)]TJ
/F7 1 Tf
8.459 0 TD
(%)Tj
/F6 1 Tf
1.049 0 TD
[(on)-216(the)-215(IO)-216(dataset)-215(for)-216(the)-215<936e616c>-216(scor)37(e)15(.)]TJ
-9.508 -1.2 TD
[(Code)-250(is)-250(available)-250(at)]TJ
0 1 0 0 k
8.278 0 TD
[(https://github)40(.com/siml3/HL-Net)]TJ
/Cs8 cs 1 scn
12.989 0 TD
(.)Tj
/F1 1 Tf
11.6235 0 0 11.6235 48.7217 186.649 Tm
[(1.)-250(Intr)18(oduction)]TJ
/F2 1 Tf
9.6862 0 0 9.6862 60.3451 167.536 Tm
[(Scene)-265(graph)-265(generation)-263.9(\(SGG\))-265(has)-265(recently)-265(attracted)-264.9(in-)]TJ
-1.2 -1.2 TD
[(creasing)-324(attention)-323.9(from)-324(the)-324(research)-324(community)65(.)-533(A)0(s)-324(illus-)]TJ
T*
[(trated)-334(in)-333(Figure)]TJ
0 .99414 1 0 k
6.667 0 TD
(1)Tj
/Cs8 cs 1 scn
.5 0 TD
[(,)-354(a)-334(visual)-333(scene)-334(could)-333(be)-334(depicted)-333(in)-334(the)]TJ
ET
/Cs8 CS 1 SCN
0 J 0 j .387 w 10 M [] 0 d
/GS2 gs
1 i
q 1 0 0 1 48.722 133.352 cm 0 0 m
91.878 0 l
S
Q
BT
5.8118 0 0 5.8118 59.2795 125.6479 Tm
(*)Tj
7.749 0 0 7.749 62.6697 124.1979 Tm
[(W)80(ork)-250(done)-250(during)-250<93727374>-250(author\220)55(s)-250(internship)-250(at)-250(JD)-250(Explore)-250(Academy)]TJ
5.8118 0 0 5.8118 59.2795 117.5439 Tm
<81>Tj
7.749 0 0 7.749 62.6697 114.8089 Tm
[(Corresponding)-250(author)55.1(.)]TJ
ET
q
300.294 571.122 229.687 -91.756 re
W n
0 0 0 1 K
1 J 1 j .225 w 1 M
77.769 851.639 1009.953 -714.107 re
S
Q
q
420.433 480.562 m
300.841 480.562 l
300.841 570.992 l
420.433 570.992 l
420.433 480.562 l
302.881 570.922 m
302.881 497.289 l
339.973 497.289 l
339.973 570.922 l
302.881 570.922 l
356.101 536.983 m
356.101 519.567 l
372.16 519.567 l
372.16 536.983 l
356.101 536.983 l
338.623 498.639 m
304.231 498.639 l
304.231 569.572 l
338.623 569.572 l
338.623 498.639 l
315.72 566.848 m
315.72 551.026 l
331.447 551.026 l
331.447 566.848 l
315.72 566.848 l
W n
q
119.952 0 0 -90.672 300.654 571.086 cm
/Im1 Do
Q
Q
q
372.16 519.567 m
356.101 519.567 l
356.101 536.983 l
372.16 536.983 l
372.16 519.567 l
W n
q
16.568 0 0 -17.772 355.974 537.186 cm
/Im2 Do
Q
Q
.008576 .18436 .86172 0 K
2 J 1.35 w 4.49 M
348.458 563.839 71.979 -37.18 re
S
.67999 0 1 0 K
368.072 567.042 52.361 -60.114 re
S
.26996 .81653 0 0 K
358.266 551.026 62.167 -69.43 re
S
0 .81569 0 0 k
q 1 0 0 1 303.556 570.247 cm 0 0 m
0 .675 l
36.417 .675 l
36.417 -72.958 l
-.675 -72.958 l
-.675 .675 l
0 .675 l
0 0 l
.675 0 l
.675 -71.608 l
35.067 -71.608 l
35.067 -.675 l
0 -.675 l
0 0 l
.675 0 l
0 0 l
f
Q
.49903 .81054 0 0 K
325.327 543.471 16.056 -13.815 re
S
.75857 .25766 .7279 .087282 K
337.024 536.985 44.563 -56.424 re
S
0 .91745 1 0 K
347.601 497.465 11.97 -12.12 re
S
.88363 .76922 0 0 K
359.907 501.679 6.82 -12.443 re
S
BT
/TT2 1 Tf
7.1978 0 0 7.1978 501.7379 516.4257 Tm
.67999 0 1 0 k
-.0004 Tc
(sink)Tj
ET
0 0 0 1 K
1 J 1 j 1.649 w
q 1 0 0 1 518.259 513.836 cm 0 0 m
.039 -12.375 l
S
Q
0 0 0 1 k
q 1 0 0 1 515.425 513.118 cm 0 0 m
2.819 5.68 l
5.674 .015 l
f*
Q
q 1 0 0 1 443.715 506.427 cm 0 0 m
0 12.479 l
S
Q
q 1 0 0 1 446.552 507.134 cm 0 0 m
-2.837 -5.673 l
-5.674 0 l
f*
Q
BT
7.1978 0 0 7.1978 447.9189 516.7286 Tm
.86847 .53808 0 0 k
0 Tc
(woman)Tj
.75857 .25766 .7279 .087282 k
5.3783 -.0542 TD
-.0001 Tc
(boy)Tj
/TT4 1 Tf
0 0 0 1 k
-5.557 2.9884 TD
-.0003 Tc
(behind)Tj
ET
.49903 .81054 0 0 k
q 1 0 0 1 436.808 494.554 cm 0 0 m
0 3.815 3.092 6.907 6.907 6.907 c
10.722 6.907 13.814 3.815 13.814 0 c
13.814 -3.815 10.722 -6.907 6.907 -6.907 c
3.092 -6.907 0 -3.815 0 0 c
f*
Q
BT
/TT5 1 Tf
8.9972 0 0 8.9972 439.2098 491.5426 Tm
0 0 0 0 k
0 Tc
<0001>Tj
ET
0 0 0 0 K
2 J 0 j .257 w
q 1 0 0 1 443.903 490.632 cm 0 0 m
-1.206 -.072 -2.225 .302 -3.059 1.122 c
-3.892 1.941 -4.314 2.902 -4.326 4.001 c
-4.335 5.102 -4.048 6.017 -3.462 6.744 c
-2.877 7.469 -2.191 7.938 -1.405 8.148 c
-.619 8.361 .159 8.374 .93 8.185 c
1.701 7.998 2.405 7.533 3.038 6.795 c
3.672 6.059 3.978 5.147 3.954 4.057 c
3.931 2.968 3.569 2.036 2.864 1.263 c
2.162 .491 1.207 .069 0 0 c
h
S 1 0 0 1 2.845 1.911 cm 0 0 m
.504 .669 .733 1.495 .686 2.479 c
.639 3.463 .252 4.311 -.474 5.026 c
-1.201 5.741 -2.085 6.081 -3.128 6.045 c
-4.17 6.01 -5.043 5.618 -5.748 4.866 c
-6.451 4.116 -6.79 3.232 -6.767 2.212 c
-6.743 1.194 -6.432 .368 -5.833 -.262 c
-5.235 -.896 -4.596 -1.286 -3.917 -1.437 c
-3.238 -1.59 -2.541 -1.556 -1.827 -1.333 c
-1.113 -1.111 -.505 -.667 0 0 c
h
S 1 0 0 1 -4.973 .934 cm 0 0 m
.704 .071 l
.729 -.21 .84 -.459 1.038 -.67 c
1.237 -.881 1.537 -.98 1.935 -.967 c
2.332 -.955 2.636 -.833 2.846 -.601 c
3.059 -.366 3.148 -.097 3.114 .207 c
3.079 .513 2.932 .755 2.671 .93 c
2.415 1.105 2.029 1.205 1.512 1.231 c
1.512 1.757 l
2.05 1.778 2.443 1.89 2.692 2.09 c
2.937 2.29 3.049 2.554 3.024 2.88 c
3.002 3.208 2.832 3.443 2.513 3.584 c
2.195 3.724 1.867 3.741 1.527 3.635 c
1.188 3.532 .903 3.186 .671 2.597 c
0 2.739 l
.14 3.208 .352 3.566 .633 3.809 c
.916 4.056 1.265 4.203 1.685 4.251 c
2.108 4.298 2.495 4.251 2.846 4.109 c
3.199 3.969 3.447 3.74 3.588 3.424 c
3.729 3.107 3.768 2.779 3.709 2.438 c
3.65 2.1 3.387 1.778 2.921 1.476 c
3.293 1.288 3.55 1.045 3.692 .752 c
3.832 .46 3.855 .097 3.761 -.337 c
3.668 -.769 3.445 -1.098 3.095 -1.319 c
2.743 -1.542 2.334 -1.653 1.864 -1.653 c
1.395 -1.653 .984 -1.531 .633 -1.286 c
.283 -1.04 .071 -.61 0 0 c
s
Q
.75857 .25766 .7279 .087282 k
q 1 0 0 1 474.521 525.789 cm 0 0 m
0 3.815 3.093 6.908 6.908 6.908 c
10.722 6.908 13.813 3.815 13.813 0 c
13.813 -3.815 10.722 -6.906 6.908 -6.906 c
3.093 -6.906 0 -3.815 0 0 c
f*
Q
BT
8.9972 0 0 8.9972 476.9259 522.7807 Tm
0 0 0 0 k
<0002>Tj
ET
q 1 0 0 1 481.618 521.869 cm 0 0 m
-1.205 -.07 -2.225 .304 -3.057 1.123 c
-3.89 1.943 -4.314 2.904 -4.325 4.002 c
-4.335 5.104 -4.047 6.018 -3.46 6.746 c
-2.876 7.47 -2.191 7.94 -1.403 8.149 c
-.619 8.362 .16 8.375 .93 8.187 c
1.703 7.999 2.407 7.535 3.039 6.797 c
3.674 6.061 3.98 5.149 3.955 4.059 c
3.933 2.969 3.569 2.037 2.866 1.264 c
2.163 .492 1.209 .07 0 0 c
h
S 1 0 0 1 2.847 1.913 cm 0 0 m
.503 .669 .733 1.495 .685 2.479 c
.639 3.462 .25 4.311 -.474 5.024 c
-1.202 5.741 -2.085 6.081 -3.128 6.043 c
-4.171 6.009 -5.045 5.616 -5.749 4.865 c
-6.451 4.116 -6.79 3.232 -6.769 2.212 c
-6.744 1.194 -6.432 .368 -5.833 -.264 c
-5.236 -.896 -4.598 -1.288 -3.918 -1.437 c
-3.239 -1.59 -2.541 -1.556 -1.828 -1.335 c
-1.113 -1.111 -.505 -.668 0 0 c
h
S 1 0 0 1 -4.41 1.005 cm 0 0 m
.165 -.564 .451 -.9 .86 -1.005 c
1.269 -1.109 1.602 -1.097 1.86 -.968 c
2.119 -.839 2.313 -.642 2.441 -.371 c
2.569 -.103 2.616 .167 2.582 .436 c
2.547 .706 2.453 .939 2.301 1.136 c
2.15 1.336 1.95 1.466 1.705 1.526 c
1.46 1.585 1.19 1.585 .897 1.526 c
.602 1.466 .349 1.331 .141 1.122 c
-.423 1.122 l
.178 4.076 l
3.094 4.076 l
3.094 3.512 l
.737 3.512 l
.621 2.902 .516 2.397 .422 2 c
1.123 2.282 1.696 2.328 2.141 2.141 c
2.588 1.953 2.894 1.684 3.057 1.334 c
3.223 .982 3.299 .643 3.287 .314 c
3.274 -.014 3.214 -.303 3.108 -.55 c
3.005 -.794 2.866 -1.004 2.691 -1.179 c
2.514 -1.355 2.292 -1.496 2.019 -1.602 c
1.749 -1.709 1.42 -1.751 1.032 -1.729 c
.648 -1.704 .296 -1.568 -.019 -1.32 c
-.336 -1.074 -.552 -.704 -.668 -.212 c
s
Q
0 .83407 0 0 k
q 1 0 0 1 436.615 555.885 cm 0 0 m
0 3.815 3.096 6.907 6.91 6.907 c
10.725 6.907 13.818 3.815 13.818 0 c
13.818 -3.815 10.725 -6.907 6.91 -6.907 c
3.096 -6.907 0 -3.815 0 0 c
f*
Q
BT
8.9972 0 0 8.9972 439.0239 552.8768 Tm
0 0 0 0 k
<0003>Tj
ET
q 1 0 0 1 443.716 551.967 cm 0 0 m
-1.206 -.072 -2.225 .302 -3.057 1.122 c
-3.892 1.941 -4.314 2.902 -4.326 4.001 c
-4.335 5.102 -4.047 6.016 -3.462 6.744 c
-2.877 7.468 -2.191 7.937 -1.404 8.147 c
-.619 8.36 .16 8.373 .93 8.185 c
1.702 7.998 2.405 7.533 3.038 6.795 c
3.674 6.059 3.978 5.147 3.954 4.057 c
3.932 2.967 3.569 2.035 2.864 1.262 c
2.162 .49 1.208 .069 0 0 c
h
S 1 0 0 1 2.846 1.911 cm 0 0 m
.503 .669 .732 1.495 .685 2.479 c
.638 3.462 .251 4.311 -.475 5.024 c
-1.201 5.741 -2.086 6.081 -3.129 6.044 c
-4.171 6.009 -5.044 5.616 -5.749 4.865 c
-6.451 4.116 -6.791 3.232 -6.768 2.212 c
-6.744 1.194 -6.432 .368 -5.834 -.263 c
-5.235 -.896 -4.597 -1.287 -3.917 -1.437 c
-3.238 -1.59 -2.542 -1.556 -1.827 -1.335 c
-1.113 -1.111 -.505 -.667 0 0 c
h
S 1 0 0 1 -4.796 -.616 cm 0 0 m
.022 .283 .221 .616 .598 1 c
.973 1.389 1.346 1.829 1.719 2.321 c
2.096 2.811 2.353 3.228 2.494 3.569 c
2.636 3.911 2.682 4.21 2.636 4.467 c
2.589 4.723 2.477 4.91 2.302 5.026 c
2.126 5.144 1.909 5.191 1.65 5.166 c
1.392 5.144 1.17 5.046 .983 4.871 c
.794 4.694 .631 4.397 .494 3.974 c
-.211 4.081 l
-.069 4.573 .152 4.971 .457 5.274 c
.759 5.577 1.124 5.753 1.546 5.8 c
1.801 5.825 2.036 5.815 2.245 5.768 c
2.458 5.72 2.659 5.631 2.846 5.5 c
3.035 5.371 3.186 5.19 3.302 4.955 c
3.421 4.723 3.457 4.431 3.41 4.076 c
3.363 3.726 3.176 3.299 2.846 2.795 c
2.518 2.29 1.956 1.583 1.16 .672 c
3.514 .672 l
3.514 0 l
s
Q
.86996 .77108 0 0 k
q 1 0 0 1 474.521 555.885 cm 0 0 m
0 3.815 3.093 6.907 6.908 6.907 c
10.722 6.907 13.813 3.815 13.813 0 c
13.813 -3.815 10.722 -6.907 6.908 -6.907 c
3.093 -6.907 0 -3.815 0 0 c
f*
Q
BT
8.9972 0 0 8.9972 476.9259 552.8768 Tm
0 0 0 0 k
<0004>Tj
ET
q 1 0 0 1 481.618 551.967 cm 0 0 m
-1.205 -.072 -2.225 .302 -3.057 1.122 c
-3.89 1.941 -4.314 2.902 -4.325 4.001 c
-4.335 5.102 -4.047 6.016 -3.46 6.744 c
-2.876 7.468 -2.191 7.937 -1.403 8.147 c
-.619 8.36 .16 8.373 .93 8.185 c
1.703 7.998 2.407 7.533 3.039 6.795 c
3.674 6.059 3.98 5.147 3.955 4.057 c
3.933 2.967 3.569 2.035 2.866 1.262 c
2.163 .49 1.209 .069 0 0 c
h
S 1 0 0 1 2.847 1.911 cm 0 0 m
.503 .669 .733 1.495 .685 2.479 c
.639 3.462 .25 4.311 -.474 5.024 c
-1.202 5.741 -2.085 6.081 -3.128 6.044 c
-4.171 6.009 -5.045 5.616 -5.749 4.865 c
-6.451 4.116 -6.79 3.232 -6.769 2.212 c
-6.744 1.194 -6.432 .368 -5.833 -.263 c
-5.236 -.896 -4.598 -1.287 -3.918 -1.437 c
-3.239 -1.59 -2.541 -1.556 -1.828 -1.335 c
-1.113 -1.111 -.505 -.667 0 0 c
h
S 1 0 0 1 -2.687 .723 cm 0 0 m
-2.813 0 l
-2.813 .558 l
.174 4.461 l
.704 4.461 l
.704 .558 l
1.794 .558 l
1.794 0 l
.704 0 l
.704 -1.339 l
0 -1.339 l
h
S 1 0 0 1 0 .558 cm 0 0 m
0 2.674 l
-2.108 0 l
s
Q
.86847 .53808 0 0 k
q 1 0 0 1 436.808 525.814 cm 0 0 m
0 3.815 3.092 6.91 6.907 6.91 c
10.722 6.91 13.814 3.815 13.814 0 c
13.814 -3.816 10.722 -6.908 6.907 -6.908 c
3.092 -6.908 0 -3.816 0 0 c
f*
Q
BT
8.9972 0 0 8.9972 439.2098 522.8047 Tm
0 0 0 0 k
<0005>Tj
ET
q 1 0 0 1 443.903 521.894 cm 0 0 m
-1.206 -.07 -2.225 .304 -3.059 1.123 c
-3.892 1.943 -4.314 2.903 -4.326 4.002 c
-4.335 5.104 -4.048 6.018 -3.462 6.745 c
-2.877 7.47 -2.191 7.94 -1.405 8.149 c
-.619 8.362 .159 8.375 .93 8.187 c
1.701 7.998 2.405 7.535 3.038 6.797 c
3.672 6.06 3.978 5.148 3.954 4.059 c
3.931 2.969 3.569 2.037 2.864 1.264 c
2.162 .492 1.207 .07 0 0 c
h
S 1 0 0 1 2.845 1.912 cm 0 0 m
.504 .67 .733 1.496 .686 2.48 c
.639 3.462 .252 4.312 -.474 5.025 c
-1.201 5.742 -2.085 6.082 -3.128 6.044 c
-4.17 6.01 -5.043 5.617 -5.748 4.866 c
-6.451 4.117 -6.79 3.233 -6.767 2.213 c
-6.743 1.195 -6.432 .369 -5.833 -.263 c
-5.235 -.895 -4.596 -1.287 -3.917 -1.437 c
-3.238 -1.59 -2.541 -1.555 -1.827 -1.334 c
-1.113 -1.111 -.505 -.667 0 0 c
h
S 1 0 0 1 -3.391 3.814 cm 0 0 m
-.329 -.327 -.739 -.653 -1.23 -.981 c
-1.23 -.244 l
-.598 .199 -.081 .738 .32 1.371 c
.705 1.371 l
.705 -4.429 l
0 -4.429 l
s
Q
.67999 0 1 0 k
q 1 0 0 1 511.334 525.708 cm 0 0 m
0 3.815 3.095 6.907 6.91 6.907 c
10.725 6.907 13.818 3.815 13.818 0 c
13.818 -3.815 10.725 -6.91 6.91 -6.91 c
3.095 -6.91 0 -3.815 0 0 c
f*
Q
BT
8.9972 0 0 8.9972 513.743 522.6967 Tm
0 0 0 0 k
<0006>Tj
ET
q 1 0 0 1 518.435 521.787 cm 0 0 m
-1.206 -.072 -2.226 .303 -3.059 1.121 c
-3.892 1.942 -4.314 2.902 -4.326 4.001 c
-4.335 5.102 -4.048 6.017 -3.462 6.744 c
-2.877 7.47 -2.192 7.938 -1.405 8.148 c
-.619 8.361 .159 8.374 .929 8.186 c
1.701 7.997 2.405 7.534 3.038 6.796 c
3.672 6.059 3.978 5.147 3.954 4.057 c
3.931 2.968 3.569 2.036 2.864 1.263 c
2.162 .491 1.207 .068 0 0 c
h
S 1 0 0 1 2.845 1.911 cm 0 0 m
.504 .67 .733 1.496 .686 2.479 c
.639 3.463 .252 4.312 -.474 5.026 c
-1.201 5.741 -2.085 6.083 -3.128 6.045 c
-4.17 6.01 -5.043 5.617 -5.748 4.866 c
-6.451 4.116 -6.79 3.233 -6.767 2.212 c
-6.743 1.194 -6.432 .368 -5.833 -.264 c
-5.235 -.895 -4.596 -1.287 -3.917 -1.437 c
-3.238 -1.59 -2.54 -1.556 -1.827 -1.333 c
-1.113 -1.111 -.505 -.667 0 0 c
h
S 1 0 0 1 -4.955 1.057 cm 0 0 m
.012 .269 .094 .521 .244 .756 c
.397 .991 .626 1.2 .931 1.385 c
.579 1.62 .357 1.895 .263 2.212 c
.169 2.527 .169 2.821 .263 3.09 c
.357 3.363 .492 3.574 .667 3.724 c
.842 3.877 1.031 3.983 1.231 4.039 c
1.431 4.097 1.653 4.128 1.898 4.128 c
2.144 4.128 2.379 4.097 2.602 4.039 c
2.824 3.983 3.023 3.884 3.198 3.743 c
3.374 3.602 3.509 3.415 3.603 3.179 c
3.696 2.945 3.707 2.651 3.636 2.302 c
3.567 1.95 3.309 1.634 2.865 1.353 c
3.241 1.165 3.504 .953 3.654 .719 c
3.807 .484 3.89 .226 3.903 -.057 c
3.915 -.336 3.838 -.623 3.673 -.916 c
3.51 -1.208 3.275 -1.423 2.969 -1.564 c
2.664 -1.705 2.29 -1.775 1.846 -1.775 c
1.401 -1.775 1.032 -1.682 .738 -1.494 c
.447 -1.306 .247 -1.078 .141 -.807 c
.034 -.539 -.013 -.27 0 0 c
h
S 1 0 0 1 .686 .014 cm 0 0 m
-.023 -.258 .035 -.486 .174 -.686 c
.315 -.883 .526 -1.018 .808 -1.09 c
1.089 -1.159 1.388 -1.153 1.705 -1.071 c
2.02 -.986 2.237 -.821 2.353 -.578 c
2.472 -.331 2.507 -.085 2.461 .16 c
2.415 .406 2.26 .612 2.002 .775 c
1.744 .94 1.464 1.011 1.16 .986 c
.857 .964 .593 .859 .372 .672 c
.148 .484 .024 .26 0 0 c
h
S 1 0 0 1 .174 2.639 cm 0 0 m
0 -.21 .087 -.421 .262 -.634 c
.441 -.843 .705 -.948 1.057 -.948 c
1.406 -.948 1.683 -.843 1.883 -.634 c
2.083 -.421 2.177 -.193 2.165 .052 c
2.152 .298 2.034 .498 1.812 .649 c
1.59 .8 1.307 .865 .967 .841 c
.629 .819 .383 .725 .229 .559 c
.076 .396 0 .21 0 0 c
s
Q
0 .91745 1 0 k
q 1 0 0 1 474.521 494.554 cm 0 0 m
0 3.815 3.093 6.907 6.908 6.907 c
10.722 6.907 13.813 3.815 13.813 0 c
13.813 -3.815 10.722 -6.907 6.908 -6.907 c
3.093 -6.907 0 -3.815 0 0 c
f*
Q
BT
8.9972 0 0 8.9972 476.9259 491.5426 Tm
0 0 0 0 k
<0007>Tj
ET
q 1 0 0 1 481.618 490.632 cm 0 0 m
-1.205 -.072 -2.225 .302 -3.057 1.122 c
-3.89 1.941 -4.314 2.902 -4.325 4.001 c
-4.335 5.102 -4.047 6.017 -3.46 6.744 c
-2.876 7.469 -2.191 7.938 -1.403 8.148 c
-.619 8.361 .16 8.374 .93 8.185 c
1.703 7.998 2.407 7.533 3.039 6.795 c
3.674 6.059 3.98 5.147 3.955 4.057 c
3.933 2.968 3.569 2.036 2.866 1.263 c
2.163 .491 1.209 .069 0 0 c
h
S 1 0 0 1 2.847 1.911 cm 0 0 m
.503 .669 .733 1.495 .685 2.479 c
.639 3.463 .25 4.311 -.474 5.026 c
-1.202 5.741 -2.085 6.081 -3.128 6.045 c
-4.171 6.01 -5.045 5.618 -5.749 4.866 c
-6.451 4.116 -6.79 3.232 -6.769 2.212 c
-6.744 1.194 -6.432 .368 -5.833 -.262 c
-5.236 -.896 -4.598 -1.286 -3.918 -1.437 c
-3.239 -1.59 -2.541 -1.556 -1.828 -1.333 c
-1.113 -1.111 -.505 -.667 0 0 c
h
S 1 0 0 1 -5.083 1.282 cm 0 0 m
.025 .307 .096 .571 .212 .794 c
.331 1.016 .496 1.315 .71 1.692 c
2.076 3.903 l
2.781 3.903 l
1.41 1.654 l
2.114 1.771 2.641 1.73 2.993 1.531 c
3.342 1.33 3.583 1.102 3.711 .845 c
3.843 .589 3.913 .313 3.923 .019 c
3.934 -.272 3.894 -.558 3.8 -.841 c
3.706 -1.122 3.525 -1.381 3.255 -1.615 c
2.986 -1.85 2.582 -1.981 2.044 -2.006 c
1.505 -2.027 1.088 -1.945 .795 -1.756 c
.504 -1.568 .292 -1.306 .16 -.968 c
.031 -.627 -.021 -.304 0 0 c
h
S 1 0 0 1 1.007 -1.07 cm 0 0 m
.198 -.224 .498 -.335 .896 -.335 c
1.293 -.335 1.609 -.217 1.845 .019 c
2.079 .253 2.197 .593 2.197 1.038 c
2.197 1.481 2.039 1.798 1.722 1.986 c
1.406 2.174 1.061 2.237 .684 2.178 c
.309 2.123 .039 1.958 -.123 1.686 c
-.286 1.415 -.357 1.122 -.334 .807 c
-.31 .491 -.198 .221 0 0 c
s
Q
.26996 .81653 0 0 k
q 1 0 0 1 511.392 555.936 cm 0 0 m
0 3.815 3.091 6.907 6.906 6.907 c
10.721 6.907 13.814 3.815 13.814 0 c
13.814 -3.815 10.721 -6.908 6.906 -6.908 c
3.091 -6.908 0 -3.815 0 0 c
f*
Q
BT
8.9972 0 0 8.9972 513.794 552.9277 Tm
0 0 0 0 k
<0008>Tj
ET
q 1 0 0 1 518.485 552.016 cm 0 0 m
-1.205 -.07 -2.224 .304 -3.057 1.123 c
-3.89 1.943 -4.313 2.903 -4.324 4.002 c
-4.334 5.104 -4.047 6.018 -3.461 6.745 c
-2.876 7.47 -2.19 7.938 -1.403 8.149 c
-.617 8.362 .16 8.375 .931 8.187 c
1.703 7.998 2.407 7.535 3.04 6.797 c
3.674 6.06 3.98 5.148 3.955 4.059 c
3.933 2.969 3.57 2.037 2.865 1.264 c
2.163 .492 1.209 .07 0 0 c
h
S 1 0 0 1 2.847 1.912 cm 0 0 m
.503 .67 .733 1.496 .686 2.48 c
.639 3.462 .25 4.312 -.474 5.025 c
-1.201 5.742 -2.085 6.082 -3.128 6.044 c
-4.171 6.01 -5.044 5.617 -5.748 4.866 c
-6.451 4.117 -6.79 3.233 -6.768 2.213 c
-6.743 1.195 -6.432 .369 -5.833 -.263 c
-5.236 -.895 -4.597 -1.287 -3.918 -1.437 c
-3.239 -1.589 -2.541 -1.555 -1.828 -1.334 c
-1.113 -1.11 -.505 -.667 0 0 c
h
S 1 0 0 1 -3.918 -.615 cm 0 0 m
.424 1.781 1.078 3.469 1.969 5.062 c
-.915 5.062 l
-.915 5.696 l
2.776 5.696 l
2.776 5.133 l
1.84 3.491 1.196 1.781 .847 0 c
s
Q
.002319 .26014 1 0 k
q 1 0 0 1 511.392 494.554 cm 0 0 m
0 3.815 3.091 6.907 6.906 6.907 c
10.721 6.907 13.814 3.815 13.814 0 c
13.814 -3.815 10.721 -6.907 6.906 -6.907 c
3.091 -6.907 0 -3.815 0 0 c
f*
Q
BT
8.9972 0 0 8.9972 513.794 491.5426 Tm
0 0 0 0 k
<0009>Tj
ET
q 1 0 0 1 518.485 490.632 cm 0 0 m
-1.205 -.072 -2.224 .302 -3.057 1.122 c
-3.89 1.941 -4.313 2.902 -4.324 4.001 c
-4.334 5.102 -4.047 6.017 -3.461 6.744 c
-2.876 7.469 -2.19 7.938 -1.403 8.148 c
-.617 8.361 .16 8.374 .931 8.185 c
1.703 7.998 2.407 7.533 3.04 6.795 c
3.674 6.059 3.98 5.147 3.955 4.057 c
3.933 2.968 3.57 2.036 2.865 1.263 c
2.163 .491 1.209 .069 0 0 c
h
S 1 0 0 1 2.847 1.911 cm 0 0 m
.503 .669 .733 1.495 .686 2.479 c
.639 3.463 .25 4.311 -.474 5.026 c
-1.201 5.741 -2.085 6.081 -3.128 6.045 c
-4.171 6.01 -5.044 5.618 -5.748 4.866 c
-6.451 4.116 -6.79 3.232 -6.768 2.212 c
-6.743 1.194 -6.432 .368 -5.833 -.262 c
-5.236 -.896 -4.597 -1.286 -3.918 -1.437 c
-3.239 -1.59 -2.541 -1.556 -1.828 -1.333 c
-1.113 -1.111 -.505 -.667 0 0 c
h
S 1 0 0 1 -4.025 -.719 cm 0 0 m
.541 .843 .998 1.592 1.371 2.25 c
.738 2.156 .241 2.243 -.122 2.514 c
-.486 2.782 -.703 3.132 -.775 3.566 c
-.845 4 -.832 4.359 -.738 4.641 c
-.643 4.922 -.502 5.155 -.315 5.34 c
-.127 5.528 .077 5.669 .301 5.762 c
.523 5.856 .775 5.904 1.057 5.904 c
1.359 5.904 1.634 5.867 1.878 5.797 c
2.126 5.727 2.343 5.599 2.532 5.411 c
2.72 5.225 2.853 5.027 2.935 4.814 c
3.02 4.604 3.049 4.341 3.025 4.026 c
3.002 3.708 2.867 3.327 2.621 2.879 c
2.373 2.435 1.77 1.475 .812 0 c
h
S 1 0 0 1 -.103 3.743 cm 0 0 m
.047 -.294 .168 -.524 .366 -.685 c
.566 -.848 .807 -.929 1.089 -.929 c
1.371 -.929 1.617 -.872 1.826 -.755 c
2.039 -.64 2.204 -.453 2.319 -.192 c
2.435 .137 2.457 .429 2.385 .686 c
2.315 .942 2.182 1.152 1.981 1.316 c
1.784 1.481 1.533 1.564 1.231 1.564 c
1.067 1.589 .868 1.555 .634 1.462 c
.399 1.368 .221 1.172 .103 .879 c
-.013 .587 -.047 .294 0 0 c
s
Q
0 0 0 1 K
1 J 1 j 1.649 w
q 1 0 0 1 443.658 537.686 cm 0 0 m
-.133 11.292 l
S
Q
0 0 0 1 k
q 1 0 0 1 446.486 538.427 cm 0 0 m
-2.771 -5.703 l
-5.674 -.066 l
f*
Q
q 1 0 0 1 481.429 544.012 cm 0 0 m
0 -11.315 l
S
Q
q 1 0 0 1 478.591 543.303 cm 0 0 m
2.838 5.675 l
5.674 0 l
f*
Q
q 1 0 0 1 469.554 525.795 cm 0 0 m
-18.932 .019 l
S
Q
q 1 0 0 1 468.85 528.633 cm 0 0 m
5.671 -2.844 l
-.006 -5.675 l
f*
Q
q 1 0 0 1 506.371 525.726 cm 0 0 m
-18.037 .063 l
S
Q
q 1 0 0 1 505.673 528.564 cm 0 0 m
5.661 -2.856 l
-.021 -5.674 l
f*
Q
q 1 0 0 1 518.259 537.579 cm 0 0 m
.039 11.449 l
S
Q
q 1 0 0 1 521.099 538.28 cm 0 0 m
-2.855 -5.665 l
-5.674 .019 l
f*
Q
q 1 0 0 1 481.429 506.427 cm 0 0 m
0 12.456 l
S
Q
q 1 0 0 1 484.265 507.134 cm 0 0 m
-2.836 -5.673 l
-5.674 0 l
f*
Q
BT
/TT2 1 Tf
7.1978 0 0 7.1978 434.5408 565.2208 Tm
0 .83407 0 0 k
-.0003 Tc
(fridge)Tj
.49903 .81054 0 0 k
.2078 -11.678 TD
-.0002 Tc
(hand)Tj
.88363 .76922 0 0 k
4.7249 11.678 TD
-.0017 Tc
(wrench)Tj
.26996 .81653 0 0 k
5.0571 0 TD
-.001 Tc
(cabinet)Tj
0 .91745 1 0 k
-4.5429 -11.678 TD
-.0002 Tc
(hand)Tj
.002319 .26014 1 0 k
4.4308 0 TD
-.0003 Tc
(window)Tj
/TT4 1 Tf
0 0 0 1 k
-8.2879 3.9251 TD
-.0005 Tc
(has)Tj
5.2871 3.95 TD
-.0003 Tc
(hold)Tj
1.3959 -1.2862 TD
(fix)Tj
-6.019 0 TD
(beside)Tj
6.7661 1.2862 TD
-.0002 Tc
(under)Tj
-2.1712 -3.95 TD
-.0007 Tc
[(has)-1370.6(n)-.7(ear)]TJ
ET
2 J 0 j .9 w
q 1 0 0 1 422.218 526.135 cm 0 0 m
5.614 -.036 l
5.596 -2.59 l
14.645 2.456 l
5.665 7.619 l
5.647 5.068 l
.033 5.104 l
h
S 1 0 0 1 -1.08 .007 cm 0 0 m
.719 -.005 l
.752 5.1 l
.033 5.102 l
h
S 1 0 0 1 -.72 .004 cm 0 0 m
.36 -.004 l
.393 5.102 l
.033 5.104 l
s
Q
BT
/TT2 1 Tf
7.1978 0 0 7.1978 420.7718 534.9187 Tm
-.0005 Tc
(SGG)Tj
ET
.49903 .81054 0 0 k
325.498 538.638 5.696 4.833 re
f
.49903 .81054 0 0 K
1.35 w
325.498 543.471 5.696 -4.833 re
S
BT
/TT7 1 Tf
7.1978 0 0 7.1978 326.7026 538.8767 Tm
0 0 0 0 k
0 Tc
(3)Tj
ET
.88363 .76922 0 0 k
359.927 496.845 5.6961 4.833 re
f
.88363 .76922 0 0 K
359.927 501.678 5.6961 -4.833 re
S
BT
7.1978 0 0 7.1978 361.1387 497.0847 Tm
0 0 0 0 k
(4)Tj
ET
.75857 .25766 .7279 .087282 k
337.059 532.261 5.695 4.833 re
f
.75857 .25766 .7279 .087282 K
337.059 537.094 5.695 -4.833 re
S
BT
7.1978 0 0 7.1978 338.2706 532.4977 Tm
0 0 0 0 k
(5)Tj
ET
0 .91745 1 0 k
347.601 492.633 5.696 4.831 re
f
0 .91745 1 0 K
347.601 497.464 5.696 -4.831 re
S
BT
7.1978 0 0 7.1978 348.8057 492.8686 Tm
0 0 0 0 k
(6)Tj
ET
.67999 0 1 0 k
368.13 562.125 5.695 4.833 re
f
.67999 0 1 0 K
368.13 566.958 5.695 -4.833 re
S
BT
7.1978 0 0 7.1978 369.3437 562.3688 Tm
0 0 0 0 k
(8)Tj
ET
.008576 .18436 .86172 0 k
348.45 559.04 5.695 4.832 re
f
.008576 .18436 .86172 0 K
348.45 563.872 5.695 -4.832 re
S
BT
7.1978 0 0 7.1978 349.6577 559.2828 Tm
0 0 0 0 k
(9)Tj
ET
0 .83407 0 0 k
303.649 565.28 5.696 4.833 re
f
0 .83407 0 0 K
303.649 570.113 5.696 -4.833 re
S
BT
7.1978 0 0 7.1978 304.8576 565.5237 Tm
0 0 0 0 k
(2)Tj
ET
.26996 .81653 0 0 k
358.353 546.018 5.695 4.833 re
f
.26996 .81653 0 0 K
358.353 550.851 5.695 -4.833 re
S
BT
7.1978 0 0 7.1978 359.5607 546.2607 Tm
0 0 0 0 k
(7)Tj
ET
q
331.447 551.026 m
315.72 551.026 l
315.72 566.848 l
331.447 566.848 l
331.447 551.026 l
W n
q
16.315 0 0 -16.092 315.534 567.006 cm
/Im3 Do
Q
Q
.86847 .53808 0 0 k
312.149 562.39 5.695 4.833 re
f
.86847 .53808 0 0 K
312.149 567.223 5.695 -4.833 re
S
BT
7.1978 0 0 7.1978 313.3576 562.6357 Tm
0 0 0 0 k
(1)Tj
ET
311.672 567.255 33.197 -76.551 re
S
BT
/F2 1 Tf
8.7176 0 0 8.7176 300.2936 464.3776 Tm
/Cs8 cs 1 scn
[(Figure)-250.9(1.)-312(An)-251(image)-250(and)-251(its)-251(ground-truth)-251(scene)-250(graph.)-313(Objects)-250(and)]TJ
0 -1.2222 TD
[(their)-380.9(pairwise)-381(relationships)-381(are)-382.1(represented)-381(as)-381(nodes)-381(and)-381(edges,)]TJ
T*
[(respecti)25.1(v)15(ely)65(.)-310(Best)-250(vie)25(wed)-250(in)-250(color)55(.)]
TJ
9.6862 0 0 9.6862 300.2936 419.4285 Tm
[(form)-280(of)-280(a)-279(graph)-280(structure,)-287(where)-280(objects)-280(and)-280(their)-280(pairwise)]TJ
0 -1.2001 TD
[(relationships)-387.9(are)-388(represented)-388(by)-388(the)-388(nodes)-388(and)-387(edges,)-423(re-)]TJ
T*
[(specti)25.1(v)15(ely)65(.)-650(A)-363(triplet)-363(constructed)-364(by)-363(tw)10(o)-363(objects)-363(and)-364(their)]TJ
0 -1.2 TD
[(corresponding)-509.9(relationship)-510(then)-510(tak)10.1(es)-510(the)-511(form)]TJ
/F6 1 Tf
20.4367 0 TD
(Subject-)Tj
-20.4367 -1.2 TD
[(Pr)37(edicate-Object)]TJ
/F2 1 Tf
6.8499 0 TD
[(.)-640(Intuiti)25(v)15(ely)65(,)-387(the)-360(k)10(e)15(y)-360(t)0(o)-360(SGG)-360(methods)-360(is)]TJ
-6.8499 -1.2001 TD
[(to)-342(model)-342(and)-343(e)15(xplore)-342(the)-342(connections)-342(between)-342(objects,)-366(as)]TJ
0 -1.2 TD
[(well)-334.9(as)-336(those)-335(between)-335(relationships.)-566(Due)-335(to)-335(their)-336(remark-)]TJ
0 -1.2001 TD
[(able)-319(ability)-318.9(to)-319(model)-319(the)-319(connections)-319(between)-319(graph)-319(com-)]TJ
T*
[(ponents,)-333.9(graph)-317(neural)-317(netw)10(orks)-317(\(GNNs\))-317(ha)20(v)15(e)-318(been)-317(widely)]TJ
T*
[(adopted)-250(in)-250(SGG)-250(tasks)-250([)]TJ
.62765 0 1 0 k
9.2769 0 TD
(2)Tj
/Cs8 cs 1 scn
.5 0 TD
(,)Tj
.62765 0 1 0 k
.38 0 TD
(12)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.38 0 TD
(14)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.38 0 TD
(30)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.38 0 TD
(31)Tj
/Cs8 cs 1 scn
1 0 TD
(].)Tj
-14.097 -1.3244 TD
[(Despite)-448.9(their)-448(ef)25(fecti)25(v)15(eness,)-498(e)15(xisting)-449(GNN-based)-449(SGG)]TJ
-1.2 -1.2 TD
[(methods)-823(only)-823(assume)-823(homophily)-823([)]TJ
.62765 0 1 0 k
16.07 0 TD
(17)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-823(between)-823(ob-)]TJ
-17.07 -1.2 TD
[(jects/relationships;)-540.9(in)-444(other)-444(w)10(ords,)-493(these)-444(methods)-444(calcu-)]TJ
T*
[(late)-397(the)-397.9(correlations)-397(between)-397(objects/relationships)-396.9(by)-398(im-)]TJ
0 -1.2001 TD
[(plicitly)-499(treating)-498(all)-498.9(objects/relationships)-498(as)-499(belonging)-499(to)]TJ
T*
[(the)-364(same)-364(cate)15.1(gories.)-653(Ho)25(we)25(v)15(e)0(r)40(,)-393(as)-364(Figure)]TJ
0 .99414 1 0 k
17.322 0 TD
(1)Tj
/Cs8 cs 1 scn
.8649 0 TD
(demonstrates,)Tj
-18.1869 -1.2 TD
[(scene)-267(graphs)-266(f)10(all)-267(naturally)-266(into)-267(the)-267(cate)15(gory)-266(of)-267(heterophilic)]TJ
0 -1.2001 TD
[(graphs.)-602.9(W)80(e)0(,)-371(therefore,)-372(ar)18(gue)-348(that)-347(heterophily)65(,)]TJ
/F6 1 Tf
19.1892 0 TD
(i.e)Tj
/F2 1 Tf
.9721 0 TD
[(.,)-372(the)-347(in-)]TJ
-20.1613 -1.2 TD
[(teraction)-270.9(between)-271(objects/relationships)-271(from)-271.9(dif)25(ferent)-271(cate-)]TJ
T*
[(gories,)-291(should)-281.9(be)-283(modeled)-282(directly)65(.)-408(I)0(n)-282(this)-283(paper)40(,)-290(w)0(e)-283(focus)]TJ
0 -1.2001 TD
[(on)-336(the)-337(heterophily)-336(in)-336(class)-336(labels,)-358(follo)25(wing)-336(the)-337(de\223nition)]TJ
T*
[(pro)15.1(vided)-250(in)-250([)]TJ
.62765 0 1 0 k
5.1509 0 TD
(29)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.38 0 TD
(41)Tj
/Cs8 cs 1 scn
1 0 TD
(].)Tj
-6.331 -1.3243 TD
[(Exploring)-328(heterophily)-327.9(in)-328(the)-328(SGG)-328(is)-328(non-tri)25(vial.)-545(There)]TJ
-1.2 -1.2001 TD
[(are)-200.9(at)-202(least)-201(tw)10(o)-201(problems)-202(that)-201(must)-202(be)-201(considered.)-294(First,)-211(het-)]TJ
0 -1.2 TD
[(erophily)-334(in)-333(both)-334(objects)-334(and)-334(relationships)-333(should)-334(be)-334(tak)10(en)]TJ
0 -1.2001 TD
[(into)-385.9(account;)-453.9(ho)25(we)25(v)15(e)0(r)40(,)-419(no)-386(prior)-386(SGG)-386(w)10(orks)-386(ha)20(v)15(e)-386(e)15(xplic-)]TJ
0 -1.2 TD
[(itly)-240(considered)-240(heterophily)65(,)-242(and)-239(no)-240(heterophilic)-239(GNNs)-240(ha)20(v)15(e)]TJ
ET
Q
Q
q
0.91464 0 0 0.91464 25.27858 36.037 cm
/1FfXtzhnMXfM0R1ACr-zzQ Do
Q
Q
q
0.97225 0 0 0.97225 0 36.03706 cm
/7E656wv8v_TvzUzSuiJVRw Do
Q
endstream
endobj
20 0 obj
<< /Type /ObjStm /Length 2878 /Filter /FlateDecode /N 34 /First 264 >>
stream
xZnH}ﯨX 4xMDcَӃ`@KD}n-ER2<.S-l9lVlly.^,&lcvȄulaF^ó*bÜ0&"=;,
GdQ'{8x08I2;co2~Xq
ɋQIha6-dC)6PJJU$UHөU5MuJ:i
I!ǂI|o_\Ojxn֙{ϟ2/Bh" ̃<8xp̮$842;?Oa!IxN1x@oE{#KidA)ӔaS;;,kbG!L3~@fr,D%_`܌nj_cRGX3~-3BhnjO83Hsr]3`Ʊ'2-0[#0pޫǻ8'{OZV'P'9w|_9R_{~S')/JRR?}~)d-5CW2'| SgF~8oW~=B=`9 %a""Pt}k/WrOv_,gѧ^?Pbv`=a]2¦hwy:+2hJBjD"κKfi>/H?Ҍk>źaׅm
4Ŵ N,7
LGـa*] 5u
P'ʾQȠh+C4v3lע"7.&6aFǴM #5NMi|k A6M\a oX GLP8߽Xij܂\$sq?2~_1e9DR#0o;3l>Dm'L# YJID+,)m)9OLP`<\ lV_W@)hv(ϿG߁ 3. J w? >g@@4,ר|(!wZ99x-qZAD*5ZK]ZB3?uf$K^UҪJ5J)#"-MD@WAkDثYr}e@n Q= W5X[}'Auq*:P 6GmB]7AŌFDzw]2Xe|ԃs=VeR/4^h.3Jױ%˯%렞:|"ol
V ' *٪R/X0HZFznLAdN;ƘYKy8f*,Ӷր%[nW[)(w!L7LAZ,bئv?\;;QmѪhTS|Oo,Ծ]j?%s/6JS^M$uڷh
5V[o0 xwAf;L \XJ
N̾ɻ{WW rYʈ)
5GKYH{RgOȍj'ΔϦ.D yy:gӵٞ[/
ٞݑʠn-/}.$/M+J% W}2[n)A_kҫF,ӅdN( +Y e$;6yhD'pFs}oE;/%D9չw/@OAKMɘg`-tnu2=lRYz[g`v6fI횅KeVR:tY'(BN
jD17HLCN
#FZK&I,/?UrZ=!}t.>+
1p1'6ɡ_lJ^%ԩ4 ԨIqŠ. sU>IT4FKFBj)N[9`h HxXF1
WI#]MÕ\~."#Ѯq 4JiaPmwr YX&UX`R~Fζz^w=Kr-儡,Cp^pxBEelLT@γwGtgynKc>
stream
q
q
/GS1 gs
BT
/F2 1 Tf
9.6862 0 0 9.6862 48.7217 726.394 Tm
/Cs8 cs 1 scn
0 Tc
0 Tw
[(e)15(xploited)-332(heterophily)-333(in)-332(visual)-333(relationships.)-558(Second,)-353(tw)10(o)]TJ
0 -1.2 TD
[(objects/relationships)-290(characterized)-291(by)-290(signi\223cant)-291(occlusion)]TJ
0 -1.2001 TD
[(usually)-238(ha)20(v)15(e)-238(similar)-239(visual)-238(appearances,)-240(despite)-238(being)-239(from)]TJ
T*
[(dif)25(ferent)-410(classes,)-450(which)-410(increases)-410(the)-410(dif)25(\223culty)-409(of)-410(distin-)]TJ
0 -1.2 TD
[(guishing)-375(heterophily)-374(from)-375(homophily)65(.)-684(I)0(n)-375(the)-374(light)-375(of)-375(the)]TJ
0 -1.2002 TD
[(abo)15(v)15(e)-430(scene)-429(graph)-430(analysis,)-474(in)-430(this)-429(paper)40(,)-475(w)0(e)-429(propose)-430(a)]TJ
0 -1.2 TD
[(Heterophily)-295(Learning)-294(Netw)10.1(ork)-295(\(HL-Net\))-294.9(for)-294(SGG)-295(to)-295(com-)]TJ
T*
[(prehensi)25(v)15(ely)-328(and)-328(ef)25(\223ciently)-329(e)15(xplore)-328(the)-328(heterophily)-328(in)-329(ob-)]TJ
T*
[(jects/relationships.)-530(T)80(o)-323(the)-324(best)-323(of)-324(our)-323(kno)25(wledge,)-342(HL-Net)]TJ
T*
[(is)-331(the)-331<93727374>-331(w)10(ork)-331(to)-331(consider)-331(heterophily)-331(for)-331(the)-331(SGG.)-331(The)]TJ
T*
[(main)-250(contrib)20(utions)-250(of)-250(HL-Net)-250(are)-250(summarized)-250(belo)25(w)65(.)]TJ
1.2 -1.385 TD
[(W)80(e)-587<93727374>-587(propose)-587(an)]TJ
/F1 1 Tf
9.3225 0 TD
[(Adapti)10(v)10(e)-587(Reweighting)-587(T)74(rans-)]TJ
-10.5224 -1.2001 TD
[(f)25(ormer)]TJ
/F2 1 Tf
3.1634 0 TD
[(\(AR)60(T\),)-190(which)-191(re\223nes)-190(object)-191(representation)-191(with)-189.9(het-)]TJ
-3.1634 -1.2 TD
[(erophily)-385(considered.)-715(In)-384(more)-385(detail,)-419(we)-385(arrange)-385(the)-385(pre-)]TJ
T*
[(layer)-295(normalization)-295.9([)]TJ
.62765 0 1 0 k
8.478 0 TD
(28)Tj
/Cs8 cs 1 scn
1 0 TD
[(],)-307(residual)-295(connection,)-307(and)-296(feedfor)20(-)]TJ
-9.478 -1.2001 TD
[(w)10(ard)-317(netw)10(ork)-317(to)-317(deepen)-316(the)-317(layers)-317(and)-317(enhance)-317(the)-317(object)]TJ
T*
[(feature)-359(with)-358(conte)15.1(xtual)-359(information.)-634.9(Furthermore,)-386(the)-359(re-)]TJ
0 -1.2 TD
[<936e6564>-267(object)-268(representations)-267(of)-267(dif)25(ferent)-268(AR)60(T)-267(layers)-267(are)-268(ag-)]TJ
T*
-.0001 Tc
[(gre)14.9(gated)-282.1(with)-282.1(learnable)-283.1(weights.)-406.1(These)-282.1(weights)-282.1(depend)-283.1(on)]TJ
0 -1.2001 TD
0 Tc
[(the)-345(contrib)20(utions)-344(of)-345(dif)25(ferent)-344(AR)60(T)-345(layers)-344(and)-345(can)-344(be)-345(both)]TJ
0 -1.2 TD
-.0002 Tc
[(positi)24.8(v)14.8(e)-224.2(and)-223.2(ne)14.8(gati)24.8(v)14.8(e)-.2(.)-301.2(This)-224.2(aggre)14.8(gation)-224.2(procedure)-223.2(is)-224.2(similar)]TJ
T*
0 Tc
[(to)-360(general)-361(polynomial)-360(graph)-361(\223ltering)-360([)]TJ
.62765 0 1 0 k
15.8559 0 TD
(20)Tj
/Cs8 cs 1 scn
1.0001 0 TD
[(],)-388(which)-360(is)-361(natu-)]TJ
-16.856 -1.2002 TD
[(rally)-241(able)-241(t)0(o)-241(deal)-240(with)-241(both)-240(the)-241(high-frequenc)15(y)-240(conte)15(xt)-241(\()]TJ
/F6 1 Tf
22.2417 0 TD
(i.e)Tj
/F2 1 Tf
.972 0 TD
(.,)Tj
-23.2137 -1.2 TD
[(heterophily\))-429(and)-429(lo)25(w-frequenc)15(y)-429(conte)15(xt)-429(\()]TJ
/F6 1 Tf
17.101 0 TD
(i.e)Tj
/F2 1 Tf
.972 0 TD
[(.,)-474(homophily\))]TJ
-18.073 -1.2 TD
[(between)-250(objects)-250([)]TJ
.62765 0 1 0 k
6.998 0 TD
(3)Tj
/Cs8 cs 1 scn
.5 0 TD
(].)Tj
-6.298 -1.3849 TD
[(W)80(e)-329(then)-329(de)25(v)15(elop)-329(a)]TJ
/F1 1 Tf
7.9165 0 TD
[(Relationship)-328.9(F)25(eatur)18(e)-329(P)0(r)18(opagation)]TJ
/F2 1 Tf
-9.1165 -1.2001 TD
[(\(RFP\))-358(module)-359(that)-358.9(e)15(xplores)-358(the)-359(connections)-358(between)-359(het-)]TJ
T*
[(erophilic)-341(relationships.)-583.9(T)80(w)10(o)-341(challenges)-342(emer)18(ge)-341(in)-341(the)-342(de-)]TJ
0 -1.2 TD
-.0001 Tc
[(sign)-369.1(of)-370.1(RFP:)-369.1(the)-369.1(ef)24.9(fecti)24.9(v)14.9(eness)-370.1(of)-369.1(feature)-369.1(propagation)-370.1(and)]TJ
0 -1.2001 TD
0 Tc
[(heterophily)-342(modeling.)-584.9(T)80(o)-342(reduce)-341(computational)-342(comple)15(x-)]TJ
0 -1.2 TD
[(ity)65(,)-213(w)0(e)-205(only)-204(require)-204(each)-205(relationship)-204(to)-204(contact)-205(neighboring)]TJ
T*
[(relationships)-251(that)-250(share)-251(the)-250(subject)-251(or)-250(object.)-312(Moreo)15(v)15(e)0(r)40(,)-251(the)]TJ
0 -1.2001 TD
[(conte)15(xtual)-355(coef)25.1(\223cients)-355(obtained)-355(from)-355(AR)60(T)-355(are)-355(adopted)-355(to)]TJ
T*
[(represent)-276(the)-277(correlations)-276(between)-277(relationships.)-388.9(T)80(o)-277(propa-)]TJ
0 -1.2 TD
-.0001 Tc
[(gate)-266.1(heterophilic)-266.1(features)-266.1(between)-266.1(relationships,)-271.1(we)-266.1(e)14.9(xtend)]TJ
T*
0 Tc
[(the)-387(P)15(ageRank-based)-386(GNN)-387([)]TJ
.62765 0 1 0 k
11.531 0 TD
(8)Tj
/Cs8 cs 1 scn
.5 0 TD
[(])-387(t)0(o)-387(a)-386(high-pass)-387(graph)-387(\223lter)55(.)]TJ
-12.031 -1.2001 TD
[(This)-382(approach)-382(enables)-382.9(the)-382(RFP)-382(module)-382(to)-382(learn)-383(the)-383(rela-)]TJ
0 -1.2 TD
[(tionship)-253(correlation)-252.9(of)-253(disparate)-252(classes)-253(by)-252(passing)-253(rele)25(v)25(ant)]TJ
0 -1.2001 TD
[(high-frequenc)15.1(y)-250(graph)-250(signals)-250(\()]TJ
/F6 1 Tf
12.232 0 TD
(i.e)Tj
/F2 1 Tf
.972 0 TD
[(.,)-250(heterophily\).)]TJ
-12.004 -1.3849 TD
[(Finally)65(,)-253(w)0(e)-252(d)0(e)25(vise)-253(a)]TJ
/F1 1 Tf
8.1691 0 TD
[(Heter)18(ophily-awar)18.1(e)-252(Message)-253(P)10(ass-)]TJ
-9.3691 -1.2001 TD
(ing)Tj
/F2 1 Tf
1.8471 0 TD
[(\(HMP\))-513(scheme)-513(to)-513(identify)-513(the)-513(heterophily)-513(and)-514(ho-)]TJ
-1.8471 -1.2 TD
[(mophily)-213(between)-214(objects)-213(or)-214(relationships)-213(in)-213(complicated)-214(vi-)]TJ
T*
[(sual)-297(scenes)-298(\()]TJ
/F6 1 Tf
5.149 0 TD
-.015 Tc
[(e.)-15(g)]TJ
/F2 1 Tf
1.179 0 TD
0 Tc
[(.,)-309(o)15(v)15(erlapping)-298(objects)-297(that)-298(belong)-297(to)-298(dif)25(fer)20(-)]TJ
-6.3279 -1.2002 TD
[(ent)-227(classes\).)-302(More)-226(speci\223cally)65(,)-232(HMP)-226(utilizes)-227(the)-226(spatial)-227(and)]TJ
0 -1.2 TD
[(visual)-221(information)-220.9(of)-221(object/relationships)-221(to)-222(produce)-221(signed)]TJ
T*
[(messages,)-304(which)-293(can)-292.9(subsequently)-293(be)-293(applied)-293(to)-294(adjust)-293(the)]TJ
T*
[(conte)15(xtual)-315(coef)25(\223cients)-314(and)-315(guide)-315(the)-314(learning)-314.9(processes)-315(in)]TJ
T*
[(both)-250(AR)60(T)-250(and)-250(RFP)111(.)]TJ
1.2 -1.385 TD
[(W)80(e)-742(conduct)-743(e)15(xtensi)25(v)15(e)-742(e)15(xperiments)-743(on)-742(tw)10(o)-743(public)]TJ
-1.2 -1.2 TD
[(datasets:)-486(V)60(isual)-338(Genome)-337(\(V)15(G\))-338([)]TJ
.62765 0 1 0 k
13.31 0 TD
(9)Tj
/Cs8 cs 1 scn
.5 0 TD
[(])-338(and)-338(Open)-338(Images)-338(\(OI\))]TJ
-13.81 -1.2001 TD
([)Tj
.62765 0 1 0 k
.333 0 TD
(10)Tj
/Cs8 cs 1 scn
1 0 TD
[(].)-671(Experimental)-370(results)-371(demonstrate)-370(that)-370(the)-371(proposed)]TJ
-1.333 -1.2 TD
[(HL-Net)-253(consistently)-253(achie)25(v)15(e)0(s)-253(top-le)25(v)15(e)0(l)-252(performance.)-318(Abla-)]TJ
T*
[(tion)-301(studies)-301(further)-302(v)15(erify)-301(both)-301(the)-301(necessity)-301(and)-302(ef)25(fecti)25(v)15(e)0(-)]TJ
25.9722 63.1398 TD
[(ness)-250(of)-250(considering)-250(heterophily)-250(for)-250(SGG.)]TJ
/F1 1 Tf
11.6235 0 0 11.6235 300.2936 695.943 Tm
[(2.)-250(Related)-250(W)75(orks)]TJ
9.6862 0 0 9.6862 311.9166 675.138 Tm
[(Scene)-520(Graph)-519.9(Generation.)]TJ
/F2 1 Tf
12.5209 0 TD
[(Early)-520(SGG)-520(w)10(orks)-520([)]TJ
.62765 0 1 0 k
8.4929 0 TD
(33)Tj
/Cs8 cs 1 scn
1.0001 0 TD
<85>Tj
.62765 0 1 0 k
-23.2139 -1.2001 TD
(36)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.614 0 TD
(42)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-600(tended)-601(to)-601(detect)-600(each)-601(object/relationship)-601(inde-)]TJ
-2.6139 -1.2001 TD
[(pendently)65.1(,)-401(ignoring)-370(the)-371(intrinsic)-371(connections)-371(between)-371(ob-)]TJ
T*
[(jects/relationships.)-625.9(Recent)-355.1(SGG)-355(methods)-355.9([)]TJ
.62765 0 1 0 k
17.663 0 TD
(2)Tj
/Cs8 cs 1 scn
.5 0 TD
(,)Tj
.62765 0 1 0 k
.45 0 TD
(4)Tj
/Cs8 cs 1 scn
.5 0 TD
(,)Tj
.62765 0 1 0 k
.45 0 TD
(12)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.45 0 TD
(14)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.451 0 TD
(23)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
-23.4639 -1.2 TD
(30)Tj
/Cs8 cs 1 scn
1 0 TD
<85>Tj
.62765 0 1 0 k
.5 0 TD
(32)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-305(typically)-305(e)15(xplore)-305(visual-conte)15(xtual)-305(information)-305(be-)]TJ
-2.5 -1.2001 TD
[(tween)-292.9(objects.)-440(These)-292.9(methods)-293(can)-293(be)-293(roughly)-294(di)25(vided)-293(into)]TJ
T*
[(tw)10(o)-426(cate)15(gories:)-662(Recurrent)-426(Neural)-427(Netw)10(ork)-426(\(RNN\)-based)]TJ
T*
[(methods)-398.9(and)-400(Graph)-399(Neural)-399.9(Netw)10(ork)-398.9(\(GNN\)-based)-400(meth-)]TJ
0 -1.2002 TD
[(ods.)-524(The)-322<93727374>-321(cate)15.1(gory)-322(utilizes)-321(RNN)-321.9(to)-321(encode)-322(conte)15(xtual)]TJ
0 -1.2 TD
[(information.)-706.9(F)15(o)0(r)-382(e)15(xample,)-416(Zeller)]TJ
/F6 1 Tf
14.244 0 TD
[(et)-382(al)]TJ
/F2 1 Tf
1.8833 0 TD
.382 Tc
(.[)Tj
.62765 0 1 0 k
.965 0 TD
0 Tc
(32)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-383(and)-382(T)80(ang)]TJ
/F6 1 Tf
4.8993 0 TD
(et)Tj
-22.9916 -1.2 TD
(al)Tj
/F2 1 Tf
.7789 0 TD
.33 Tc
(.[)Tj
.62765 0 1 0 k
.913 0 TD
0 Tc
(23)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-330(emplo)10(yed)-329(a)-330(bidirectional)-330(long)-330(short-term)-330(memory)]TJ
-2.692 -1.2001 TD
[(\(LSTM\))-316.9(module)-317(and)-316(a)-317(tree)-317(structure-based)-317(LSTM)-317(module)]TJ
0 -1.2 TD
[(to)-414(re\223ne)-413(object)-414(representation)-413(using)-414(conte)15(xt)-414(information,)]TJ
0 -1.2001 TD
[(respecti)25.1(v)15(ely)65(.)-590(H)0(o)25(w)0(e)25(v)15(er)40(,)-366(RNN-based)-343(SGG)-344(approaches)-344(may)]TJ
T*
[(not)-299.9(adequately)-300(depict)-300(connections)-300(between)-300.9(distant)-300(objects.)]TJ
0 -1.2 TD
-.0001 Tc
[(The)-245.1(second)-245(cate)14.9(gory)-245.1(of)-245.1(methods)-245.1(utilizes)-246.1(GNN)-245.1(to)-245.1(propagate)]TJ
T*
0 Tc
[(conte)15(xtual)-288(information.)-423(F)15(o)0(r)-288(e)15(xample,)-297(Y)100(ang)]TJ
/F6 1 Tf
17.768 0 TD
[(et)-288(al)]TJ
/F2 1 Tf
1.7886 0 TD
.288 Tc
(.[)Tj
.62765 0 1 0 k
.8709 0 TD
0 Tc
(31)Tj
/Cs8 cs 1 scn
1.0001 0 TD
[(])-287(pro-)]TJ
-21.4276 -1.2 TD
[(posed)-311(an)-311(attentional)-310(graph)-311(con)40(v)20(olutional)-311(netw)10(ork)-311(to)-311(re\223ne)]TJ
0 -1.2001 TD
[(object)-220.9(and)-220(relationship)-221(representations,)-227(while)-220(Lin)]TJ
/F6 1 Tf
19.8552 0 TD
[(et)-221(al)]TJ
/F2 1 Tf
1.7216 0 TD
.221 Tc
(.[)Tj
.62765 0 1 0 k
.804 0 TD
0 Tc
(14)Tj
/Cs8 cs 1 scn
1 0 TD
(])Tj
-23.3808 -1.2001 TD
[(proposed)-426.9(a)-426(direction-a)15(w)10(are)-427(message-passing)-426(module)-427(that)]TJ
0 -1.2 TD
[(encodes)-376(the)-377(edge)-376(direction)-377(information.)-688.9(Ho)25(we)25(v)15(e)0(r)40(,)-408(recent)]TJ
0 -1.2001 TD
[(studies)-272([)]TJ
.62765 0 1 0 k
3.383 0 TD
(29)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.3941 0 TD
(41)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-272(h)0(a)20(v)15(e)-272(pro)15(v)15(e)0(n)-272(that)-271(most)-272(e)15(xisting)-272(GNN-based)]TJ
-5.777 -1.2 TD
[(methods)-199.9(struggle)-200(to)-199(describe)-200(connections)-200(under)-200(heterophily)65(.)]TJ
T*
[(Unfortunately)65.1(,)-347(scene)-327(graphs)-327(are)-328(naturally)-328(heterophilic.)-542(T)80(o)]TJ
T*
[(address)-312.9(these)-314(problems,)-329(we)-314(propose)-313(HL-Net)-314(in)-313(an)-314(attempt)]TJ
0 -1.2002 TD
[(to)-257(capture)-256(the)-257(heterophilic)-256(property)-257(of)-257(scene)-256(graphs.)-330(T)80(o)-257(the)]TJ
0 -1.2 TD
[(best)-218(of)-217(our)-218(kno)25(wledge,)-224(HL-Net)-218(is)-217(the)-218<93727374>-217(w)10(ork)-218(to)-218(e)15(xplicitly)]TJ
T*
[(consider)-249.9(heterophily)-250(in)-250(the)-250(SGG.)]TJ
/F1 1 Tf
1.2 -1.4479 TD
[(GNNs)-327(and)-326(Heter)18(ophily)70.1(.)]TJ
/F2 1 Tf
10.6897 0 TD
[(Recent)-327(w)10(orks)-326([)]TJ
.62765 0 1 0 k
6.197 0 TD
(15)Tj
/Cs8 cs 1 scn
1.0001 0 TD
(,)Tj
.62765 0 1 0 k
.432 0 TD
(17)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.431 0 TD
(18)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.431 0 TD
(41)Tj
/Cs8 cs 1 scn
1 0 TD
(])Tj
-23.3806 -1.2 TD
[(ha)20(v)15(e)-260(sho)25(wn)-259(that)-260(the)-260(use)-260(of)-259(certain)-260(GNNs)-260(\()]TJ
/F6 1 Tf
17.0138 0 TD
-.015 Tc
[(e.)-15(g)]TJ
/F2 1 Tf
1.179 0 TD
0 Tc
[(.,)-262(Graph)-260(Con-)]TJ
-18.1928 -1.2001 TD
[(v)20(olutional)-259(Netw)10(ork)-259([)]TJ
.62765 0 1 0 k
8.3759 0 TD
(7)Tj
/Cs8 cs 1 scn
.5 0 TD
[(])-259(and)-259(Graph)-260(Attention)-260(Netw)10(ork)-259([)]TJ
.62765 0 1 0 k
13.172 0 TD
(25)Tj
/Cs8 cs 1 scn
1 0 TD
(]\))Tj
-23.0479 -1.2001 TD
[(can)-412(lead)-412(to)-412(signi\223cant)-412(performance)-412(loss)-412(in)-412(heterophilous)]TJ
T*
[(settings.)-319(A)-254(number)-253(of)-253(w)10(orks)-253(ha)20(v)15(e)-253(attempted)-253(to)-254(address)-253(this)]TJ
T*
[(issue.)-603.9(F)15(o)0(r)-348(e)15(xample,)-372(Zhu)]TJ
/F6 1 Tf
10.5301 0 TD
[(et)-348(al)]TJ
/F2 1 Tf
1.8489 0 TD
.348 Tc
(.[)Tj
.62765 0 1 0 k
.931 0 TD
0 Tc
(41)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-348(proposed)-348(a)-348(set)-348(of)-348(de-)]TJ
-14.3101 -1.2 TD
[(signs)-305.9(including)-306(embedding)-306(separation,)-320(higher)20(-order)-306(neigh-)]TJ
T*
-.0001 Tc
[(borhoods)-207.1(aggre)15(gation,)-216.1(and)-207.1(intermediate)-207.1(representations)-207.1(that)]TJ
T*
0 Tc
[(enable)-407.9(GNN)-408.1(to)-408(perform)-408(well)-408(under)-409(heterophilic)-408(settings.)]TJ
0 -1.2001 TD
(Zhou)Tj
/F6 1 Tf
2.6662 0 TD
[(et)-555(al)]TJ
/F2 1 Tf
2.0562 0 TD
.555 Tc
(.[)Tj
.62765 0 1 0 k
1.138 0 TD
0 Tc
(39)Tj
/Cs8 cs 1 scn
1 0 TD
-.0002 Tc
[(])-555.2(introduced)-556.2(a)-555.2(n)-.2(e)24.8(w)-555.2(belief)-555.2(propagation-)]TJ
-6.8605 -1.2 TD
0 Tc
[(based)-325(GNN)-324(model.)-533.9(Chien)]TJ
/F6 1 Tf
11.0902 0 TD
[(et)-325(al)]TJ
/F2 1 Tf
1.8257 0 TD
.325 Tc
(.[)Tj
.62765 0 1 0 k
.908 0 TD
0 Tc
(3)Tj
/Cs8 cs 1 scn
.5 0 TD
[(])-324(d)0(e)25(vised)-325(a)-325(generalized)]TJ
-14.3239 -1.2 TD
[(P)15(ageRank-based)-433(GNN)-432(architecture)-433(that)-433(adapti)25(v)15(ely)-433(learns)]TJ
0 -1.2001 TD
-.0001 Tc
[(the)-254.1(propagation)-254.1(weights)-253(to)-254.1(determine)-254.1(the)-254.1(polynomial)-254.1(graph)]TJ
0 -1.2 TD
0 Tc
[(\223lter)-197(for)-198(heterophilic)-197(graph.)-293(Y)100(a)0(n)-197(e)0(t)-197(a)0(l)-198([)]TJ
.62765 0 1 0 k
15.179 0 TD
(29)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-197(proposed)-197(a)-198(model)]TJ
-16.179 -1.2001 TD
-.0001 Tc
[(that)-288.1(allo)24.9(ws)-288.1(ne)14.9(gati)24.9(v)14.9(e)-288.1(interactions)-288.1(between)-288.1(nodes)-288.1(in)-288.1(order)-288.1(to)]TJ
T*
0 Tc
[(capture)-300.1(heterophily)65(.)-462(H)0(o)25(w)0(e)25(v)15(er)40(,)-313(the)-301(abo)15(v)15(e)-300(approaches)-301(focus)]TJ
0 -1.2 TD
[(primarily)-298(on)-299(the)-298(task)-299(of)-298(natural)-299(language)-298(processing,)-311(\()]TJ
/F6 1 Tf
22.0348 0 TD
-.015 Tc
[(e.)-15(g)]TJ
/F2 1 Tf
9.6862 0 0 9.6862 525.146 161.302 Tm
0 Tc
(.,)Tj
-23.2138 -1.2 TD
[(node)-350.1(classi\223cation)-349.9(for)-350(citation)-350(graphs\).)-611(Therefore,)-374.9(apply-)]TJ
T*
[(ing)-273.1(the)-273.9(abo)15(v)15(e-mentioned)-273(heterophilic)-274(GNNs)-273(directly)-273(to)-274(the)]TJ
0 -1.2001 TD
[(SGG)-251(may)-251(not)-252(adequately)-251(solv)15.1(e)-251(the)-251(heterophily)-251(problem)-252(for)]TJ
T*
[(visual)-250(content.)]TJ
ET
Q
Q
q
0.97225 0 0 0.97225 0 36.03706 cm
/G2foipWlZxZ69b9FiSVEDA Do
Q
endstream
endobj
56 0 obj
<< /Type /ObjStm /Length 144 /Filter /FlateDecode /N 1 /First 5 >>
stream
xE
0 F}
6i".F:vOf?wwU%vRc
}(N*EJ%?).fLCB?3C/'qγ Gn ]0zHvxdEW^j8IΣ7.
endstream
endobj
58 0 obj
<< /Length 103791 >>
stream
q
q
q
1 i
48.722 735.111 481.273 -206.819 re
W n
q
1.0273 0 0 -.97343 0 0 cm
0 0 0 1 K
1 J 1 j .306 w 1 M [] 0 d
/GS2 gs
-120.334 -1853.414 972.414 1375.277 re
S
Q
Q
0 0 0 1 k
/GS2 gs
1 i
q 1 0 0 1 241.833 626.018 cm 0 0 m
0 -.398 l
97.198 -.398 l
98.627 -.398 99.924 .151 100.86 1.038 c
101.796 1.924 102.376 3.153 102.376 4.507 c
102.376 103.849 l
102.376 106.557 100.06 108.755 97.198 108.755 c
0 108.755 l
-2.862 108.755 -5.175 106.557 -5.175 103.849 c
-5.175 4.507 l
-5.175 3.153 -4.596 1.924 -3.661 1.038 c
-2.726 .151 -1.429 -.398 0 -.398 c
0 .398 l
-2.399 .398 -4.336 2.234 -4.336 4.507 c
-4.336 103.849 l
-4.336 104.985 -3.852 106.01 -3.067 106.755 c
-2.282 107.5 -1.2 107.959 0 107.96 c
97.198 107.96 l
98.398 107.959 99.48 107.5 100.267 106.755 c
101.052 106.01 101.536 104.985 101.536 103.849 c
101.536 4.507 l
101.536 2.234 99.597 .398 97.198 .398 c
0 .398 l
0 0 l
f
Q
q
377.543 573.29 14 4.513 re
W n
q
14.156 0 -.000039 4.513 377.544 573.293 cm
/Im4 Do
Q
Q
q
377.539 573.322 m
391.538 573.322 l
391.538 572.584 l
377.539 572.584 l
377.539 573.322 l
W n
0 0 0 0 k
/GS1 gs
377.543 572.584 13.995 .70697 re
f
Q
0 0 0 0 k
/GS1 gs
q 1 0 0 1 413.826 626.018 cm 0 0 m
110.3 0 l
112.926 0 115.059 2.015 115.059 4.507 c
115.059 103.674 l
115.059 106.162 112.926 108.178 110.3 108.178 c
0 108.178 l
-2.626 108.178 -4.757 106.162 -4.757 103.674 c
-4.757 4.507 l
-4.757 2.015 -2.626 0 0 0 c
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .817 w 1.997 M [] 0 d
/GS2 gs
q 1 0 0 1 402.832 643.102 cm 0 0 m
107.37 0 l
109.926 0 112.003 2.07 112.003 4.63 c
112.003 106.504 l
112.003 109.059 109.926 111.13 107.37 111.13 c
0 111.13 l
-2.556 111.13 -4.631 109.059 -4.631 106.504 c
-4.631 4.63 l
-4.631 2.07 -2.556 0 0 0 c
s
Q
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
/GS2 gs
q 1 0 0 1 352.55 723.936 cm 0 0 m
6.793 5.692 16.447 6.444 24.034 1.865 c
S
Q
Q
0 0 0 1 k
/GS2 gs
q 1 0 0 1 387.493 708.065 cm 0 0 m
1.802 -3.167 l
-1.952 -2.631 l
f*
Q
0 0 0 0 k
q 1 0 0 1 54.231 626.018 cm 0 0 m
110.3 0 l
112.931 0 115.057 2.015 115.057 4.507 c
115.057 103.674 l
115.057 106.162 112.931 108.178 110.3 108.178 c
0 108.178 l
-2.627 108.178 -4.754 106.162 -4.754 103.674 c
-4.754 4.507 l
-4.754 2.015 -2.627 0 0 0 c
f*
Q
0 0 0 1 k
q 1 0 0 1 54.231 626.018 cm 0 0 m
0 .398 l
110.3 .398 l
112.7 .398 114.638 2.234 114.638 4.507 c
114.638 103.674 l
114.638 104.809 114.154 105.833 113.369 106.578 c
112.583 107.321 111.502 107.78 110.3 107.78 c
0 107.78 l
-1.199 107.78 -2.28 107.322 -3.065 106.578 c
-3.85 105.833 -4.334 104.809 -4.334 103.674 c
-4.334 4.507 l
-4.334 2.234 -2.396 .398 0 .398 c
0 -.398 l
-1.428 -.398 -2.724 .151 -3.659 1.038 c
-4.594 1.924 -5.173 3.153 -5.173 4.507 c
-5.173 103.674 l
-5.173 106.381 -2.859 108.576 0 108.576 c
110.3 108.576 l
113.163 108.576 115.477 106.381 115.477 103.674 c
115.477 4.507 l
115.477 3.153 114.898 1.924 113.962 1.038 c
113.027 .151 111.73 -.398 110.3 -.398 c
0 -.398 l
0 0 l
f
Q
0 0 0 0 k
q 1 0 0 1 185.742 529.671 cm 0 0 m
152.416 0 l
155.047 0 157.173 2.015 157.173 4.502 c
157.173 86.165 l
157.173 88.654 155.047 90.674 152.416 90.674 c
0 90.674 l
-2.627 90.674 -4.757 88.654 -4.757 86.165 c
-4.757 4.502 l
-4.757 2.015 -2.627 0 0 0 c
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .817 w 2.247 M [] 0 d
q 1 0 0 1 180.808 544.126 cm 0 0 m
148.367 0 l
150.928 0 152.998 2.07 152.998 4.625 c
152.998 88.517 l
152.998 91.074 150.928 93.149 148.367 93.149 c
0 93.149 l
-2.557 93.149 -4.631 91.074 -4.631 88.517 c
-4.631 4.625 l
-4.631 2.07 -2.557 0 0 0 c
s
Q
Q
q 1 0 0 1 185.742 625.839 cm 0 0 m
34.489 0 l
37.116 0 39.242 2.018 39.242 4.507 c
39.242 103.853 l
39.242 106.341 37.116 108.357 34.489 108.357 c
0 108.357 l
-2.627 108.357 -4.757 106.341 -4.757 103.853 c
-4.757 4.507 l
-4.757 2.018 -2.627 0 0 0 c
f*
Q
0 0 0 1 k
q 1 0 0 1 185.742 625.839 cm 0 0 m
0 .398 l
34.489 .398 l
35.688 .398 36.769 .857 37.554 1.601 c
38.339 2.346 38.823 3.371 38.823 4.507 c
38.823 103.853 l
38.823 104.988 38.339 106.012 37.554 106.757 c
36.769 107.501 35.688 107.959 34.489 107.959 c
0 107.959 l
-1.199 107.959 -2.281 107.501 -3.067 106.757 c
-3.852 106.012 -4.337 104.988 -4.337 103.853 c
-4.337 4.507 l
-4.337 3.371 -3.852 2.346 -3.067 1.601 c
-2.28 .857 -1.199 .398 0 .398 c
0 -.397 l
-2.859 -.397 -5.176 1.798 -5.176 4.507 c
-5.176 103.853 l
-5.176 106.561 -2.859 108.755 0 108.755 c
34.489 108.755 l
37.348 108.755 39.662 106.56 39.662 103.853 c
39.662 4.507 l
39.662 1.798 37.348 -.397 34.489 -.397 c
0 -.397 l
0 0 l
f
Q
BT
/TT9 1 Tf
7.5516 0 0 7.1557 192.7354 725.0531 Tm
-.001 Tc
0 Tw
(Faster )Tj
-.084 -1.2 TD
-.0002 Tc
(RCNN)Tj
6.6958 0 0 6.3447 146.2553 546.0767 Tm
0 .83404 0 0 k
.0013 Tc
(food)Tj
.68972 .12848 0 0 k
-.0279 7.194 TD
.0006 Tc
(bowl)Tj
.002319 .26014 1 0 k
9.263 17.9719 TD
.0014 Tc
(boy)Tj
.88363 .76922 0 0 k
-.2881 -3.22 TD
.0006 Tc
(hand)Tj
.69046 .93295 0 0 k
-.306 -3.501 TD
.001 Tc
(mouth)Tj
0 .83404 0 0 k
.4461 -3.695 TD
.0013 Tc
(food)Tj
/TT10 1 Tf
.17252 .75283 1 .05774 k
.6719 -1.773 TD
0 Tc
<0001>Tj
ET
q
1.0273 0 0 .97343 0 0 cm
.17252 .75283 1 .05774 K
1 J 1 j .186 w 2.247 M [] 0 d
q 1 0 0 1 207.929 645.877 cm 0 0 m
.026 -.025 l
.341 -.179 .499 -.419 .499 -.748 c
.499 -.964 .42 -1.152 .263 -1.31 c
.104 -1.471 -.083 -1.553 -.301 -1.553 c
-.517 -1.553 -.706 -1.471 -.861 -1.31 c
-1.015 -1.152 -1.092 -.964 -1.092 -.748 c
-1.092 -.595 -1.054 -.454 -.977 -.326 c
-.9 -.198 -.791 -.102 -.651 -.038 c
-.6 -.006 l
-.646 .026 l
-.913 .137 -1.047 .387 -1.047 .78 c
-1.047 1.056 -1.032 1.275 -.996 1.438 c
-.958 1.6 -.9 1.728 -.824 1.827 c
-.744 1.929 -.614 2.044 -.435 2.173 c
-.256 2.303 -.125 2.436 -.039 2.569 c
.052 2.705 .096 2.897 .096 3.144 c
.026 3.336 l
-.147 3.424 l
-.351 3.303 l
-.416 3.222 -.465 3.099 -.497 2.938 c
-.532 2.777 -.606 2.645 -.721 2.544 c
-.836 2.444 -.982 2.397 -1.156 2.397 c
-1.4 2.397 -1.583 2.47 -1.704 2.621 c
-1.825 2.774 -1.884 2.948 -1.884 3.15 c
-1.884 3.35 -1.83 3.58 -1.719 3.84 c
-1.609 4.104 -1.422 4.316 -1.156 4.479 c
-.893 4.645 -.574 4.728 -.199 4.728 c
.309 4.728 .718 4.577 1.035 4.276 c
1.35 3.977 1.509 3.599 1.509 3.144 c
1.509 2.692 1.45 2.355 1.336 2.134 c
1.221 1.917 1.012 1.682 .715 1.426 c
.571 1.301 .48 1.198 .441 1.119 c
.403 1.037 .385 .91 .385 .741 c
.385 .384 .264 .148 .026 .032 c
0 0 l
h
S 1 0 0 1 -.319 .212 cm 0 0 m
.307 0 .46 .176 .46 .529 c
.46 .742 .483 .9 .531 1.003 c
.577 1.105 .713 1.253 .94 1.451 c
1.164 1.644 1.329 1.841 1.431 2.037 c
1.533 2.232 1.585 2.527 1.585 2.919 c
1.585 3.311 1.45 3.636 1.182 3.891 c
.912 4.149 .559 4.28 .121 4.28 c
-.17 4.28 -.421 4.222 -.639 4.107 c
-.853 3.993 -1.021 3.825 -1.144 3.604 c
-1.264 3.381 -1.323 3.162 -1.323 2.944 c
-1.323 2.799 -1.288 2.677 -1.215 2.574 c
-1.143 2.476 -1.022 2.427 -.857 2.427 c
-.605 2.427 -.457 2.553 -.408 2.805 c
-.367 3.004 -.292 3.162 -.178 3.277 c
-.064 3.395 .054 3.456 .178 3.456 c
.307 3.456 .417 3.401 .511 3.297 c
.608 3.194 .658 3.073 .658 2.932 c
.658 2.626 .604 2.393 .498 2.235 c
.391 2.077 .217 1.911 -.026 1.737 c
-.205 1.604 -.327 1.462 -.389 1.31 c
-.454 1.16 -.485 .913 -.485 .568 c
-.485 .189 -.323 0 0 0 c
h
S 1 0 0 1 .019 -1.521 cm 0 0 m
.154 0 .283 .056 .39 .166 c
.5 .278 .557 .408 .557 .562 c
.557 .712 .5 .84 .39 .946 c
.283 1.051 .154 1.105 0 1.105 c
-.153 1.105 -.284 1.051 -.395 .946 c
-.502 .84 -.555 .712 -.555 .562 c
-.555 .408 -.502 .278 -.395 .166 c
-.284 .056 -.153 0 0 0 c
s
Q
Q
BT
6.6958 0 0 6.3447 211.6024 651.1699 Tm
.68972 .12848 0 0 k
<0001>Tj
ET
q
1.0273 0 0 .97343 0 0 cm
.68972 .12848 0 0 K
1 J 1 j .186 w 2.247 M [] 0 d
q 1 0 0 1 207.929 669.254 cm 0 0 m
.026 -.026 l
.341 -.18 .499 -.419 .499 -.747 c
.499 -.965 .42 -1.152 .263 -1.31 c
.104 -1.471 -.083 -1.553 -.301 -1.553 c
-.517 -1.553 -.706 -1.471 -.861 -1.31 c
-1.015 -1.152 -1.092 -.965 -1.092 -.747 c
-1.092 -.595 -1.054 -.454 -.977 -.327 c
-.9 -.198 -.791 -.103 -.651 -.039 c
-.6 -.006 l
-.646 .026 l
-.913 .136 -1.047 .387 -1.047 .779 c
-1.047 1.055 -1.032 1.275 -.996 1.438 c
-.958 1.599 -.9 1.729 -.824 1.826 c
-.744 1.929 -.614 2.044 -.435 2.172 c
-.256 2.303 -.125 2.436 -.039 2.568 c
.052 2.704 .096 2.896 .096 3.142 c
.026 3.335 l
-.147 3.424 l
-.351 3.303 l
-.416 3.222 -.465 3.101 -.497 2.94 c
-.532 2.777 -.606 2.645 -.721 2.543 c
-.836 2.444 -.982 2.396 -1.156 2.396 c
-1.4 2.396 -1.583 2.47 -1.704 2.62 c
-1.825 2.773 -1.884 2.949 -1.884 3.151 c
-1.884 3.349 -1.83 3.579 -1.719 3.84 c
-1.609 4.104 -1.422 4.315 -1.156 4.478 c
-.893 4.644 -.574 4.728 -.199 4.728 c
.309 4.728 .718 4.576 1.035 4.275 c
1.35 3.976 1.509 3.599 1.509 3.142 c
1.509 2.691 1.45 2.355 1.336 2.134 c
1.221 1.916 1.012 1.681 .715 1.425 c
.571 1.301 .48 1.198 .441 1.118 c
.403 1.036 .385 .91 .385 .741 c
.385 .383 .264 .147 .026 .032 c
0 0 l
h
S 1 0 0 1 -.319 .212 cm 0 0 m
.307 0 .46 .176 .46 .529 c
.46 .742 .483 .9 .531 1.003 c
.577 1.104 .713 1.253 .94 1.451 c
1.164 1.645 1.329 1.841 1.431 2.037 c
1.533 2.232 1.585 2.526 1.585 2.92 c
1.585 3.31 1.45 3.635 1.182 3.89 c
.912 4.149 .559 4.28 .121 4.28 c
-.17 4.28 -.421 4.222 -.639 4.108 c
-.853 3.993 -1.021 3.824 -1.144 3.603 c
-1.264 3.381 -1.323 3.161 -1.323 2.944 c
-1.323 2.799 -1.288 2.677 -1.215 2.574 c
-1.143 2.475 -1.022 2.427 -.857 2.427 c
-.605 2.427 -.457 2.552 -.408 2.805 c
-.367 3.003 -.292 3.161 -.178 3.276 c
-.064 3.395 .054 3.456 .178 3.456 c
.307 3.456 .417 3.401 .511 3.296 c
.608 3.193 .658 3.072 .658 2.931 c
.658 2.626 .604 2.392 .498 2.235 c
.391 2.077 .217 1.911 -.026 1.736 c
-.205 1.605 -.327 1.463 -.389 1.31 c
-.454 1.159 -.485 .912 -.485 .567 c
-.485 .188 -.323 0 0 0 c
h
S 1 0 0 1 .019 -1.521 cm 0 0 m
.154 0 .283 .055 .39 .166 c
.5 .278 .557 .41 .557 .563 c
.557 .713 .5 .839 .39 .945 c
.283 1.051 .154 1.105 0 1.105 c
-.153 1.105 -.284 1.051 -.395 .945 c
-.502 .839 -.555 .713 -.555 .563 c
-.555 .41 -.502 .278 -.395 .166 c
-.284 .055 -.153 0 0 0 c
s
Q
Q
BT
6.6958 0 0 6.3447 211.6024 674.212 Tm
.71176 .29026 1 .13559 k
<0001>Tj
ET
q
1.0273 0 0 .97343 0 0 cm
.71176 .29026 1 .13559 K
1 J 1 j .186 w 2.247 M [] 0 d
q 1 0 0 1 207.929 692.925 cm 0 0 m
.026 -.026 l
.341 -.179 .499 -.419 .499 -.749 c
.499 -.965 .42 -1.152 .263 -1.31 c
.104 -1.471 -.083 -1.553 -.301 -1.553 c
-.517 -1.553 -.706 -1.471 -.861 -1.31 c
-1.015 -1.152 -1.092 -.965 -1.092 -.749 c
-1.092 -.595 -1.054 -.454 -.977 -.326 c
-.9 -.198 -.791 -.103 -.651 -.038 c
-.6 -.006 l
-.646 .026 l
-.913 .136 -1.047 .387 -1.047 .779 c
-1.047 1.056 -1.032 1.275 -.996 1.438 c
-.958 1.599 -.9 1.729 -.824 1.827 c
-.744 1.929 -.614 2.044 -.435 2.172 c
-.256 2.303 -.125 2.436 -.039 2.568 c
.052 2.705 .096 2.897 .096 3.142 c
.026 3.335 l
-.147 3.424 l
-.351 3.303 l
-.416 3.222 -.465 3.099 -.497 2.94 c
-.532 2.777 -.606 2.645 -.721 2.543 c
-.836 2.444 -.982 2.396 -1.156 2.396 c
-1.4 2.396 -1.583 2.47 -1.704 2.62 c
-1.825 2.774 -1.884 2.948 -1.884 3.15 c
-1.884 3.349 -1.83 3.58 -1.719 3.84 c
-1.609 4.103 -1.422 4.316 -1.156 4.478 c
-.893 4.644 -.574 4.728 -.199 4.728 c
.309 4.728 .718 4.576 1.035 4.274 c
1.35 3.976 1.509 3.599 1.509 3.142 c
1.509 2.692 1.45 2.355 1.336 2.134 c
1.221 1.916 1.012 1.681 .715 1.425 c
.571 1.301 .48 1.198 .441 1.118 c
.403 1.036 .385 .91 .385 .741 c
.385 .384 .264 .147 .026 .032 c
0 0 l
h
S 1 0 0 1 -.319 .212 cm 0 0 m
.307 0 .46 .176 .46 .529 c
.46 .742 .483 .9 .531 1.003 c
.577 1.104 .713 1.253 .94 1.451 c
1.164 1.644 1.329 1.84 1.431 2.037 c
1.533 2.232 1.585 2.526 1.585 2.918 c
1.585 3.31 1.45 3.635 1.182 3.889 c
.912 4.148 .559 4.28 .121 4.28 c
-.17 4.28 -.421 4.222 -.639 4.107 c
-.853 3.992 -1.021 3.824 -1.144 3.603 c
-1.264 3.381 -1.323 3.162 -1.323 2.944 c
-1.323 2.798 -1.288 2.677 -1.215 2.574 c
-1.143 2.476 -1.022 2.427 -.857 2.427 c
-.605 2.427 -.457 2.552 -.408 2.803 c
-.367 3.003 -.292 3.162 -.178 3.277 c
-.064 3.395 .054 3.456 .178 3.456 c
.307 3.456 .417 3.401 .511 3.296 c
.608 3.194 .658 3.072 .658 2.931 c
.658 2.626 .604 2.393 .498 2.235 c
.391 2.077 .217 1.911 -.026 1.736 c
-.205 1.606 -.327 1.463 -.389 1.31 c
-.454 1.159 -.485 .913 -.485 .567 c
-.485 .188 -.323 0 0 0 c
h
S 1 0 0 1 .019 -1.521 cm 0 0 m
.154 0 .283 .056 .39 .167 c
.5 .278 .557 .409 .557 .561 c
.557 .712 .5 .839 .39 .945 c
.283 1.051 .154 1.105 0 1.105 c
-.153 1.105 -.284 1.051 -.395 .945 c
-.502 .839 -.555 .712 -.555 .561 c
-.555 .409 -.502 .278 -.395 .167 c
-.284 .056 -.153 0 0 0 c
s
Q
Q
BT
6.6958 0 0 6.3447 211.6024 694.896 Tm
0 .99414 1 0 k
<0001>Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 .99414 1 0 K
1 J 1 j .186 w 2.247 M [] 0 d
q 1 0 0 1 207.929 714.172 cm 0 0 m
.026 -.026 l
.341 -.179 .499 -.418 .499 -.748 c
.499 -.964 .42 -1.152 .263 -1.31 c
.104 -1.471 -.083 -1.552 -.301 -1.552 c
-.517 -1.552 -.706 -1.471 -.861 -1.31 c
-1.015 -1.152 -1.092 -.964 -1.092 -.748 c
-1.092 -.595 -1.054 -.454 -.977 -.326 c
-.9 -.197 -.791 -.102 -.651 -.038 c
-.6 -.006 l
-.646 .026 l
-.913 .137 -1.047 .386 -1.047 .78 c
-1.047 1.056 -1.032 1.275 -.996 1.438 c
-.958 1.598 -.9 1.728 -.824 1.827 c
-.744 1.929 -.614 2.044 -.435 2.173 c
-.256 2.303 -.125 2.437 -.039 2.569 c
.052 2.704 .096 2.895 .096 3.143 c
.026 3.336 l
-.147 3.425 l
-.351 3.303 l
-.416 3.222 -.465 3.1 -.497 2.939 c
-.532 2.776 -.606 2.646 -.721 2.544 c
-.836 2.444 -.982 2.397 -1.156 2.397 c
-1.4 2.397 -1.583 2.47 -1.704 2.62 c
-1.825 2.772 -1.884 2.948 -1.884 3.15 c
-1.884 3.35 -1.83 3.58 -1.719 3.841 c
-1.609 4.103 -1.422 4.316 -1.156 4.479 c
-.893 4.645 -.574 4.729 -.199 4.729 c
.309 4.729 .718 4.577 1.035 4.273 c
1.35 3.977 1.509 3.599 1.509 3.143 c
1.509 2.693 1.45 2.355 1.336 2.134 c
1.221 1.917 1.012 1.682 .715 1.425 c
.571 1.301 .48 1.199 .441 1.119 c
.403 1.037 .385 .91 .385 .741 c
.385 .384 .264 .148 .026 .033 c
0 0 l
h
S 1 0 0 1 -.319 .212 cm 0 0 m
.307 0 .46 .175 .46 .529 c
.46 .742 .483 .901 .531 1.003 c
.577 1.105 .713 1.254 .94 1.451 c
1.164 1.644 1.329 1.841 1.431 2.037 c
1.533 2.232 1.585 2.525 1.585 2.919 c
1.585 3.311 1.45 3.636 1.182 3.889 c
.912 4.148 .559 4.28 .121 4.28 c
-.17 4.28 -.421 4.222 -.639 4.107 c
-.853 3.992 -1.021 3.823 -1.144 3.604 c
-1.264 3.381 -1.323 3.162 -1.323 2.944 c
-1.323 2.799 -1.288 2.677 -1.215 2.575 c
-1.143 2.475 -1.022 2.427 -.857 2.427 c
-.605 2.427 -.457 2.553 -.408 2.803 c
-.367 3.004 -.292 3.162 -.178 3.277 c
-.064 3.395 .054 3.456 .178 3.456 c
.307 3.456 .417 3.401 .511 3.297 c
.608 3.194 .658 3.073 .658 2.932 c
.658 2.627 .604 2.393 .498 2.236 c
.391 2.077 .217 1.912 -.026 1.737 c
-.205 1.605 -.327 1.462 -.389 1.31 c
-.454 1.16 -.485 .913 -.485 .568 c
-.485 .189 -.323 0 0 0 c
h
S 1 0 0 1 .019 -1.521 cm 0 0 m
.154 0 .283 .056 .39 .166 c
.5 .278 .557 .408 .557 .562 c
.557 .712 .5 .84 .39 .945 c
.283 1.051 .154 1.105 0 1.105 c
-.153 1.105 -.284 1.051 -.395 .945 c
-.502 .84 -.555 .712 -.555 .562 c
-.555 .408 -.502 .278 -.395 .166 c
-.284 .056 -.153 0 0 0 c
s
Q
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 310.789 713.508 cm 0 0 m
-6.839 1.34 -13.128 4.673 -18.086 9.57 c
S
Q
Q
0 0 0 1 k
q 1 0 0 1 299.737 702.477 cm 0 0 m
-1.073 3.45 l
2.489 2.194 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 310.789 731.245 cm 0 0 m
-6.215 .475 -12.418 -1.065 -17.691 -4.385 c
S
Q
Q
q 1 0 0 1 302.423 706.46 cm 0 0 m
-3.759 -.533 l
-1.955 2.636 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 310.789 693.734 cm 0 0 m
-8.922 -5.485 -16.216 -13.256 -21.125 -22.511 c
S
Q
Q
q 1 0 0 1 299.277 653.035 cm 0 0 m
-3.038 -2.163 l
-3.038 1.44 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 251.807 720.711 cm 0 0 m
3.037 2.162 6.571 3.522 10.275 3.959 c
S
Q
Q
q 1 0 0 1 268.723 707.008 cm 0 0 m
3.481 -1.438 l
.176 -3.215 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 249.299 694.102 cm 0 0 m
-8.663 -6.559 -10.366 -18.897 -3.807 -27.559 c
-3.525 -27.93 -3.231 -28.294 -2.921 -28.645 c
S
Q
Q
q 1 0 0 1 253.991 649.207 cm 0 0 m
1.225 -3.404 l
-2.388 -2.294 l
f*
Q
BT
6.6958 0 0 6.3447 275.4885 711.552 Tm
0 .99414 1 0 k
<0001>Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 .99414 1 0 K
1 J 1 j .186 w 2.247 M [] 0 d
q 1 0 0 1 270.12 731.285 cm 0 0 m
.025 -.026 l
.339 -.18 .497 -.419 .497 -.747 c
.497 -.965 .419 -1.152 .262 -1.31 c
.104 -1.472 -.083 -1.553 -.301 -1.553 c
-.519 -1.553 -.707 -1.472 -.862 -1.31 c
-1.016 -1.152 -1.092 -.965 -1.092 -.747 c
-1.092 -.594 -1.054 -.454 -.977 -.327 c
-.9 -.198 -.792 -.103 -.653 -.039 c
-.602 -.007 l
-.646 .025 l
-.913 .136 -1.047 .386 -1.047 .779 c
-1.047 1.055 -1.032 1.274 -.997 1.438 c
-.958 1.599 -.9 1.727 -.824 1.828 c
-.746 1.93 -.614 2.043 -.435 2.172 c
-.256 2.303 -.125 2.436 -.039 2.568 c
.052 2.704 .095 2.896 .095 3.143 c
.025 3.335 l
-.147 3.424 l
-.352 3.303 l
-.416 3.221 -.465 3.099 -.499 2.939 c
-.534 2.776 -.608 2.645 -.721 2.543 c
-.838 2.444 -.982 2.396 -1.156 2.396 c
-1.4 2.396 -1.584 2.47 -1.706 2.62 c
-1.826 2.773 -1.886 2.949 -1.886 3.149 c
-1.886 3.349 -1.831 3.579 -1.719 3.84 c
-1.609 4.104 -1.422 4.315 -1.156 4.478 c
-.893 4.644 -.574 4.728 -.199 4.728 c
.309 4.728 .718 4.576 1.035 4.275 c
1.35 3.976 1.508 3.599 1.508 3.143 c
1.508 2.691 1.45 2.355 1.336 2.134 c
1.22 1.916 1.012 1.681 .715 1.425 c
.569 1.301 .478 1.198 .44 1.118 c
.403 1.037 .384 .91 .384 .741 c
.384 .383 .264 .147 .025 .032 c
0 0 l
h
S 1 0 0 1 -.32 .211 cm 0 0 m
.308 0 .461 .176 .461 .53 c
.461 .743 .483 .901 .531 1.003 c
.577 1.105 .712 1.254 .939 1.452 c
1.164 1.645 1.33 1.841 1.432 2.038 c
1.534 2.233 1.586 2.527 1.586 2.919 c
1.586 3.311 1.451 3.636 1.182 3.891 c
.913 4.149 .56 4.281 .122 4.281 c
-.169 4.281 -.421 4.222 -.638 4.107 c
-.853 3.994 -1.02 3.825 -1.143 3.604 c
-1.264 3.381 -1.323 3.162 -1.323 2.946 c
-1.323 2.8 -1.287 2.678 -1.214 2.575 c
-1.142 2.476 -1.022 2.429 -.856 2.429 c
-.605 2.429 -.456 2.553 -.409 2.806 c
-.366 3.004 -.291 3.162 -.179 3.277 c
-.064 3.396 .055 3.457 .179 3.457 c
.308 3.457 .418 3.402 .512 3.297 c
.609 3.194 .658 3.073 .658 2.932 c
.658 2.627 .604 2.393 .499 2.236 c
.392 2.078 .218 1.912 -.025 1.737 c
-.204 1.605 -.326 1.464 -.39 1.31 c
-.453 1.16 -.485 .913 -.485 .568 c
-.485 .189 -.324 0 0 0 c
h
S 1 0 0 1 .019 -1.52 cm 0 0 m
.154 0 .283 .055 .39 .166 c
.5 .277 .557 .409 .557 .563 c
.557 .711 .5 .839 .39 .945 c
.283 1.05 .154 1.104 0 1.104 c
-.154 1.104 -.286 1.05 -.396 .945 c
-.504 .839 -.555 .711 -.555 .563 c
-.555 .409 -.504 .277 -.396 .166 c
-.286 .055 -.154 0 0 0 c
s
Q
Q
BT
/TT11 1 Tf
6.6958 0 0 6.3447 282.2055 711.552 Tm
<0001>Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 .99414 1 0 K
1 J 1 j .186 w 2.247 M [] 0 d
q 1 0 0 1 281.194 732.902 cm 0 0 m
-2.6 -1.541 l
-2.6 -.569 l
-6.287 -.569 l
-6.287 .618 l
-2.6 .618 l
-2.6 1.634 l
h
S 1 0 0 1 -.473 .006 cm 0 0 m
-1.885 1.195 l
-1.885 .37 l
-5.578 .37 l
-5.578 -.333 l
-1.885 -.333 l
-1.885 -1.118 l
s
Q
Q
BT
/TT12 1 Tf
6.6958 0 0 6.3447 288.9306 711.552 Tm
<0001>Tj
/TT10 1 Tf
.244 0 TD
<0001>Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 .99414 1 0 K
1 J 1 j .186 w 2.247 M [] 0 d
q 1 0 0 1 284.8 731.285 cm 0 0 m
.026 -.026 l
.341 -.18 .499 -.419 .499 -.747 c
.499 -.965 .42 -1.152 .263 -1.31 c
.104 -1.472 -.083 -1.553 -.301 -1.553 c
-.518 -1.553 -.705 -1.472 -.861 -1.31 c
-1.015 -1.152 -1.092 -.965 -1.092 -.747 c
-1.092 -.594 -1.053 -.454 -.976 -.327 c
-.9 -.198 -.791 -.103 -.651 -.039 c
-.6 -.007 l
-.644 .025 l
-.913 .136 -1.047 .386 -1.047 .779 c
-1.047 1.055 -1.031 1.274 -.996 1.438 c
-.958 1.599 -.9 1.727 -.824 1.828 c
-.744 1.93 -.612 2.043 -.435 2.172 c
-.256 2.303 -.125 2.436 -.038 2.568 c
.052 2.704 .096 2.896 .096 3.143 c
.026 3.335 l
-.147 3.424 l
-.351 3.303 l
-.416 3.221 -.465 3.099 -.499 2.939 c
-.533 2.776 -.607 2.645 -.721 2.543 c
-.836 2.444 -.982 2.396 -1.156 2.396 c
-1.4 2.396 -1.583 2.47 -1.706 2.62 c
-1.825 2.773 -1.886 2.949 -1.886 3.149 c
-1.886 3.349 -1.831 3.579 -1.717 3.84 c
-1.608 4.104 -1.421 4.315 -1.156 4.478 c
-.892 4.644 -.574 4.728 -.198 4.728 c
.309 4.728 .718 4.576 1.035 4.275 c
1.35 3.976 1.509 3.599 1.509 3.143 c
1.509 2.691 1.45 2.355 1.336 2.134 c
1.221 1.916 1.012 1.681 .716 1.425 c
.571 1.301 .48 1.198 .442 1.118 c
.403 1.037 .385 .91 .385 .741 c
.385 .383 .264 .147 .026 .032 c
0 0 l
h
S 1 0 0 1 -.319 .211 cm 0 0 m
.307 0 .46 .176 .46 .53 c
.46 .743 .483 .901 .531 1.003 c
.577 1.105 .713 1.254 .938 1.452 c
1.164 1.645 1.329 1.841 1.431 2.038 c
1.533 2.233 1.585 2.527 1.585 2.919 c
1.585 3.311 1.45 3.636 1.182 3.891 c
.914 4.149 .56 4.281 .122 4.281 c
-.169 4.281 -.42 4.222 -.639 4.107 c
-.853 3.994 -1.021 3.825 -1.144 3.604 c
-1.263 3.381 -1.323 3.162 -1.323 2.946 c
-1.323 2.8 -1.288 2.678 -1.214 2.575 c
-1.142 2.476 -1.022 2.429 -.856 2.429 c
-.605 2.429 -.456 2.553 -.41 2.806 c
-.367 3.004 -.291 3.162 -.18 3.277 c
-.064 3.396 .055 3.457 .179 3.457 c
.307 3.457 .418 3.402 .511 3.297 c
.609 3.194 .658 3.073 .658 2.932 c
.658 2.627 .604 2.393 .498 2.236 c
.391 2.078 .217 1.912 -.025 1.737 c
-.205 1.605 -.325 1.464 -.389 1.31 c
-.453 1.16 -.485 .913 -.485 .568 c
-.485 .189 -.325 0 0 0 c
h
S 1 0 0 1 .018 -1.52 cm 0 0 m
.154 0 .283 .055 .39 .166 c
.501 .277 .557 .409 .557 .563 c
.557 .711 .501 .839 .39 .945 c
.283 1.05 .154 1.104 0 1.104 c
-.153 1.104 -.286 1.05 -.394 .945 c
-.502 .839 -.555 .711 -.555 .563 c
-.555 .409 -.502 .277 -.394 .166 c
-.286 .055 -.153 0 0 0 c
s
Q
Q
BT
6.6958 0 0 6.3447 265.2815 632.4419 Tm
.17252 .75283 1 .05774 k
<0001>Tj
ET
q
1.0273 0 0 .97343 0 0 cm
.17252 .75283 1 .05774 K
1 J 1 j .186 w 2.247 M [] 0 d
q 1 0 0 1 260.183 650.015 cm 0 0 m
.025 -.028 l
.341 -.179 .497 -.419 .497 -.748 c
.497 -.966 .419 -1.154 .262 -1.31 c
.103 -1.471 -.084 -1.553 -.301 -1.553 c
-.519 -1.553 -.707 -1.471 -.862 -1.31 c
-1.016 -1.154 -1.093 -.966 -1.093 -.748 c
-1.093 -.595 -1.054 -.454 -.977 -.327 c
-.902 -.198 -.791 -.102 -.653 -.038 c
-.602 -.006 l
-.646 .024 l
-.913 .135 -1.047 .385 -1.047 .779 c
-1.047 1.056 -1.032 1.275 -.997 1.436 c
-.959 1.597 -.902 1.727 -.824 1.827 c
-.746 1.929 -.614 2.044 -.435 2.172 c
-.256 2.303 -.125 2.436 -.039 2.567 c
.051 2.703 .095 2.895 .095 3.143 c
.025 3.335 l
-.147 3.424 l
-.352 3.303 l
-.416 3.222 -.465 3.099 -.499 2.938 c
-.534 2.775 -.608 2.644 -.723 2.542 c
-.837 2.442 -.982 2.396 -1.156 2.396 c
-1.4 2.396 -1.584 2.47 -1.707 2.619 c
-1.827 2.772 -1.886 2.947 -1.886 3.149 c
-1.886 3.349 -1.831 3.579 -1.72 3.839 c
-1.609 4.102 -1.422 4.316 -1.156 4.478 c
-.893 4.644 -.574 4.728 -.199 4.728 c
.309 4.728 .717 4.576 1.035 4.274 c
1.349 3.975 1.508 3.598 1.508 3.143 c
1.508 2.691 1.45 2.355 1.336 2.134 c
1.22 1.916 1.012 1.68 .714 1.424 c
.569 1.299 .478 1.197 .441 1.118 c
.403 1.037 .384 .91 .384 .741 c
.384 .382 .264 .146 .025 .032 c
0 0 l
h
S 1 0 0 1 -.32 .21 cm 0 0 m
.308 0 .46 .176 .46 .531 c
.46 .744 .483 .902 .531 1.003 c
.577 1.105 .712 1.254 .939 1.451 c
1.164 1.646 1.329 1.842 1.432 2.039 c
1.534 2.232 1.585 2.527 1.585 2.921 c
1.585 3.312 1.45 3.636 1.182 3.891 c
.913 4.15 .56 4.282 .122 4.282 c
-.169 4.282 -.422 4.224 -.639 4.109 c
-.853 3.993 -1.02 3.824 -1.144 3.604 c
-1.264 3.383 -1.323 3.164 -1.323 2.946 c
-1.323 2.8 -1.288 2.677 -1.214 2.574 c
-1.142 2.476 -1.022 2.427 -.856 2.427 c
-.604 2.427 -.458 2.553 -.41 2.806 c
-.368 3.005 -.291 3.164 -.179 3.279 c
-.064 3.397 .055 3.456 .179 3.456 c
.308 3.456 .418 3.403 .512 3.298 c
.609 3.196 .659 3.074 .659 2.933 c
.659 2.626 .605 2.393 .499 2.237 c
.392 2.079 .217 1.913 -.025 1.738 c
-.204 1.606 -.326 1.464 -.39 1.31 c
-.453 1.16 -.485 .915 -.485 .569 c
-.485 .189 -.325 0 0 0 c
h
S 1 0 0 1 .019 -1.519 cm 0 0 m
.154 0 .282 .054 .39 .164 c
.5 .276 .556 .408 .556 .562 c
.556 .712 .5 .839 .39 .945 c
.282 1.051 .154 1.105 0 1.105 c
-.154 1.105 -.286 1.051 -.397 .945 c
-.502 .839 -.556 .712 -.556 .562 c
-.556 .408 -.502 .276 -.397 .164 c
-.286 .054 -.154 0 0 0 c
s
Q
Q
BT
/TT11 1 Tf
6.6958 0 0 6.3447 272.0066 632.4419 Tm
<0001>Tj
ET
q
1.0273 0 0 .97343 0 0 cm
.17252 .75283 1 .05774 K
1 J 1 j .186 w 2.247 M [] 0 d
q 1 0 0 1 271.267 651.63 cm 0 0 m
-2.601 -1.54 l
-2.601 -.567 l
-6.287 -.567 l
-6.287 .622 l
-2.601 .622 l
-2.601 1.636 l
h
S 1 0 0 1 -.474 .007 cm 0 0 m
-1.884 1.195 l
-1.884 .371 l
-5.577 .371 l
-5.577 -.333 l
-1.884 -.333 l
-1.884 -1.119 l
s
Q
Q
BT
/TT12 1 Tf
6.6958 0 0 6.3447 278.7235 632.4419 Tm
<0001>Tj
/TT9 1 Tf
.244 0 TD
-.0004 Tc
(table)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 319.472 667.773 cm 0 0 m
-6.175 -4.152 -13.595 -6.035 -21 -5.331 c
S
Q
Q
0 0 0 1 k
q 1 0 0 1 306.799 643.195 cm 0 0 m
-3.125 2.043 l
.474 3.189 l
f*
Q
0 0 0 0 k
q 1 0 0 1 54.231 529.671 cm 0 0 m
110.3 0 l
112.931 0 115.057 2.015 115.057 4.502 c
115.057 85.642 l
115.057 88.13 112.931 90.149 110.3 90.149 c
0 90.149 l
-2.627 90.149 -4.753 88.13 -4.753 85.642 c
-4.753 4.502 l
-4.753 2.015 -2.627 0 0 0 c
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .817 w 2.247 M [] 0 d
q 1 0 0 1 52.79 544.126 cm 0 0 m
107.37 0 l
109.931 0 112 2.07 112 4.625 c
112 87.979 l
112 90.535 109.931 92.609 107.37 92.609 c
0 92.609 l
-2.557 92.609 -4.627 90.535 -4.627 87.979 c
-4.627 4.625 l
-4.627 2.07 -2.557 0 0 0 c
s
Q
Q
BT
/TT14 1 Tf
7.5516 0 0 7.1557 63.0366 531.6777 Tm
0 0 0 1 k
.0003 Tw
[(\(a\))-246.3(G)-.1(round-Truth Scene Graph)]TJ
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 97.806 614.907 cm 0 0 m
.161 -17.848 l
S
Q
Q
q 1 0 0 1 97.879 597.932 cm 0 0 m
2.558 4.96 l
5.21 .043 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 146.821 587.452 cm 0 0 m
0 -12.963 l
S
Q
Q
q 1 0 0 1 148.222 571.229 cm 0 0 m
2.606 4.937 l
5.211 0 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 108.658 577.36 cm 0 0 m
-10.691 19.699 l
S
Q
Q
q 1 0 0 1 113.603 563.739 cm 0 0 m
.196 -5.515 l
-4.578 -2.352 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 88.079 577.491 cm 0 0 m
9.888 19.568 l
S
Q
Q
q 1 0 0 1 93.101 561.584 cm 0 0 m
-4.674 -3.291 l
-4.655 2.227 l
f*
Q
q 1 0 0 1 68.987 581.198 cm 0 0 m
0 2.781 2.395 5.034 5.348 5.034 c
8.302 5.034 10.696 2.781 10.696 0 c
10.696 -2.779 8.302 -5.032 5.348 -5.032 c
2.395 -5.032 0 -2.779 0 0 c
f*
Q
BT
/TT16 1 Tf
5.0344 0 0 4.7705 73.0677 579.7158 Tm
0 0 0 0 k
0 Tc
0 Tw
(2)Tj
ET
0 0 0 1 k
q 1 0 0 1 145.476 581.198 cm 0 0 m
0 2.781 2.394 5.034 5.352 5.034 c
8.306 5.034 10.701 2.781 10.701 0 c
10.701 -2.779 8.306 -5.032 5.352 -5.032 c
2.394 -5.032 0 -2.779 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 149.5693 579.7158 Tm
0 0 0 0 k
(6)Tj
ET
0 0 0 1 k
q 1 0 0 1 95.089 607.922 cm 0 0 m
0 2.779 2.394 5.032 5.348 5.032 c
8.303 5.032 10.698 2.779 10.698 0 c
10.698 -2.78 8.303 -5.03 5.348 -5.03 c
2.394 -5.03 0 -2.78 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 99.1754 606.4429 Tm
0 0 0 0 k
(4)Tj
ET
0 0 0 1 k
q 1 0 0 1 145.476 554.195 cm 0 0 m
0 2.778 2.394 5.032 5.352 5.032 c
8.306 5.032 10.701 2.778 10.701 0 c
10.701 -2.779 8.306 -5.033 5.352 -5.033 c
2.394 -5.033 0 -2.779 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 149.5693 552.7147 Tm
0 0 0 0 k
(7)Tj
ET
0 0 0 1 k
q 1 0 0 1 95.29 581.198 cm 0 0 m
0 2.781 2.395 5.034 5.35 5.034 c
8.304 5.034 10.699 2.781 10.699 0 c
10.699 -2.779 8.304 -5.032 5.35 -5.032 c
2.395 -5.032 0 -2.779 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 99.3767 579.7158 Tm
0 0 0 0 k
(1)Tj
ET
0 0 0 1 k
q 1 0 0 1 110.986 553.794 cm 0 0 m
0 2.779 2.395 5.031 5.351 5.031 c
8.305 5.031 10.701 2.779 10.701 0 c
10.701 -2.781 8.305 -5.034 5.351 -5.034 c
2.395 -5.034 0 -2.781 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 115.0712 552.3137 Tm
0 0 0 0 k
(5)Tj
ET
0 0 0 1 k
q 1 0 0 1 80.674 553.794 cm 0 0 m
0 2.779 2.397 5.031 5.353 5.031 c
8.307 5.031 10.703 2.779 10.703 0 c
10.703 -2.781 8.307 -5.034 5.353 -5.034 c
2.397 -5.034 0 -2.781 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 84.7644 552.3137 Tm
0 0 0 0 k
(3)Tj
/TT9 1 Tf
6.6958 0 0 6.3447 73.9529 542.6978 Tm
0 0 0 1 k
.0006 Tc
(hand)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 82.007 597.059 cm 0 0 m
10.751 0 l
S
Q
Q
q 1 0 0 1 84.894 578.73 cm 0 0 m
-5.212 2.468 l
0 4.937 l
f*
Q
q 1 0 0 1 121.598 581.198 cm 0 0 m
0 2.781 2.396 5.034 5.35 5.034 c
8.304 5.034 10.699 2.781 10.699 0 c
10.699 -2.779 8.304 -5.032 5.35 -5.032 c
2.396 -5.032 0 -2.779 0 0 c
f*
Q
BT
/TT16 1 Tf
5.0344 0 0 4.7705 125.6852 579.7158 Tm
0 0 0 0 k
0 Tc
(8)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 133.222 597.059 cm 0 0 m
8.39 0 l
S
Q
Q
0 0 0 1 k
q 1 0 0 1 137.508 578.73 cm 0 0 m
-5.211 2.468 l
0 4.937 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 113.93 597.059 cm 0 0 m
-10.756 0 l
S
Q
Q
q 1 0 0 1 116.39 583.667 cm 0 0 m
5.208 -2.469 l
0 -4.937 l
f*
Q
BT
/TT9 1 Tf
6.6958 0 0 6.3447 94.1116 614.4178 Tm
.0013 Tc
(food)Tj
1.9229 -11.304 TD
.001 Tc
(mouth)Tj
-5.968 7.1199 TD
[(fork)-1427.9(b)1.1(oy)]TJ
/TT14 1 Tf
2.171 -3.699 TD
(has)Tj
.301 1.471 TD
.0015 Tc
(use)Tj
4.175 -1.471 TD
.0011 Tc
(has)Tj
-1.357 3.699 TD
-.0009 Tc
(eat)Tj
.7639 -2.211 TD
.0011 Tc
[(beside)-1858(on)]TJ
6.7461 -1.395 TD
-.0008 Tc
(in)Tj
ET
0 0 0 0 k
q 1 0 0 1 54.231 529.671 cm 0 0 m
110.3 0 l
112.931 0 115.057 2.015 115.057 4.502 c
115.057 85.642 l
115.057 88.13 112.931 90.149 110.3 90.149 c
0 90.149 l
-2.627 90.149 -4.753 88.13 -4.753 85.642 c
-4.753 4.502 l
-4.753 2.015 -2.627 0 0 0 c
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .817 w 2.247 M [] 0 d
q 1 0 0 1 52.79 544.126 cm 0 0 m
107.37 0 l
109.931 0 112 2.07 112 4.625 c
112 87.979 l
112 90.535 109.931 92.609 107.37 92.609 c
0 92.609 l
-2.557 92.609 -4.627 90.535 -4.627 87.979 c
-4.627 4.625 l
-4.627 2.07 -2.557 0 0 0 c
s
Q
Q
BT
7.5516 0 0 7.1557 63.0366 531.6777 Tm
0 0 0 1 k
-.0003 Tc
.0003 Tw
[(\(a\))-246.3(G)-.1(round-Truth Scene Graph)]TJ
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 97.806 614.907 cm 0 0 m
.161 -17.848 l
S
Q
Q
q 1 0 0 1 97.879 597.932 cm 0 0 m
2.558 4.96 l
5.21 .043 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 146.821 587.452 cm 0 0 m
0 -12.963 l
S
Q
Q
q 1 0 0 1 148.222 571.229 cm 0 0 m
2.606 4.937 l
5.211 0 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 108.658 577.36 cm 0 0 m
-10.691 19.699 l
S
Q
Q
q 1 0 0 1 113.603 563.739 cm 0 0 m
.196 -5.515 l
-4.578 -2.352 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 88.079 577.491 cm 0 0 m
9.888 19.568 l
S
Q
Q
q 1 0 0 1 93.101 561.584 cm 0 0 m
-4.674 -3.291 l
-4.655 2.227 l
f*
Q
q 1 0 0 1 68.987 581.198 cm 0 0 m
0 2.781 2.395 5.034 5.348 5.034 c
8.302 5.034 10.696 2.781 10.696 0 c
10.696 -2.779 8.302 -5.032 5.348 -5.032 c
2.395 -5.032 0 -2.779 0 0 c
f*
Q
BT
/TT16 1 Tf
5.0344 0 0 4.7705 73.0677 579.7158 Tm
0 0 0 0 k
0 Tc
0 Tw
(2)Tj
ET
0 0 0 1 k
q 1 0 0 1 145.476 581.198 cm 0 0 m
0 2.781 2.394 5.034 5.352 5.034 c
8.306 5.034 10.701 2.781 10.701 0 c
10.701 -2.779 8.306 -5.032 5.352 -5.032 c
2.394 -5.032 0 -2.779 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 149.5693 579.7158 Tm
0 0 0 0 k
(6)Tj
ET
0 0 0 1 k
q 1 0 0 1 95.089 607.922 cm 0 0 m
0 2.779 2.394 5.032 5.348 5.032 c
8.303 5.032 10.698 2.779 10.698 0 c
10.698 -2.78 8.303 -5.03 5.348 -5.03 c
2.394 -5.03 0 -2.78 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 99.1754 606.4429 Tm
0 0 0 0 k
(4)Tj
ET
0 0 0 1 k
q 1 0 0 1 145.476 554.195 cm 0 0 m
0 2.778 2.394 5.032 5.352 5.032 c
8.306 5.032 10.701 2.778 10.701 0 c
10.701 -2.779 8.306 -5.033 5.352 -5.033 c
2.394 -5.033 0 -2.779 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 149.5693 552.7147 Tm
0 0 0 0 k
(7)Tj
ET
0 0 0 1 k
q 1 0 0 1 95.29 581.198 cm 0 0 m
0 2.781 2.395 5.034 5.35 5.034 c
8.304 5.034 10.699 2.781 10.699 0 c
10.699 -2.779 8.304 -5.032 5.35 -5.032 c
2.395 -5.032 0 -2.779 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 99.3767 579.7158 Tm
0 0 0 0 k
(1)Tj
ET
0 0 0 1 k
q 1 0 0 1 110.986 553.794 cm 0 0 m
0 2.779 2.395 5.031 5.351 5.031 c
8.305 5.031 10.701 2.779 10.701 0 c
10.701 -2.781 8.305 -5.034 5.351 -5.034 c
2.395 -5.034 0 -2.781 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 115.0712 552.3137 Tm
0 0 0 0 k
(5)Tj
ET
0 0 0 1 k
q 1 0 0 1 80.674 553.794 cm 0 0 m
0 2.779 2.397 5.031 5.353 5.031 c
8.307 5.031 10.703 2.779 10.703 0 c
10.703 -2.781 8.307 -5.034 5.353 -5.034 c
2.397 -5.034 0 -2.781 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 84.7644 552.3137 Tm
0 0 0 0 k
(3)Tj
/TT9 1 Tf
6.6958 0 0 6.3447 73.9529 542.6978 Tm
0 0 0 1 k
.0006 Tc
(hand)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 82.007 597.059 cm 0 0 m
10.751 0 l
S
Q
Q
q 1 0 0 1 84.894 578.73 cm 0 0 m
-5.212 2.468 l
0 4.937 l
f*
Q
q 1 0 0 1 121.598 581.198 cm 0 0 m
0 2.781 2.396 5.034 5.35 5.034 c
8.304 5.034 10.699 2.781 10.699 0 c
10.699 -2.779 8.304 -5.032 5.35 -5.032 c
2.396 -5.032 0 -2.779 0 0 c
f*
Q
BT
/TT16 1 Tf
5.0344 0 0 4.7705 125.6852 579.7158 Tm
0 0 0 0 k
0 Tc
(8)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 133.222 597.059 cm 0 0 m
8.39 0 l
S
Q
Q
0 0 0 1 k
q 1 0 0 1 137.508 578.73 cm 0 0 m
-5.211 2.468 l
0 4.937 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 113.93 597.059 cm 0 0 m
-10.756 0 l
S
Q
Q
q 1 0 0 1 116.39 583.667 cm 0 0 m
5.208 -2.469 l
0 -4.937 l
f*
Q
BT
/TT9 1 Tf
6.6958 0 0 6.3447 94.1116 614.4178 Tm
.0013 Tc
(food)Tj
1.9229 -11.304 TD
.001 Tc
(mouth)Tj
-5.968 7.1199 TD
[(fork)-1427.9(b)1.1(oy)]TJ
/TT14 1 Tf
2.171 -3.699 TD
(has)Tj
.301 1.471 TD
.0015 Tc
(use)Tj
4.175 -1.471 TD
.0011 Tc
(has)Tj
-1.357 3.699 TD
-.0009 Tc
(eat)Tj
.7639 -2.211 TD
.0011 Tc
[(beside)-1858(on)]TJ
6.7461 -1.395 TD
-.0008 Tc
(in)Tj
/TT9 1 Tf
-4.6301 3.606 TD
-.0003 Tc
(table)Tj
3.514 -7.147 TD
.0013 Tc
(food)Tj
.066 7.104 TD
-.0002 Tc
(plate)Tj
-3.58 .043 TD
-.0003 Tc
(table)Tj
3.514 -7.147 TD
.0013 Tc
(food)Tj
.066 7.104 TD
-.0002 Tc
(plate)Tj
ET
0 0 0 0 k
q 1 0 0 1 413.726 529.137 cm 0 0 m
110.298 0 l
112.926 0 115.056 2.021 115.056 4.509 c
115.056 86.171 l
115.056 88.659 112.926 90.678 110.298 90.678 c
0 90.678 l
-2.626 90.678 -4.757 88.659 -4.757 86.171 c
-4.757 4.509 l
-4.757 2.021 -2.626 0 0 0 c
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .817 w 2.247 M [] 0 d
q 1 0 0 1 402.735 543.577 cm 0 0 m
107.368 0 l
109.925 0 112 2.076 112 4.632 c
112 88.523 l
112 91.079 109.925 93.153 107.368 93.153 c
0 93.153 l
-2.556 93.153 -4.631 91.079 -4.631 88.523 c
-4.631 4.632 l
-4.631 2.076 -2.556 0 0 0 c
s
Q
Q
BT
/TT14 1 Tf
7.5516 0 0 7.1557 428.1738 532.0787 Tm
0 0 0 1 k
-.0007 Tc
.0007 Tw
[(\(b\))-250.7(Predicted Scene Graph)]TJ
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 447.548 615.345 cm 0 0 m
.157 -17.975 l
S
Q
Q
q 1 0 0 1 457.161 598.361 cm 0 0 m
2.558 4.958 l
5.21 .044 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 497.4 587.733 cm 0 0 m
0 -13.069 l
S
Q
Q
q 1 0 0 1 508.369 571.503 cm 0 0 m
2.605 4.934 l
5.209 0 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 458.603 577.519 cm 0 0 m
-10.899 19.851 l
S
Q
Q
q 1 0 0 1 473.085 563.907 cm 0 0 m
.222 -5.519 l
-4.564 -2.377 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 437.632 577.648 cm 0 0 m
7.746 15.169 l
S
Q
Q
q 1 0 0 1 452.193 561.731 cm 0 0 m
-4.691 -3.271 l
-4.641 2.248 l
f*
Q
0 .99414 1 0 k
q 1 0 0 1 427.726 581.501 cm 0 0 m
0 2.795 2.437 5.061 5.442 5.061 c
8.449 5.061 10.885 2.795 10.885 0 c
10.885 -2.795 8.449 -5.064 5.442 -5.064 c
2.437 -5.064 0 -2.795 0 0 c
f*
Q
BT
/TT16 1 Tf
5.0344 0 0 4.7705 431.9208 580.0219 Tm
0 0 0 0 k
0 Tc
0 Tw
(2)Tj
ET
.68972 .12848 0 0 k
q 1 0 0 1 505.532 581.501 cm 0 0 m
0 2.795 2.433 5.061 5.442 5.061 c
8.445 5.061 10.882 2.795 10.882 0 c
10.882 -2.795 8.445 -5.064 5.442 -5.064 c
2.433 -5.064 0 -2.795 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 509.7319 580.0219 Tm
0 0 0 0 k
(6)Tj
ET
.71176 .29026 1 .13559 k
q 1 0 0 1 454.278 608.38 cm 0 0 m
0 2.793 2.438 5.06 5.441 5.06 c
8.446 5.06 10.881 2.793 10.881 0 c
10.881 -2.796 8.446 -5.061 5.441 -5.061 c
2.438 -5.061 0 -2.796 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 458.4689 606.8998 Tm
0 0 0 0 k
(4)Tj
ET
0 .83404 0 0 k
q 1 0 0 1 505.532 554.337 cm 0 0 m
0 2.795 2.433 5.061 5.442 5.061 c
8.445 5.061 10.882 2.795 10.882 0 c
10.882 -2.795 8.445 -5.06 5.442 -5.06 c
2.433 -5.06 0 -2.795 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 509.7319 552.8588 Tm
0 0 0 0 k
(7)Tj
ET
.002319 .26014 1 0 k
q 1 0 0 1 454.483 581.501 cm 0 0 m
0 2.795 2.438 5.061 5.44 5.061 c
8.445 5.061 10.882 2.795 10.882 0 c
10.882 -2.795 8.445 -5.064 5.44 -5.064 c
2.438 -5.064 0 -2.795 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 458.6829 580.0219 Tm
0 0 0 0 k
(1)Tj
ET
.69046 .93295 0 0 k
q 1 0 0 1 470.447 553.937 cm 0 0 m
0 2.794 2.436 5.06 5.444 5.06 c
8.45 5.06 10.886 2.794 10.886 0 c
10.886 -2.799 8.45 -5.067 5.444 -5.067 c
2.436 -5.067 0 -2.799 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 474.6499 552.4567 Tm
0 0 0 0 k
(5)Tj
ET
.88363 .76922 0 0 k
q 1 0 0 1 439.62 553.937 cm 0 0 m
0 2.794 2.437 5.06 5.44 5.06 c
8.445 5.06 10.882 2.794 10.882 0 c
10.882 -2.799 8.445 -5.067 5.44 -5.067 c
2.437 -5.067 0 -2.799 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 443.8188 552.4567 Tm
0 0 0 0 k
(3)Tj
/TT9 1 Tf
6.6958 0 0 6.3447 432.9279 542.7847 Tm
.88363 .76922 0 0 k
.0007 Tc
(hand)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 431.396 597.37 cm 0 0 m
11.013 0 l
S
Q
Q
0 0 0 1 k
q 1 0 0 1 443.823 579.032 cm 0 0 m
-5.212 2.469 l
0 4.939 l
f*
Q
.17252 .75283 1 .05774 k
q 1 0 0 1 481.241 581.501 cm 0 0 m
0 2.795 2.437 5.061 5.442 5.061 c
8.449 5.061 10.887 2.795 10.887 0 c
10.887 -2.795 8.449 -5.064 5.442 -5.064 c
2.437 -5.064 0 -2.795 0 0 c
f*
Q
BT
/TT16 1 Tf
5.0344 0 0 4.7705 485.4449 580.0219 Tm
0 0 0 0 k
0 Tc
(8)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 483.489 597.37 cm 0 0 m
8.609 0 l
S
Q
Q
0 0 0 1 k
q 1 0 0 1 497.338 579.032 cm 0 0 m
-5.21 2.469 l
0 4.939 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 464.017 597.37 cm 0 0 m
-11.014 0 l
S
Q
Q
q 1 0 0 1 476.031 583.971 cm 0 0 m
5.21 -2.47 l
0 -4.939 l
f*
Q
BT
/TT9 1 Tf
6.6958 0 0 6.3447 453.4048 614.9229 Tm
.71176 .29026 1 .13559 k
.0013 Tc
(food)Tj
.69046 .93295 0 0 k
1.9641 -11.3701 TD
.001 Tc
(mouth)Tj
0 .99414 1 0 k
-6.078 7.162 TD
-.0003 Tc
(fork)Tj
.002319 .26014 1 0 k
3.316 0 TD
.0014 Tc
(boy)Tj
/TT14 1 Tf
0 0 0 1 k
-.826 -3.3049 TD
.0011 Tc
(has)Tj
.021 1.0629 TD
0 Tc
(u)Tj
.5029 .0005 TD
-.0002 Tc
(se)Tj
3.7421 -1.48 TD
.0011 Tc
(has)Tj
-1.3821 3.722 TD
-.0009 Tc
(eat)Tj
.789 -2.224 TD
.0009 Tc
[(beside)-1922.2(on)]TJ
6.847 -1.4031 TD
-.0008 Tc
(in)Tj
ET
0 0 0 0 k
q 1 0 0 1 413.726 529.137 cm 0 0 m
110.298 0 l
112.926 0 115.056 2.021 115.056 4.509 c
115.056 86.171 l
115.056 88.659 112.926 90.678 110.298 90.678 c
0 90.678 l
-2.626 90.678 -4.757 88.659 -4.757 86.171 c
-4.757 4.509 l
-4.757 2.021 -2.626 0 0 0 c
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .817 w 2.247 M [] 0 d
q 1 0 0 1 402.735 543.577 cm 0 0 m
107.368 0 l
109.925 0 112 2.076 112 4.632 c
112 88.523 l
112 91.079 109.925 93.153 107.368 93.153 c
0 93.153 l
-2.556 93.153 -4.631 91.079 -4.631 88.523 c
-4.631 4.632 l
-4.631 2.076 -2.556 0 0 0 c
s
Q
Q
BT
7.5516 0 0 7.1557 428.1738 532.0787 Tm
0 0 0 1 k
-.0007 Tc
.0007 Tw
[(\(b\))-250.7(Predicted Scene Graph)]TJ
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 447.548 615.345 cm 0 0 m
.157 -17.975 l
S
Q
Q
q 1 0 0 1 457.161 598.361 cm 0 0 m
2.558 4.958 l
5.21 .044 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 497.4 587.733 cm 0 0 m
0 -13.069 l
S
Q
Q
q 1 0 0 1 508.369 571.503 cm 0 0 m
2.605 4.934 l
5.209 0 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 458.603 577.519 cm 0 0 m
-10.899 19.851 l
S
Q
Q
q 1 0 0 1 473.085 563.907 cm 0 0 m
.222 -5.519 l
-4.564 -2.377 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 437.632 577.648 cm 0 0 m
7.746 15.169 l
S
Q
Q
q 1 0 0 1 452.193 561.731 cm 0 0 m
-4.691 -3.271 l
-4.641 2.248 l
f*
Q
0 .99414 1 0 k
q 1 0 0 1 427.726 581.501 cm 0 0 m
0 2.795 2.437 5.061 5.442 5.061 c
8.449 5.061 10.885 2.795 10.885 0 c
10.885 -2.795 8.449 -5.064 5.442 -5.064 c
2.437 -5.064 0 -2.795 0 0 c
f*
Q
BT
/TT16 1 Tf
5.0344 0 0 4.7705 431.9208 580.0219 Tm
0 0 0 0 k
0 Tc
0 Tw
(2)Tj
ET
.68972 .12848 0 0 k
q 1 0 0 1 505.532 581.501 cm 0 0 m
0 2.795 2.433 5.061 5.442 5.061 c
8.445 5.061 10.882 2.795 10.882 0 c
10.882 -2.795 8.445 -5.064 5.442 -5.064 c
2.433 -5.064 0 -2.795 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 509.7319 580.0219 Tm
0 0 0 0 k
(6)Tj
ET
.71176 .29026 1 .13559 k
q 1 0 0 1 454.278 608.38 cm 0 0 m
0 2.793 2.438 5.06 5.441 5.06 c
8.446 5.06 10.881 2.793 10.881 0 c
10.881 -2.796 8.446 -5.061 5.441 -5.061 c
2.438 -5.061 0 -2.796 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 458.4689 606.8998 Tm
0 0 0 0 k
(4)Tj
ET
0 .83404 0 0 k
q 1 0 0 1 505.532 554.337 cm 0 0 m
0 2.795 2.433 5.061 5.442 5.061 c
8.445 5.061 10.882 2.795 10.882 0 c
10.882 -2.795 8.445 -5.06 5.442 -5.06 c
2.433 -5.06 0 -2.795 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 509.7319 552.8588 Tm
0 0 0 0 k
(7)Tj
ET
.002319 .26014 1 0 k
q 1 0 0 1 454.483 581.501 cm 0 0 m
0 2.795 2.438 5.061 5.44 5.061 c
8.445 5.061 10.882 2.795 10.882 0 c
10.882 -2.795 8.445 -5.064 5.44 -5.064 c
2.438 -5.064 0 -2.795 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 458.6829 580.0219 Tm
0 0 0 0 k
(1)Tj
ET
.69046 .93295 0 0 k
q 1 0 0 1 470.447 553.937 cm 0 0 m
0 2.794 2.436 5.06 5.444 5.06 c
8.45 5.06 10.886 2.794 10.886 0 c
10.886 -2.799 8.45 -5.067 5.444 -5.067 c
2.436 -5.067 0 -2.799 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 474.6499 552.4567 Tm
0 0 0 0 k
(5)Tj
ET
.88363 .76922 0 0 k
q 1 0 0 1 439.62 553.937 cm 0 0 m
0 2.794 2.437 5.06 5.44 5.06 c
8.445 5.06 10.882 2.794 10.882 0 c
10.882 -2.799 8.445 -5.067 5.44 -5.067 c
2.437 -5.067 0 -2.799 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 443.8188 552.4567 Tm
0 0 0 0 k
(3)Tj
/TT9 1 Tf
6.6958 0 0 6.3447 432.9279 542.7847 Tm
.88363 .76922 0 0 k
.0007 Tc
(hand)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 431.396 597.37 cm 0 0 m
11.013 0 l
S
Q
Q
0 0 0 1 k
q 1 0 0 1 443.823 579.032 cm 0 0 m
-5.212 2.469 l
0 4.939 l
f*
Q
.17252 .75283 1 .05774 k
q 1 0 0 1 481.241 581.501 cm 0 0 m
0 2.795 2.437 5.061 5.442 5.061 c
8.449 5.061 10.887 2.795 10.887 0 c
10.887 -2.795 8.449 -5.064 5.442 -5.064 c
2.437 -5.064 0 -2.795 0 0 c
f*
Q
BT
/TT16 1 Tf
5.0344 0 0 4.7705 485.4449 580.0219 Tm
0 0 0 0 k
0 Tc
(8)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 483.489 597.37 cm 0 0 m
8.609 0 l
S
Q
Q
0 0 0 1 k
q 1 0 0 1 497.338 579.032 cm 0 0 m
-5.21 2.469 l
0 4.939 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 464.017 597.37 cm 0 0 m
-11.014 0 l
S
Q
Q
q 1 0 0 1 476.031 583.971 cm 0 0 m
5.21 -2.47 l
0 -4.939 l
f*
Q
BT
/TT9 1 Tf
6.6958 0 0 6.3447 453.4048 614.9229 Tm
.71176 .29026 1 .13559 k
.0013 Tc
(food)Tj
.69046 .93295 0 0 k
1.9641 -11.3701 TD
.001 Tc
(mouth)Tj
0 .99414 1 0 k
-6.078 7.162 TD
-.0003 Tc
(fork)Tj
.002319 .26014 1 0 k
3.316 0 TD
.0014 Tc
(boy)Tj
/TT14 1 Tf
0 0 0 1 k
-.826 -3.3049 TD
.0011 Tc
(has)Tj
.021 1.0629 TD
0 Tc
(u)Tj
.5029 .0005 TD
-.0002 Tc
(se)Tj
3.7421 -1.48 TD
.0011 Tc
(has)Tj
-1.3821 3.722 TD
-.0009 Tc
(eat)Tj
.789 -2.224 TD
.0009 Tc
[(beside)-1922.2(on)]TJ
6.847 -1.4031 TD
-.0008 Tc
(in)Tj
/TT9 1 Tf
.68972 .12848 0 0 k
-1.585 3.7731 TD
-.0002 Tc
(plate)Tj
.17252 .75283 1 .05774 k
-3.405 -.0679 TD
-.0003 Tc
(table)Tj
0 .83404 0 0 k
3.758 -7.165 TD
.0013 Tc
(food)Tj
ET
q
50.249 728.754 118.208 -98.423 re
W n
q
119.319 0 0 -98.772 49.74 728.946 cm
/Im5 Do
Q
Q
q
527.691 630.331 m
410.257 630.331 l
410.257 728.754 l
527.691 728.754 l
527.691 630.331 l
425.715 728.447 m
425.591 728.447 425.469 728.399 425.381 728.316 c
425.293 728.233 425.243 728.117 425.243 728 c
425.243 631.313 l
425.243 631.195 425.293 631.08 425.381 630.997 c
425.469 630.914 425.591 630.866 425.715 630.866 c
526.797 630.866 l
526.922 630.866 527.043 630.914 527.131 630.997 c
527.219 631.08 527.269 631.195 527.269 631.313 c
527.269 728 l
527.269 728.117 527.219 728.233 527.131 728.316 c
527.043 728.399 526.922 728.447 526.797 728.447 c
425.715 728.447 l
526.326 631.76 m
426.187 631.76 l
426.187 727.552 l
526.326 727.552 l
526.326 631.76 l
473.732 716.734 m
473.732 683.489 l
521.302 683.489 l
521.302 716.734 l
473.732 716.734 l
W n
q
118.06 0 0 -98.772 410.034 728.946 cm
/Im6 Do
Q
Q
q
1.0273 0 0 -.97343 0 0 cm
.71176 .29026 1 .13559 K
1 J 1 j .919 w 2.247 M [] 0 d
465.458 -697.294 11.577 12.054 re
S
Q
q
1.0273 0 0 -.97343 0 0 cm
.17252 .75283 1 .05774 K
1 J 1 j .919 w 2.247 M [] 0 d
400.051 -681.187 84.968 32.645 re
S
Q
q
1.0273 0 0 -.97343 0 0 cm
.69046 .93295 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
462.563 -699.941 17.828 16.439 re
S
Q
q
1.0273 0 0 -.97343 0 0 cm
.68972 .12848 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
401.791 -673.422 66.257 24.88 re
S
Q
q
1.0273 0 0 -.97343 0 0 cm
0 .83404 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
404.683 -669.844 54.871 18.752 re
S
Q
.71176 .29026 1 .13559 k
477.99 666.909 6.708 5.8881 re
f
BT
6.6958 0 0 6.3447 479.6969 667.903 Tm
0 0 0 0 k
0 Tc
(4)Tj
ET
.69046 .93295 0 0 k
475.187 675.392 6.708 5.8881 re
f
BT
6.6958 0 0 6.3447 476.8949 676.386 Tm
0 0 0 0 k
(5)Tj
ET
q
1.0273 0 0 -.97343 0 0 cm
0 .99414 1 0 K
1 J 1 j .919 w 2.247 M [] 0 d
409.779 -694.616 61.357 19.913 re
S
Q
0 .99414 1 0 k
420.645 670.275 6.706 5.8911 re
f
BT
6.6958 0 0 6.3447 422.3548 671.262 Tm
0 0 0 0 k
(2)Tj
ET
.002319 .26023 1 0 k
q 1 0 0 1 425.715 728 cm 0 0 m
0 .447 l
101.082 .447 l
101.207 .447 101.328 .399 101.416 .316 c
101.504 .233 101.554 .117 101.554 0 c
101.554 -96.687 l
101.554 -96.805 101.504 -96.92 101.416 -97.003 c
101.328 -97.086 101.207 -97.134 101.082 -97.134 c
0 -97.134 l
-.124 -97.134 -.246 -97.086 -.334 -97.003 c
-.422 -96.92 -.472 -96.805 -.472 -96.687 c
-.472 0 l
-.472 .117 -.422 .233 -.334 .316 c
-.246 .399 -.124 .447 0 .447 c
0 0 l
.472 0 l
.472 -96.24 l
100.611 -96.24 l
100.611 -.448 l
0 -.448 l
0 0 l
.472 0 l
0 0 l
f
Q
q
256.102 694.335 39.244 -37.83 re
W n
q
40.075 0 0 -38.303 255.749 694.446 cm
/Im7 Do
Q
Q
q 1 0 0 1 256.102 694.042 cm 0 0 m
0 .448 l
39.244 .448 l
39.368 .448 39.489 .4 39.577 .316 c
39.665 .233 39.716 .118 39.716 0 c
39.716 -37.537 l
39.716 -37.654 39.665 -37.77 39.577 -37.853 c
39.489 -37.936 39.368 -37.984 39.244 -37.984 c
0 -37.984 l
-.125 -37.984 -.246 -37.936 -.334 -37.853 c
-.422 -37.77 -.472 -37.654 -.472 -37.537 c
-.472 0 l
-.472 .118 -.422 .233 -.334 .316 c
-.246 .4 -.125 .448 0 .448 c
0 0 l
.472 0 l
.472 -37.089 l
38.772 -37.089 l
38.772 -.447 l
0 -.447 l
0 0 l
.472 0 l
0 0 l
f
Q
q
294.875 656.953 m
256.574 656.953 l
256.574 693.595 l
294.875 693.595 l
294.875 656.953 l
274.536 689.686 m
274.536 676.728 l
293.207 676.728 l
293.207 689.686 l
274.536 689.686 l
W n
q
38.629 0 0 -36.792 256.494 693.666 cm
/Im8 Do
Q
Q
q 1 0 0 1 256.102 694.042 cm 0 0 m
0 .448 l
39.244 .448 l
39.368 .448 39.489 .4 39.577 .316 c
39.665 .233 39.716 .118 39.716 0 c
39.716 -37.537 l
39.716 -37.654 39.665 -37.77 39.577 -37.853 c
39.489 -37.936 39.368 -37.984 39.244 -37.984 c
0 -37.984 l
-.125 -37.984 -.246 -37.936 -.334 -37.853 c
-.422 -37.77 -.472 -37.654 -.472 -37.537 c
-.472 0 l
-.472 .118 -.422 .233 -.334 .316 c
-.246 .4 -.125 .448 0 .448 c
0 0 l
.472 0 l
.472 -37.089 l
38.772 -37.089 l
38.772 -.447 l
0 -.447 l
0 0 l
.472 0 l
0 0 l
f
Q
q
185.699 714.184 15.938 -11.982 re
W n
q
16.801 0 0 -12.192 185.388 714.246 cm
/Im9 Do
Q
Q
q 1 0 0 1 185.699 714.093 cm 0 0 m
0 .448 l
15.938 .448 l
16.062 .448 16.184 .4 16.271 .316 c
16.359 .233 16.41 .118 16.41 0 c
16.41 -11.891 l
16.41 -12.009 16.359 -12.124 16.271 -12.207 c
16.184 -12.291 16.062 -12.339 15.938 -12.339 c
0 -12.339 l
-.124 -12.339 -.246 -12.291 -.333 -12.207 c
-.421 -12.124 -.472 -12.009 -.472 -11.891 c
-.472 0 l
-.472 .118 -.421 .233 -.333 .316 c
-.246 .4 -.124 .448 0 .448 c
0 0 l
.472 0 l
.472 -11.444 l
15.466 -11.444 l
15.466 -.447 l
0 -.447 l
0 0 l
.472 0 l
0 0 l
f
Q
q
201.165 702.649 m
186.171 702.649 l
186.171 713.646 l
201.165 713.646 l
201.165 702.649 l
192.835 712.787 m
192.835 708.676 l
200.804 708.676 l
200.804 712.787 l
192.835 712.787 l
W n
q
15.358 0 0 -11.112 186.114 713.706 cm
/Im10 Do
Q
Q
q 1 0 0 1 185.699 714.093 cm 0 0 m
0 .448 l
15.938 .448 l
16.062 .448 16.184 .4 16.271 .316 c
16.359 .233 16.41 .118 16.41 0 c
16.41 -11.891 l
16.41 -12.009 16.359 -12.124 16.271 -12.207 c
16.184 -12.291 16.062 -12.339 15.938 -12.339 c
0 -12.339 l
-.124 -12.339 -.246 -12.291 -.333 -12.207 c
-.421 -12.124 -.472 -12.009 -.472 -11.891 c
-.472 0 l
-.472 .118 -.421 .233 -.333 .316 c
-.246 .4 -.124 .448 0 .448 c
0 0 l
.472 0 l
.472 -11.444 l
15.466 -11.444 l
15.466 -.447 l
0 -.447 l
0 0 l
.472 0 l
0 0 l
f
Q
q
185.699 699.487 21.766 -5.178 re
W n
q
22.56 0 0 -5.8106 185.362 699.814 cm
/Im11 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
0 .99414 1 0 K
1 J 1 j .919 w 2.247 M [] 0 d
180.766 718.576 21.186 -5.3203 re
S
Q
q
185.699 699.487 21.766 -5.178 re
W n
q
22.56 0 0 -5.8106 185.362 699.814 cm
/Im11 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
0 .99414 1 0 K
1 J 1 j .919 w 2.247 M [] 0 d
180.766 718.576 21.186 -5.3203 re
S
Q
q
185.699 691.961 14.272 -9.035 re
W n
q
15.127 0 0 -9.7952 185.282 692.338 cm
/Im12 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.88363 .76922 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
180.766 710.845 13.893 -9.2816 re
S
Q
q
185.699 691.961 14.272 -9.035 re
W n
q
15.127 0 0 -9.7952 185.282 692.338 cm
/Im12 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.88363 .76922 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
180.766 710.845 13.893 -9.2816 re
S
Q
q
185.842 680.628 14.131 -8.7501 re
W n
q
14.963 0 0 -9.5364 185.385 681.028 cm
/Im13 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.71176 .29026 1 .13559 K
1 J 1 j .919 w 2.247 M [] 0 d
180.766 699.204 13.893 -9.0761 re
S
Q
q
185.842 680.628 14.131 -8.7501 re
W n
q
14.963 0 0 -9.5364 185.385 681.028 cm
/Im13 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.71176 .29026 1 .13559 K
1 J 1 j .919 w 2.247 M [] 0 d
180.766 699.204 13.893 -9.0761 re
S
Q
q
185.699 669.385 14.272 -8.916 re
W n
q
15.349 0 0 -9.5704 185.262 669.704 cm
/Im14 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.69046 .93295 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
180.766 687.653 13.893 -9.1593 re
S
Q
q
185.699 669.385 14.272 -8.916 re
W n
q
15.349 0 0 -9.5704 185.262 669.704 cm
/Im14 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.69046 .93295 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
180.766 687.653 13.893 -9.1593 re
S
Q
q
185.699 657.584 17.048 -8.835 re
W n
q
17.756 0 0 -9.5016 185.348 657.907 cm
/Im15 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.68972 .12848 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
180.766 675.53 16.595 -9.0761 re
S
Q
q
185.699 657.584 17.048 -8.835 re
W n
q
17.756 0 0 -9.5016 185.348 657.907 cm
/Im15 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.68972 .12848 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
180.766 675.53 16.595 -9.0761 re
S
Q
q
185.699 646.188 17.052 -8.92 re
W n
q
17.764 0 0 -9.6952 185.358 646.576 cm
/Im16 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
0 .83404 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
180.766 663.819 16.595 -9.1594 re
S
Q
q
185.699 646.188 17.052 -8.92 re
W n
q
17.764 0 0 -9.6952 185.358 646.576 cm
/Im16 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
0 .83404 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
180.766 663.819 16.595 -9.1594 re
S
Q
q
185.699 634.417 18.315 -6.1931 re
W n
q
18.957 0 0 -6.5619 185.387 634.756 cm
/Im17 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.17252 .75283 1 .05774 K
1 J 1 j .919 w 2.247 M [] 0 d
180.914 651.733 17.684 -6.1771 re
S
Q
q
185.699 634.417 18.315 -6.1931 re
W n
q
18.957 0 0 -6.5619 185.387 634.756 cm
/Im17 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.17252 .75283 1 .05774 K
1 J 1 j .919 w 2.247 M [] 0 d
180.914 651.733 17.684 -6.1771 re
S
Q
q
255.217 650.871 48.452 -10.945 re
W n
q
49.215 0 0 -11.345 254.835 651.239 cm
/Im18 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.17252 .75283 1 .05774 K
1 J 1 j .919 w 2.247 M [] 0 d
248.82 668.637 46.786 -10.911 re
S
Q
q
255.217 650.871 48.452 -10.945 re
W n
q
49.215 0 0 -11.345 254.835 651.239 cm
/Im18 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.17252 .75283 1 .05774 K
1 J 1 j .919 w 2.247 M [] 0 d
248.82 668.637 46.786 -10.911 re
S
Q
q
272.755 709.585 25.567 -7.864 re
W n
q
26.401 0 0 -8.6225 272.444 709.969 cm
/Im19 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
0 .99414 1 0 K
1 J 1 j .919 w 2.247 M [] 0 d
265.509 728.95 24.888 -8.0787 re
S
Q
q
272.755 709.585 25.567 -7.864 re
W n
q
26.401 0 0 -8.6225 272.444 709.969 cm
/Im19 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
0 .99414 1 0 K
1 J 1 j .919 w 2.247 M [] 0 d
265.509 728.95 24.888 -8.0787 re
S
Q
q
1.0273 0 0 .97343 0 0 cm
.88363 .76922 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
415.732 697.293 35.98 -22.59 re
S
Q
.002319 .26014 1 0 k
q 1 0 0 1 188.397 565.237 cm 0 0 m
0 2.779 2.438 5.033 5.442 5.033 c
8.449 5.033 10.882 2.779 10.882 0 c
10.882 -2.778 8.449 -5.031 5.442 -5.031 c
2.438 -5.031 0 -2.778 0 0 c
f*
Q
BT
/TT16 1 Tf
5.0344 0 0 4.7705 192.5844 563.7548 Tm
0 0 0 0 k
(1)Tj
ET
.71176 .29026 1 .13559 k
q 1 0 0 1 209.617 565.237 cm 0 0 m
0 2.779 2.437 5.033 5.442 5.033 c
8.449 5.033 10.884 2.779 10.884 0 c
10.884 -2.778 8.449 -5.031 5.442 -5.031 c
2.437 -5.031 0 -2.778 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 213.7964 563.7548 Tm
0 0 0 0 k
(4)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 199.611 580.662 cm 0 0 m
-5.625 0 l
S
Q
Q
0 0 0 1 k
q 1 0 0 1 204.407 567.706 cm 0 0 m
5.21 -2.469 l
0 -4.936 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 246.563 580.662 cm 0 0 m
-5.621 0 l
S
Q
Q
q 1 0 0 1 252.64 567.706 cm 0 0 m
5.21 -2.469 l
0 -4.936 l
f*
Q
.002319 .26014 1 0 k
q 1 0 0 1 236.632 565.237 cm 0 0 m
0 2.779 2.436 5.033 5.445 5.033 c
8.448 5.033 10.885 2.779 10.885 0 c
10.885 -2.778 8.448 -5.031 5.445 -5.031 c
2.436 -5.031 0 -2.778 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 240.8225 563.7548 Tm
0 0 0 0 k
(1)Tj
ET
.17252 .75283 1 .05774 k
q 1 0 0 1 257.85 565.237 cm 0 0 m
0 2.779 2.438 5.033 5.442 5.033 c
8.452 5.033 10.888 2.779 10.888 0 c
10.888 -2.778 8.452 -5.031 5.442 -5.031 c
2.438 -5.031 0 -2.778 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 262.0385 563.7548 Tm
0 0 0 0 k
(8)Tj
ET
0 .99414 1 0 k
q 1 0 0 1 287.159 565.165 cm 0 0 m
0 2.779 2.439 5.03 5.447 5.03 c
8.452 5.03 10.889 2.779 10.889 0 c
10.889 -2.778 8.452 -5.03 5.447 -5.03 c
2.439 -5.03 0 -2.778 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 291.3476 563.6877 Tm
0 0 0 0 k
(2)Tj
ET
.71176 .29026 1 .13559 k
q 1 0 0 1 307.974 565.165 cm 0 0 m
0 2.779 2.438 5.03 5.441 5.03 c
8.448 5.03 10.881 2.779 10.881 0 c
10.881 -2.778 8.448 -5.03 5.441 -5.03 c
2.438 -5.03 0 -2.778 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 312.1606 563.6877 Tm
0 0 0 0 k
(4)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [.91879 1.8376 ]0 d
295.351 580.588 m
290.13 580.588 l
S
Q
0 0 0 1 k
q 1 0 0 1 302.763 567.636 cm 0 0 m
5.211 -2.471 l
0 -4.937 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 282.027 574.075 cm 0 0 m
24.887 0 l
27.444 0 29.518 2.072 29.518 4.632 c
29.518 8.549 l
29.518 11.105 27.444 13.179 24.887 13.179 c
0 13.179 l
-2.56 13.179 -4.632 11.105 -4.632 8.549 c
-4.632 4.632 l
-4.632 2.072 -2.56 0 0 0 c
h
S 1 0 0 1 -95.543 0 cm 0 0 m
24.887 0 l
27.447 0 29.518 2.072 29.518 4.632 c
29.518 8.549 l
29.518 11.105 27.447 13.179 24.887 13.179 c
0 13.179 l
-2.557 13.179 -4.632 11.105 -4.632 8.549 c
-4.632 4.632 l
-4.632 2.072 -2.557 0 0 0 c
h
S 1 0 0 1 12.386 13.179 cm 0 0 m
12.304 1.916 l
23.765 3.537 l
34.376 4.864 l
44.143 5.898 l
53.066 6.636 l
61.14 7.079 l
68.372 7.225 l
74.757 7.079 l
80.299 6.636 l
84.992 5.898 l
88.838 4.864 l
91.844 3.537 l
93.999 1.916 l
95.309 0 l
S 1 0 0 1 34.799 -13.179 cm 0 0 m
24.892 0 l
27.447 0 29.521 2.072 29.521 4.632 c
29.521 8.549 l
29.521 11.105 27.447 13.179 24.892 13.179 c
0 13.179 l
-2.557 13.179 -4.627 11.105 -4.627 8.549 c
-4.627 4.632 l
-4.627 2.072 -2.557 0 0 0 c
h
S 1 0 0 1 -34.799 13.179 cm 0 0 m
8.686 1.303 l
15.772 2.079 40.612 6.174 46.811 1.303 c
47.656 0 l
S 1 0 0 1 0 0 cm 0 0 m
16.983 2.622 l
33.061 4.937 l
55.256 7.979 77.609 10.605 99.983 11.881 c
110.67 12.341 l
120.46 12.496 l
132.838 12.354 148.819 12.052 160.331 6.943 c
163.83 4.937 l
166.431 2.622 l
168.131 0 l
S
Q
Q
.002319 .26014 1 0 k
q 1 0 0 1 188.351 592.588 cm 0 0 m
0 2.779 2.439 5.034 5.442 5.034 c
8.449 5.034 10.887 2.779 10.887 0 c
10.887 -2.779 8.449 -5.031 5.442 -5.031 c
2.439 -5.031 0 -2.779 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 192.5344 591.1099 Tm
0 0 0 0 k
(1)Tj
ET
0 .99414 1 0 k
q 1 0 0 1 209.571 592.588 cm 0 0 m
0 2.779 2.437 5.034 5.442 5.034 c
8.45 5.034 10.883 2.779 10.883 0 c
10.883 -2.779 8.45 -5.031 5.442 -5.031 c
2.437 -5.031 0 -2.779 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 213.7584 591.1099 Tm
0 0 0 0 k
(2)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 199.565 608.76 cm 0 0 m
-5.62 0 l
S
Q
Q
0 0 0 1 k
q 1 0 0 1 204.36 595.058 cm 0 0 m
5.211 -2.47 l
0 -4.938 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 246.523 608.778 cm 0 0 m
-5.625 0 l
S
Q
Q
q 1 0 0 1 252.594 595.073 cm 0 0 m
5.21 -2.467 l
0 -4.937 l
f*
Q
.002319 .26014 1 0 k
q 1 0 0 1 236.584 592.606 cm 0 0 m
0 2.777 2.439 5.031 5.447 5.031 c
8.45 5.031 10.887 2.777 10.887 0 c
10.887 -2.78 8.45 -5.034 5.447 -5.034 c
2.439 -5.034 0 -2.78 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 240.7725 591.1298 Tm
0 0 0 0 k
(1)Tj
ET
.71176 .29026 1 .13559 k
q 1 0 0 1 257.804 592.606 cm 0 0 m
0 2.777 2.438 5.031 5.447 5.031 c
8.45 5.031 10.888 2.777 10.888 0 c
10.888 -2.78 8.45 -5.034 5.447 -5.034 c
2.438 -5.034 0 -2.78 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 261.9965 591.1298 Tm
0 0 0 0 k
(4)Tj
ET
.002319 .26014 1 0 k
q 1 0 0 1 286.637 592.588 cm 0 0 m
0 2.779 2.437 5.034 5.44 5.034 c
8.445 5.034 10.882 2.779 10.882 0 c
10.882 -2.779 8.445 -5.031 5.44 -5.031 c
2.437 -5.031 0 -2.779 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 290.8225 591.1099 Tm
0 0 0 0 k
(1)Tj
ET
0 .83404 0 0 k
q 1 0 0 1 307.445 592.588 cm 0 0 m
0 2.779 2.438 5.034 5.446 5.034 c
8.45 5.034 10.888 2.779 10.888 0 c
10.888 -2.779 8.45 -5.031 5.446 -5.031 c
2.438 -5.031 0 -2.779 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 311.6356 591.1099 Tm
0 0 0 0 k
(7)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [.91879 1.8376 ]0 d
294.843 608.76 m
289.615 608.76 l
S
Q
0 0 0 1 k
q 1 0 0 1 302.236 595.058 cm 0 0 m
5.209 -2.47 l
0 -4.938 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 281.982 602.022 cm 0 0 m
24.887 0 l
27.444 0 29.518 2.076 29.518 4.632 c
29.518 8.547 l
29.518 11.108 27.444 13.179 24.887 13.179 c
0 13.179 l
-2.562 13.179 -4.632 11.108 -4.632 8.547 c
-4.632 4.632 l
-4.632 2.076 -2.562 0 0 0 c
h
S 1 0 0 1 -95.544 .14 cm 0 0 m
24.893 0 l
27.448 0 29.519 2.074 29.519 4.63 c
29.519 8.547 l
29.519 11.107 27.448 13.178 24.893 13.178 c
0 13.178 l
-2.554 13.178 -4.631 11.107 -4.631 8.547 c
-4.631 4.63 l
-4.631 2.074 -2.554 0 0 0 c
h
S 1 0 0 1 16.774 13.873 cm 0 0 m
11.728 1.748 l
25.627 3.359 78.19 11.885 89.666 1.036 c
90.924 -.833 l
S
Q
Q
q 1 0 0 1 209.806 597.327 cm 0 0 m
-5.555 1.666 l
-.813 4.875 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 233.628 602.169 cm 0 0 m
24.889 0 l
27.444 0 29.52 2.075 29.52 4.631 c
29.52 8.547 l
29.52 11.105 27.444 13.178 24.889 13.178 c
0 13.178 l
-2.56 13.178 -4.63 11.105 -4.63 8.547 c
-4.63 4.631 l
-4.63 2.075 -2.56 0 0 0 c
h
S 1 0 0 1 -30.423 13.905 cm 0 0 m
7.306 1.124 l
13.939 2.006 l
19.896 2.652 l
25.177 3.055 l
29.786 3.223 l
33.72 3.15 l
36.979 2.839 l
39.568 2.287 l
41.478 1.496 l
42.711 .465 l
43.276 -.803 l
S
Q
Q
q 1 0 0 1 209.823 597.376 cm 0 0 m
-5.572 1.617 l
-.86 4.87 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 198.825 615.34 cm 0 0 m
16.99 2.425 l
33.077 4.562 l
55.3 7.376 77.652 9.804 100.027 10.979 c
110.72 11.406 l
120.512 11.55 l
132.909 11.4 148.738 11.173 160.383 6.415 c
163.878 4.562 l
166.48 2.425 l
168.176 0 l
S
Q
Q
.68972 .12848 0 0 k
q 1 0 0 1 188.397 538.9 cm 0 0 m
0 2.784 2.438 5.034 5.442 5.034 c
8.449 5.034 10.882 2.784 10.882 0 c
10.882 -2.777 8.449 -5.028 5.442 -5.028 c
2.438 -5.028 0 -2.777 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 192.5844 537.4218 Tm
0 0 0 0 k
(6)Tj
ET
.17252 .75283 1 .05774 k
q 1 0 0 1 209.617 538.9 cm 0 0 m
0 2.784 2.437 5.034 5.442 5.034 c
8.449 5.034 10.884 2.784 10.884 0 c
10.884 -2.777 8.449 -5.028 5.442 -5.028 c
2.437 -5.028 0 -2.777 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 213.7964 537.4218 Tm
0 0 0 0 k
(8)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 199.611 553.607 cm 0 0 m
-5.625 0 l
S
Q
Q
0 0 0 1 k
q 1 0 0 1 204.407 541.369 cm 0 0 m
5.21 -2.469 l
0 -4.938 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 246.563 553.607 cm 0 0 m
-5.621 0 l
S
Q
Q
q 1 0 0 1 252.64 541.369 cm 0 0 m
5.21 -2.469 l
0 -4.938 l
f*
Q
.002319 .26014 1 0 k
q 1 0 0 1 236.632 538.9 cm 0 0 m
0 2.784 2.436 5.034 5.445 5.034 c
8.448 5.034 10.885 2.784 10.885 0 c
10.885 -2.777 8.448 -5.028 5.445 -5.028 c
2.436 -5.028 0 -2.777 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 240.8225 537.4218 Tm
0 0 0 0 k
(1)Tj
ET
.17252 .75283 1 .05774 k
q 1 0 0 1 257.85 538.9 cm 0 0 m
0 2.784 2.438 5.034 5.442 5.034 c
8.452 5.034 10.888 2.784 10.888 0 c
10.888 -2.777 8.452 -5.028 5.442 -5.028 c
2.438 -5.028 0 -2.777 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 262.0385 537.4218 Tm
0 0 0 0 k
(8)Tj
ET
.68972 .12848 0 0 k
q 1 0 0 1 287.159 538.9 cm 0 0 m
0 2.784 2.439 5.034 5.447 5.034 c
8.452 5.034 10.889 2.784 10.889 0 c
10.889 -2.777 8.452 -5.028 5.447 -5.028 c
2.439 -5.028 0 -2.777 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 291.3476 537.4218 Tm
0 0 0 0 k
(6)Tj
ET
.88363 .76922 0 0 k
q 1 0 0 1 307.974 538.9 cm 0 0 m
0 2.784 2.438 5.034 5.441 5.034 c
8.448 5.034 10.881 2.784 10.881 0 c
10.881 -2.777 8.448 -5.028 5.441 -5.028 c
2.438 -5.028 0 -2.777 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 312.1606 537.4218 Tm
0 0 0 0 k
(3)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [.91879 1.8376 ]0 d
295.351 553.607 m
290.13 553.607 l
S
Q
0 0 0 1 k
q 1 0 0 1 302.763 541.369 cm 0 0 m
5.211 -2.469 l
0 -4.938 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 282.027 547.099 cm 0 0 m
24.887 0 l
27.444 0 29.518 2.07 29.518 4.627 c
29.518 8.547 l
29.518 11.103 27.444 13.174 24.887 13.174 c
0 13.174 l
-2.56 13.174 -4.632 11.103 -4.632 8.547 c
-4.632 4.627 l
-4.632 2.07 -2.56 0 0 0 c
h
S 1 0 0 1 -95.543 0 cm 0 0 m
24.887 0 l
27.447 0 29.518 2.07 29.518 4.627 c
29.518 8.547 l
29.518 11.103 27.447 13.174 24.887 13.174 c
0 13.174 l
-2.557 13.174 -4.632 11.103 -4.632 8.547 c
-4.632 4.627 l
-4.632 2.07 -2.557 0 0 0 c
h
S 1 0 0 1 16.773 13.856 cm 0 0 m
11.72 1.719 l
25.787 3.294 77.903 11.68 89.654 1.134 c
90.922 -.682 l
S
Q
Q
q 1 0 0 1 209.849 543.706 cm 0 0 m
-5.552 1.683 l
-.802 4.878 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 233.669 547.099 cm 0 0 m
24.892 0 l
27.447 0 29.521 2.07 29.521 4.627 c
29.521 8.547 l
29.521 11.103 27.447 13.174 24.892 13.174 c
0 13.174 l
-2.557 13.174 -4.627 11.103 -4.627 8.547 c
-4.627 4.627 l
-4.627 2.07 -2.557 0 0 0 c
h
S 1 0 0 1 -30.421 13.912 cm 0 0 m
7.302 1.135 l
13.933 2.032 l
19.889 2.683 l
25.173 3.096 l
29.779 3.269 l
33.717 3.204 l
36.975 2.893 l
39.561 2.344 l
41.476 1.562 l
42.712 .533 l
43.277 -.738 l
S
Q
Q
q 1 0 0 1 209.868 543.778 cm 0 0 m
-5.571 1.611 l
-.867 4.867 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 198.87 560.273 cm 0 0 m
16.995 2.509 l
33.088 4.717 l
55.294 7.621 77.643 10.136 100.012 11.35 c
110.69 11.789 l
120.468 11.936 l
132.777 11.79 148.667 11.547 160.171 6.633 c
163.629 4.717 l
166.186 2.509 l
167.845 0 l
S
Q
Q
.002319 .26014 1 0 k
q 1 0 0 1 361.566 565.279 cm 0 0 m
0 2.777 2.432 5.032 5.442 5.032 c
8.444 5.032 10.882 2.777 10.882 0 c
10.882 -2.779 8.444 -5.034 5.442 -5.034 c
2.432 -5.034 0 -2.779 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 365.7557 563.8027 Tm
0 0 0 0 k
(1)Tj
ET
.56222 .98227 0 0 k
q 1 0 0 1 382.784 565.279 cm 0 0 m
0 2.777 2.433 5.032 5.442 5.032 c
8.445 5.032 10.884 2.777 10.884 0 c
10.884 -2.779 8.445 -5.034 5.442 -5.034 c
2.433 -5.034 0 -2.779 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 386.9798 563.8027 Tm
0 0 0 0 k
(5)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 368.177 580.706 cm 0 0 m
-5.624 0 l
S
Q
Q
0 0 0 1 k
q 1 0 0 1 377.574 567.747 cm 0 0 m
5.21 -2.468 l
0 -4.939 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 354.847 573.991 cm 0 0 m
24.892 0 l
27.448 0 29.518 2.073 29.518 4.63 c
29.518 8.547 l
29.518 11.103 27.448 13.177 24.892 13.177 c
0 13.177 l
-2.555 13.177 -4.632 11.103 -4.632 8.547 c
-4.632 4.63 l
-4.632 2.073 -2.555 0 0 0 c
s
Q
Q
.002319 .26014 1 0 k
q 1 0 0 1 361.561 592.764 cm 0 0 m
0 2.778 2.437 5.034 5.44 5.034 c
8.449 5.034 10.887 2.778 10.887 0 c
10.887 -2.779 8.449 -5.029 5.44 -5.029 c
2.437 -5.029 0 -2.779 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 365.7557 591.2888 Tm
0 0 0 0 k
(1)Tj
ET
.88363 .76922 0 0 k
q 1 0 0 1 382.781 592.764 cm 0 0 m
0 2.778 2.436 5.034 5.442 5.034 c
8.448 5.034 10.883 2.778 10.883 0 c
10.883 -2.779 8.448 -5.029 5.442 -5.029 c
2.436 -5.029 0 -2.779 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 386.9718 591.2888 Tm
0 0 0 0 k
(3)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 368.173 608.941 cm 0 0 m
-5.62 0 l
S
Q
Q
0 0 0 1 k
q 1 0 0 1 377.569 595.234 cm 0 0 m
5.212 -2.47 l
0 -4.939 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 354.847 602.169 cm 0 0 m
24.892 0 l
27.448 0 29.518 2.075 29.518 4.631 c
29.518 8.547 l
29.518 11.105 27.448 13.178 24.892 13.178 c
0 13.178 l
-2.555 13.178 -4.632 11.105 -4.632 8.547 c
-4.632 4.631 l
-4.632 2.075 -2.555 0 0 0 c
s
Q
Q
0 .83404 0 0 k
q 1 0 0 1 361.262 538.997 cm 0 0 m
0 2.779 2.438 5.032 5.443 5.032 c
8.45 5.032 10.887 2.779 10.887 0 c
10.887 -2.779 8.45 -5.034 5.443 -5.034 c
2.438 -5.034 0 -2.779 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 365.4537 537.5177 Tm
0 0 0 0 k
(7)Tj
ET
.17252 .75283 1 .05774 k
q 1 0 0 1 382.482 538.997 cm 0 0 m
0 2.779 2.44 5.032 5.442 5.032 c
8.45 5.032 10.883 2.779 10.883 0 c
10.883 -2.779 8.45 -5.034 5.442 -5.034 c
2.44 -5.034 0 -2.779 0 0 c
f*
Q
BT
5.0344 0 0 4.7705 386.6777 537.5177 Tm
0 0 0 0 k
(8)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [.91879 1.8376 ]0 d
367.882 553.706 m
362.262 553.706 l
S
Q
0 0 0 1 k
q 1 0 0 1 377.273 541.464 cm 0 0 m
5.209 -2.467 l
0 -4.936 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 354.558 547.099 cm 0 0 m
24.892 0 l
27.448 0 29.521 2.07 29.521 4.627 c
29.521 8.547 l
29.521 11.103 27.448 13.174 24.892 13.174 c
0 13.174 l
-2.557 13.174 -4.634 11.103 -4.634 8.547 c
-4.634 4.627 l
-4.634 2.07 -2.557 0 0 0 c
h
S 1 0 0 1 -.929 148.489 cm 0 0 m
6.853 6.441 17.277 7.2 24.99 1.826 c
S
Q
Q
q 1 0 0 1 389.692 680.39 cm 0 0 m
1.567 -3.281 l
-2.141 -2.501 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 354.863 663.277 cm 0 0 m
6.22 5.544 15.367 6.276 22.388 1.783 c
S
Q
Q
q 1 0 0 1 388.231 648.923 cm 0 0 m
1.691 -3.227 l
-2.047 -2.572 l
f*
Q
q
319.133 717.308 14.272 -8.916 re
W n
q
15.357 0 0 -9.5704 318.673 717.644 cm
/Im14 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.69046 .93295 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
310.655 736.885 13.893 -9.1603 re
S
Q
q
319.133 717.308 14.272 -8.916 re
W n
q
15.357 0 0 -9.5704 318.673 717.644 cm
/Im14 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.69046 .93295 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
310.655 736.885 13.893 -9.1603 re
S
Q
q
319.276 698.764 14.125 -8.75 re
W n
q
15.142 0 0 -9.5364 318.765 699.148 cm
/Im20 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.71176 .29026 1 .13559 K
1 J 1 j .919 w 2.247 M [] 0 d
310.655 717.836 13.893 -9.0771 re
S
Q
q
319.276 698.764 14.125 -8.75 re
W n
q
15.142 0 0 -9.5364 318.765 699.148 cm
/Im20 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.71176 .29026 1 .13559 K
1 J 1 j .919 w 2.247 M [] 0 d
310.655 717.836 13.893 -9.0771 re
S
Q
q
358.007 677.195 14.27 -8.92 re
W n
q
15.357 0 0 -9.6488 357.553 677.582 cm
/Im21 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.69046 .93295 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
348.496 695.676 13.891 -9.1635 re
S
Q
q
358.007 677.195 14.27 -8.92 re
W n
q
15.357 0 0 -9.6488 357.553 677.582 cm
/Im21 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.69046 .93295 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
348.496 695.676 13.891 -9.1635 re
S
Q
q
382.301 677.193 14.13 -8.749 re
W n
q
14.963 0 0 -9.4304 381.825 677.548 cm
/Im22 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.71176 .29026 1 .13559 K
1 J 1 j .919 w 2.247 M [] 0 d
372.007 695.673 13.891 -9.0772 re
S
Q
q
382.301 677.193 14.13 -8.749 re
W n
q
14.963 0 0 -9.4304 381.825 677.548 cm
/Im22 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.71176 .29026 1 .13559 K
1 J 1 j .919 w 2.247 M [] 0 d
372.007 695.673 13.891 -9.0772 re
S
Q
q
316.118 678.37 17.048 -8.921 re
W n
q
17.763 0 0 -9.6952 315.791 678.736 cm
/Im23 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
0 .83404 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
307.72 696.88 16.593 -9.1603 re
S
Q
q
316.118 678.37 17.048 -8.921 re
W n
q
17.763 0 0 -9.6952 315.791 678.736 cm
/Im23 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
0 .83404 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
307.72 696.88 16.593 -9.1603 re
S
Q
q
316.158 658.106 17.049 -8.836 re
W n
q
17.765 0 0 -9.5016 315.805 658.447 cm
/Im24 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.68972 .12848 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
307.759 676.069 16.596 -9.0771 re
S
Q
q
316.158 658.106 17.049 -8.836 re
W n
q
17.765 0 0 -9.5016 315.805 658.447 cm
/Im24 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.68972 .12848 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
307.759 676.069 16.596 -9.0771 re
S
Q
q
358.007 645.736 17.05 -8.917 re
W n
q
17.764 0 0 -9.6264 357.678 646.096 cm
/Im25 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
0 .83404 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
348.496 663.358 16.595 -9.1614 re
S
Q
q
358.007 645.736 17.05 -8.917 re
W n
q
17.764 0 0 -9.6264 357.678 646.096 cm
/Im25 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
0 .83404 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
348.496 663.358 16.595 -9.1614 re
S
Q
q
379.386 645.655 17.05 -8.837 re
W n
q
17.756 0 0 -9.5175 379.028 645.983 cm
/Im26 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.68972 .12848 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
369.307 663.275 16.597 -9.0782 re
S
Q
q
379.386 645.655 17.05 -8.837 re
W n
q
17.756 0 0 -9.5175 379.028 645.983 cm
/Im26 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.68972 .12848 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
369.307 663.275 16.597 -9.0782 re
S
Q
q
382.16 704.898 14.27 -7.863 re
W n
q
15.12 0 0 -8.6225 381.844 705.289 cm
/Im27 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
0 .99414 1 0 K
1 J 1 j .919 w 2.247 M [] 0 d
372.007 724.134 13.891 -8.0776 re
S
Q
q
382.16 704.898 14.27 -7.863 re
W n
q
15.12 0 0 -8.6225 381.844 705.289 cm
/Im27 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
0 .99414 1 0 K
1 J 1 j .919 w 2.247 M [] 0 d
372.007 724.134 13.891 -8.0776 re
S
Q
q
244.545 709.879 18.216 -12.857 re
W n
q
18.963 0 0 -13.625 244.218 710.265 cm
/Im28 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.88363 .76922 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
238.301 728.948 17.365 -12.27 re
S
Q
q
244.545 709.879 18.216 -12.857 re
W n
q
18.963 0 0 -13.625 244.218 710.265 cm
/Im28 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.88363 .76922 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
238.301 728.948 17.365 -12.27 re
S
Q
q
357.693 704.898 14.272 -8.452 re
W n
q
15.116 0 0 -9.0827 357.367 705.201 cm
/Im29 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.88363 .76922 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
348.697 723.936 13.601 -8.0673 re
S
Q
q
357.693 704.898 14.272 -8.452 re
W n
q
15.116 0 0 -9.0827 357.367 705.201 cm
/Im29 Do
Q
Q
q
1.0273 0 0 .97343 0 0 cm
.88363 .76922 0 0 K
1 J 1 j .919 w 2.247 M [] 0 d
348.697 723.936 13.601 -8.0673 re
S
Q
BT
/TT10 1 Tf
6.6958 0 0 6.3447 364.5597 690.6021 Tm
0 .99414 1 0 k
<0001>Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 .99414 1 0 K
1 J 1 j .186 w 2.247 M [] 0 d
q 1 0 0 1 356.825 709.762 cm 0 0 m
.025 -.026 l
.34 -.178 .496 -.418 .496 -.748 c
.496 -.965 .419 -1.152 .262 -1.311 c
.103 -1.472 -.084 -1.552 -.302 -1.552 c
-.519 -1.552 -.708 -1.472 -.862 -1.311 c
-1.016 -1.152 -1.093 -.965 -1.093 -.748 c
-1.093 -.594 -1.054 -.453 -.977 -.325 c
-.901 -.197 -.792 -.103 -.651 -.039 c
-.602 -.007 l
-.647 .025 l
-.914 .136 -1.048 .386 -1.048 .78 c
-1.048 1.055 -1.032 1.274 -.997 1.437 c
-.959 1.6 -.901 1.728 -.824 1.828 c
-.746 1.93 -.614 2.045 -.435 2.173 c
-.257 2.304 -.126 2.436 -.039 2.568 c
.051 2.704 .095 2.896 .095 3.144 c
.025 3.336 l
-.148 3.426 l
-.352 3.304 l
-.417 3.223 -.466 3.1 -.499 2.939 c
-.534 2.776 -.608 2.644 -.722 2.543 c
-.837 2.443 -.982 2.396 -1.157 2.396 c
-1.4 2.396 -1.584 2.469 -1.707 2.62 c
-1.827 2.773 -1.887 2.949 -1.887 3.151 c
-1.887 3.35 -1.832 3.579 -1.72 3.839 c
-1.609 4.104 -1.422 4.316 -1.157 4.479 c
-.893 4.644 -.575 4.729 -.199 4.729 c
.308 4.729 .717 4.577 1.035 4.275 c
1.349 3.976 1.508 3.599 1.508 3.144 c
1.508 2.692 1.449 2.354 1.335 2.135 c
1.22 1.917 1.011 1.681 .714 1.425 c
.568 1.3 .477 1.198 .441 1.118 c
.402 1.036 .384 .911 .384 .742 c
.384 .383 .264 .147 .025 .032 c
0 0 l
h
S 1 0 0 1 -.32 .211 cm 0 0 m
.307 0 .46 .176 .46 .531 c
.46 .744 .483 .9 .531 1.003 c
.577 1.105 .712 1.254 .938 1.451 c
1.164 1.646 1.329 1.843 1.431 2.039 c
1.533 2.232 1.585 2.527 1.585 2.921 c
1.585 3.311 1.45 3.636 1.182 3.891 c
.915 4.15 .56 4.282 .122 4.282 c
-.169 4.282 -.421 4.224 -.639 4.109 c
-.853 3.994 -1.02 3.825 -1.144 3.604 c
-1.264 3.381 -1.323 3.164 -1.323 2.946 c
-1.323 2.8 -1.288 2.677 -1.214 2.575 c
-1.142 2.476 -1.022 2.427 -.856 2.427 c
-.605 2.427 -.456 2.553 -.41 2.805 c
-.366 3.005 -.291 3.164 -.179 3.277 c
-.064 3.395 .055 3.457 .179 3.457 c
.307 3.457 .418 3.402 .511 3.297 c
.609 3.196 .659 3.074 .659 2.933 c
.659 2.626 .604 2.393 .498 2.236 c
.391 2.079 .217 1.913 -.025 1.738 c
-.205 1.606 -.327 1.463 -.39 1.31 c
-.453 1.16 -.485 .913 -.485 .569 c
-.485 .189 -.325 0 0 0 c
h
S 1 0 0 1 .018 -1.521 cm 0 0 m
.154 0 .284 .057 .39 .167 c
.501 .278 .557 .41 .557 .563 c
.557 .714 .501 .841 .39 .947 c
.284 1.051 .154 1.105 0 1.105 c
-.153 1.105 -.286 1.051 -.396 .947 c
-.501 .841 -.555 .714 -.555 .563 c
-.555 .41 -.501 .278 -.396 .167 c
-.286 .057 -.153 0 0 0 c
s
Q
Q
BT
/TT11 1 Tf
6.6958 0 0 6.3447 371.2727 690.6021 Tm
<0001>Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 .99414 1 0 K
1 J 1 j .186 w 2.247 M [] 0 d
q 1 0 0 1 367.896 711.379 cm 0 0 m
-2.601 -1.541 l
-2.601 -.568 l
-6.287 -.568 l
-6.287 .619 l
-2.601 .619 l
-2.601 1.635 l
h
S 1 0 0 1 -.474 .006 cm 0 0 m
-1.884 1.195 l
-1.884 .371 l
-5.577 .371 l
-5.577 -.333 l
-1.884 -.333 l
-1.884 -1.118 l
s
Q
Q
BT
/TT12 1 Tf
6.6958 0 0 6.3447 378.0017 690.6021 Tm
<0001>Tj
/TT9 1 Tf
.244 0 TD
-.0003 Tc
(fork)Tj
/TT10 1 Tf
.68972 .12848 0 0 k
-2.249 -9.448 TD
0 Tc
<0001>Tj
ET
q
1.0273 0 0 .97343 0 0 cm
.68972 .12848 0 0 K
1 J 1 j .186 w 2.247 M [] 0 d
q 1 0 0 1 356.84 648.18 cm 0 0 m
.025 -.026 l
.341 -.179 .497 -.419 .497 -.747 c
.497 -.964 .419 -1.152 .262 -1.31 c
.103 -1.471 -.084 -1.553 -.301 -1.553 c
-.519 -1.553 -.707 -1.471 -.862 -1.31 c
-1.016 -1.152 -1.092 -.964 -1.092 -.747 c
-1.092 -.595 -1.054 -.454 -.977 -.326 c
-.9 -.198 -.791 -.102 -.652 -.038 c
-.602 -.006 l
-.646 .026 l
-.913 .137 -1.047 .387 -1.047 .78 c
-1.047 1.056 -1.032 1.275 -.997 1.438 c
-.958 1.599 -.9 1.729 -.824 1.829 c
-.746 1.929 -.613 2.044 -.435 2.173 c
-.256 2.303 -.125 2.436 -.039 2.569 c
.052 2.705 .095 2.897 .095 3.145 c
.025 3.335 l
-.147 3.424 l
-.352 3.303 l
-.416 3.222 -.465 3.1 -.499 2.94 c
-.534 2.777 -.608 2.645 -.723 2.544 c
-.836 2.444 -.982 2.397 -1.156 2.397 c
-1.4 2.397 -1.584 2.47 -1.706 2.621 c
-1.826 2.774 -1.886 2.949 -1.886 3.15 c
-1.886 3.349 -1.831 3.579 -1.72 3.84 c
-1.609 4.104 -1.422 4.317 -1.156 4.479 c
-.893 4.645 -.574 4.728 -.199 4.728 c
.309 4.728 .717 4.577 1.035 4.274 c
1.349 3.977 1.508 3.599 1.508 3.145 c
1.508 2.692 1.45 2.355 1.336 2.134 c
1.22 1.916 1.012 1.682 .715 1.426 c
.569 1.301 .478 1.198 .441 1.119 c
.403 1.037 .384 .91 .384 .741 c
.384 .384 .264 .148 .025 .032 c
0 0 l
h
S 1 0 0 1 -.32 .212 cm 0 0 m
.308 0 .46 .176 .46 .529 c
.46 .742 .483 .9 .531 1.003 c
.577 1.105 .713 1.253 .939 1.451 c
1.164 1.644 1.329 1.841 1.432 2.037 c
1.534 2.232 1.585 2.527 1.585 2.921 c
1.585 3.311 1.45 3.636 1.182 3.891 c
.914 4.149 .56 4.28 .122 4.28 c
-.169 4.28 -.422 4.222 -.638 4.108 c
-.853 3.993 -1.02 3.824 -1.144 3.604 c
-1.264 3.381 -1.323 3.162 -1.323 2.944 c
-1.323 2.8 -1.287 2.677 -1.214 2.574 c
-1.142 2.476 -1.022 2.427 -.856 2.427 c
-.605 2.427 -.458 2.552 -.41 2.803 c
-.368 3.005 -.291 3.162 -.179 3.277 c
-.064 3.395 .055 3.456 .179 3.456 c
.308 3.456 .418 3.401 .512 3.297 c
.609 3.194 .659 3.073 .659 2.933 c
.659 2.626 .604 2.393 .499 2.235 c
.392 2.077 .218 1.911 -.025 1.737 c
-.204 1.606 -.326 1.463 -.39 1.31 c
-.453 1.16 -.485 .913 -.485 .568 c
-.485 .189 -.324 0 0 0 c
h
S 1 0 0 1 .019 -1.521 cm 0 0 m
.154 0 .283 .057 .39 .166 c
.5 .278 .557 .41 .557 .563 c
.557 .712 .5 .84 .39 .945 c
.283 1.051 .154 1.105 0 1.105 c
-.154 1.105 -.286 1.051 -.397 .945 c
-.502 .84 -.555 .712 -.555 .563 c
-.555 .41 -.502 .278 -.397 .166 c
-.286 .057 -.154 0 0 0 c
s
Q
Q
BT
/TT11 1 Tf
6.6958 0 0 6.3447 371.2937 630.6569 Tm
<0001>Tj
ET
q
1.0273 0 0 .97343 0 0 cm
.68972 .12848 0 0 K
1 J 1 j .186 w 2.247 M [] 0 d
q 1 0 0 1 367.916 649.797 cm 0 0 m
-2.601 -1.54 l
-2.601 -.569 l
-6.287 -.569 l
-6.287 .62 l
-2.601 .62 l
-2.601 1.635 l
h
S 1 0 0 1 -.474 .006 cm 0 0 m
-1.884 1.195 l
-1.884 .37 l
-5.577 .37 l
-5.577 -.332 l
-1.884 -.332 l
-1.884 -1.118 l
s
Q
Q
BT
/TT12 1 Tf
6.6958 0 0 6.3447 378.0187 630.6569 Tm
<0001>Tj
/TT9 1 Tf
.244 0 TD
.0008 Tc
(plate)Tj
/TT10 1 Tf
.71176 .29026 1 .13559 k
-2.2471 4.9561 TD
0 Tc
<0001>Tj
ET
q
1.0273 0 0 .97343 0 0 cm
.71176 .29026 1 .13559 K
1 J 1 j .186 w 2.247 M [] 0 d
q 1 0 0 1 356.873 680.485 cm 0 0 m
.026 -.026 l
.341 -.18 .497 -.42 .497 -.749 c
.497 -.965 .42 -1.153 .263 -1.311 c
.104 -1.472 -.083 -1.553 -.301 -1.553 c
-.518 -1.553 -.707 -1.472 -.861 -1.311 c
-1.015 -1.153 -1.092 -.965 -1.092 -.749 c
-1.092 -.596 -1.054 -.455 -.977 -.327 c
-.902 -.199 -.793 -.103 -.652 -.039 c
-.601 -.007 l
-.646 .025 l
-.913 .136 -1.047 .386 -1.047 .779 c
-1.047 1.055 -1.031 1.274 -.996 1.437 c
-.958 1.598 -.902 1.728 -.824 1.827 c
-.745 1.928 -.613 2.043 -.435 2.172 c
-.255 2.303 -.125 2.436 -.038 2.568 c
.052 2.704 .096 2.896 .096 3.142 c
.026 3.335 l
-.147 3.424 l
-.351 3.302 l
-.416 3.221 -.465 3.099 -.498 2.939 c
-.533 2.776 -.607 2.645 -.722 2.542 c
-.836 2.443 -.982 2.396 -1.156 2.396 c
-1.399 2.396 -1.583 2.469 -1.706 2.62 c
-1.826 2.773 -1.886 2.947 -1.886 3.149 c
-1.886 3.349 -1.831 3.579 -1.719 3.84 c
-1.609 4.103 -1.421 4.315 -1.156 4.478 c
-.892 4.644 -.574 4.727 -.198 4.727 c
.308 4.727 .718 4.576 1.035 4.272 c
1.35 3.976 1.509 3.599 1.509 3.142 c
1.509 2.691 1.451 2.354 1.336 2.134 c
1.221 1.916 1.012 1.681 .715 1.425 c
.569 1.299 .479 1.197 .442 1.118 c
.403 1.035 .385 .909 .385 .74 c
.385 .383 .264 .147 .026 .032 c
0 0 l
h
S 1 0 0 1 -.319 .211 cm 0 0 m
.307 0 .46 .176 .46 .529 c
.46 .742 .483 .9 .531 1.003 c
.577 1.105 .712 1.254 .938 1.451 c
1.164 1.645 1.329 1.841 1.431 2.038 c
1.533 2.232 1.585 2.527 1.585 2.921 c
1.585 3.311 1.45 3.636 1.182 3.891 c
.913 4.149 .56 4.28 .122 4.28 c
-.17 4.28 -.422 4.222 -.639 4.107 c
-.853 3.994 -1.021 3.825 -1.144 3.604 c
-1.264 3.381 -1.323 3.162 -1.323 2.944 c
-1.323 2.8 -1.288 2.677 -1.215 2.574 c
-1.142 2.476 -1.022 2.427 -.856 2.427 c
-.604 2.427 -.458 2.553 -.41 2.803 c
-.368 3.004 -.291 3.162 -.179 3.277 c
-.064 3.395 .055 3.457 .179 3.457 c
.307 3.457 .418 3.402 .511 3.297 c
.609 3.194 .659 3.073 .659 2.932 c
.659 2.626 .605 2.393 .498 2.235 c
.391 2.077 .217 1.911 -.025 1.737 c
-.205 1.606 -.327 1.463 -.39 1.31 c
-.453 1.16 -.485 .913 -.485 .568 c
-.485 .189 -.325 0 0 0 c
h
S 1 0 0 1 .019 -1.521 cm 0 0 m
.154 0 .283 .057 .39 .166 c
.501 .278 .557 .41 .557 .562 c
.557 .712 .501 .84 .39 .946 c
.283 1.051 .154 1.105 0 1.105 c
-.153 1.105 -.286 1.051 -.396 .946 c
-.501 .84 -.555 .712 -.555 .562 c
-.555 .41 -.501 .278 -.396 .166 c
-.286 .057 -.153 0 0 0 c
s
Q
Q
BT
/TT11 1 Tf
6.6958 0 0 6.3447 371.3227 662.1019 Tm
<0001>Tj
ET
q
1.0273 0 0 .97343 0 0 cm
.71176 .29026 1 .13559 K
1 J 1 j .186 w 2.247 M [] 0 d
q 1 0 0 1 367.943 682.102 cm 0 0 m
-2.601 -1.541 l
-2.601 -.57 l
-6.287 -.57 l
-6.287 .618 l
-2.601 .618 l
-2.601 1.634 l
h
S 1 0 0 1 -.473 .006 cm 0 0 m
-1.885 1.195 l
-1.885 .369 l
-5.578 .369 l
-5.578 -.333 l
-1.885 -.333 l
-1.885 -1.119 l
s
Q
Q
BT
/TT12 1 Tf
6.6958 0 0 6.3447 378.0527 662.1019 Tm
<0001>Tj
/TT9 1 Tf
.2439 0 TD
.0017 Tc
(food)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 176.177 698.577 cm 0 0 m
-4.678 -5.75 l
-4.654 -2.858 l
-11.407 -2.803 l
-11.362 2.986 l
-4.607 2.933 l
-4.583 5.825 l
s
Q
Q
BT
12.586 0 0 11.9262 326.1976 591.5668 Tm
0 0 0 1 k
0 Tc
(...)Tj
.01 -2.295 TD
(...)Tj
.01 -2.16 TD
(...)Tj
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 230.394 698.488 cm 0 0 m
-4.675 -5.755 l
-4.651 -2.858 l
-11.407 -2.805 l
-11.36 2.986 l
-4.606 2.929 l
-4.58 5.825 l
h
S 1 0 0 1 115.648 0 cm 0 0 m
-4.675 -5.755 l
-4.652 -2.858 l
-11.406 -2.805 l
-11.362 2.986 l
-4.607 2.929 l
-4.583 5.825 l
s
Q
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .817 w 2.247 M [] 0 d
q 1 0 0 1 350.825 544.126 cm 0 0 m
33.262 0 l
35.82 0 37.893 2.07 37.893 4.625 c
37.893 205.66 l
37.893 208.217 35.82 210.291 33.262 210.291 c
0 210.291 l
-2.557 210.291 -4.632 208.217 -4.632 205.66 c
-4.632 4.625 l
-4.632 2.07 -2.557 0 0 0 c
s
Q
Q
0 0 0 0 k
q 1 0 0 1 289.402 613.058 cm 0 0 m
-5.946 4.508 l
-2.97 4.508 l
-2.97 15.775 l
2.973 15.775 l
2.973 4.508 l
5.948 4.508 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 281.713 629.789 cm 0 0 m
-5.788 4.631 l
-2.891 4.631 l
-2.891 16.206 l
2.894 16.206 l
2.894 4.631 l
5.79 4.631 l
s
Q
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [.91879 1.8376 ]0 d
425.315 588.435 m
431.264 573.876 l
S
Q
0 0 0 1 k
q 1 0 0 1 434.756 571.298 cm 0 0 m
.437 5.505 l
4.821 1.866 l
f*
Q
BT
/TT14 1 Tf
6.6958 0 0 6.3447 425.4258 563.2778 Tm
.0011 Tc
[(ho)5.1(ld)]TJ
ET
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [.91879 1.8376 ]0 d
460.733 573.626 m
453.249 574.149 447.38 580.264 447.159 587.765 c
S
Q
q 1 0 0 1 456.697 571.841 cm 0 0 m
3.226 4.596 l
5.17 -.607 l
f*
Q
BT
6.6958 0 0 6.3447 456.1029 557.8118 Tm
.004 Tc
(of)Tj
ET
0 0 0 0 k
q 1 0 0 1 411.103 679.932 cm 0 0 m
-4.807 -5.602 l
-4.782 -2.782 l
-11.721 -2.731 l
-11.675 2.907 l
-4.735 2.851 l
-4.71 5.67 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 400.182 698.488 cm 0 0 m
-4.679 -5.755 l
-4.655 -2.858 l
-11.41 -2.805 l
-11.365 2.986 l
-4.609 2.929 l
-4.585 5.825 l
s
Q
Q
q 1 0 0 1 411.339 572.49 cm 0 0 m
-4.759 -5.634 l
-4.759 -2.814 l
-11.697 -2.814 l
-11.697 2.817 l
-4.759 2.817 l
-4.759 5.636 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 400.411 588.113 cm 0 0 m
-4.633 -5.788 l
-4.633 -2.891 l
-11.386 -2.891 l
-11.386 2.894 l
-4.633 2.894 l
-4.633 5.79 l
s
Q
Q
q
261.81 710.771 9.755 4.513 re
W n
261.811 710.066 m
271.565 710.064 l
271.565 715.283 l
261.811 715.283 l
261.811 710.066 l
W n
261.96 715.211 m
271.529 715.211 l
271.529 710.86 l
261.96 710.86 l
261.96 715.211 l
W n
q
9.8324 -.000022 -.000039 4.513 261.811 710.774 cm
/Im30 Do
Q
Q
q
261.811 710.066 m
271.565 710.064 l
271.565 715.283 l
261.811 715.283 l
261.811 710.066 l
W n
261.811 710.064 9.753 .70697 re
f
Q
q
307.952 717.08 9.757 4.513 re
W n
307.954 716.374 m
317.703 716.374 l
317.703 721.592 l
307.952 721.592 l
307.954 716.374 l
W n
308.076 721.588 m
317.707 721.588 l
317.707 717.229 l
308.076 717.229 l
308.076 721.588 l
W n
q
9.8341 -.000022 -.000039 4.513 307.953 717.083 cm
/Im31 Do
Q
Q
q
307.954 716.374 m
317.703 716.374 l
317.703 721.592 l
307.952 721.592 l
307.954 716.374 l
W n
307.952 716.374 9.751 .70697 re
f
Q
q
302.76 693.29 9.674 -4.324 re
W n
q
10.075 -.000022 -.000039 4.513 302.596 688.913 cm
/Im32 Do
Q
Q
q
302.596 688.966 m
312.5 688.966 l
312.5 688.205 l
302.596 688.205 l
302.596 688.966 l
W n
302.596 688.205 9.904 .70599 re
f
Q
q
237.747 654.766 9.601 4.513 re
W n
q
9.8307 -.000022 -.00002 4.513 237.749 654.769 cm
/Im33 Do
Q
Q
237.748 654.058 9.6 .70795 re
f
q
299.395 679.34 9.674 -4.306 re
W n
q
10.076 0 -.000039 4.513 299.276 674.967 cm
/Im34 Do
Q
Q
299.275 674.257 9.911 .70697 re
f
q
314.797 642.672 9.415 -4.384 re
W n
q
9.8324 0 -.000039 4.513 314.601 638.203 cm
/Im35 Do
Q
Q
314.601 637.492 9.755 .70898 re
f
q
377.409 685.305 m
391.409 685.305 l
391.409 689.818 l
377.408 689.818 l
W n
377.407 689.703 m
391.251 689.703 l
391.251 685.384 l
377.407 685.384 l
377.407 689.703 l
W n
q
14.156 0 -.000039 4.513 377.409 685.307 cm
/Im4 Do
Q
Q
q
377.407 685.319 m
391.402 685.319 l
391.402 684.598 l
377.407 684.598 l
377.407 685.319 l
W n
377.408 684.598 13.994 .70697 re
f
Q
q
377.63 656.223 13.88 -4.275 re
W n
q
14.173 0 -.000039 4.513 377.455 651.791 cm
/Im36 Do
Q
Q
377.454 651.081 14.17 .70801 re
f
q
259.856 604.808 9.571 -4.384 re
W n
q
10.075 0 -.000039 4.513 259.674 600.321 cm
/Im32 Do
Q
Q
q
259.673 600.424 m
269.579 600.424 l
269.579 599.613 l
259.673 599.613 l
259.673 600.424 l
W n
259.673 599.613 9.906 .70502 re
f
Q
q
307.959 600.239 9.912 4.513 re
W n
q
10.073 0 0 4.572 307.914 600.234 cm
/Im37 Do
Q
Q
q
307.962 600.424 m
317.866 600.424 l
317.866 599.534 l
307.962 599.534 l
307.962 600.424 l
W n
307.962 599.534 9.904 .70605 re
f
Q
q
377.63 715.959 13.88 -4.335 re
W n
q
14.157 -.000022 -.000039 4.513 377.543 711.449 cm
/Im38 Do
Q
Q
q
377.539 711.624 m
391.538 711.624 l
391.538 710.741 l
377.539 710.741 l
377.539 711.624 l
W n
377.541 710.741 13.997 .70593 re
f
Q
q
259.671 573.163 m
269.427 573.163 l
269.427 577.676 l
259.671 577.676 l
W n
259.856 577.511 m
269.425 577.511 l
269.425 573.322 l
259.856 573.322 l
259.856 577.511 l
W n
q
9.8324 0 -.000039 4.513 259.672 573.165 cm
/Im39 Do
Q
Q
259.671 572.456 9.754 .70697 re
f
q
307.952 573.29 9.757 4.513 re
W n
307.954 572.584 m
317.703 572.584 l
317.703 577.801 l
307.952 577.801 l
307.954 572.584 l
W n
308.076 577.706 m
317.707 577.706 l
317.707 573.322 l
308.076 573.322 l
308.076 577.706 l
W n
q
9.8341 0 -.000039 4.513 307.953 573.293 cm
/Im40 Do
Q
Q
q
307.954 572.584 m
317.703 572.584 l
317.703 577.801 l
307.952 577.801 l
307.954 572.584 l
W n
307.952 572.584 9.751 .70697 re
f
Q
q
377.455 547.053 14.17 4.513 re
W n
q
14.173 0 -.000039 4.513 377.455 547.055 cm
/Im36 Do
Q
Q
377.454 546.344 14.17 .70801 re
f
q
308.076 551.24 9.639 -4.224 re
W n
q
9.8324 0 -.000039 4.513 307.965 546.923 cm
/Im41 Do
Q
Q
307.964 546.213 9.754 .70795 re
f
q
259.856 551.21 9.254 -4.348 re
W n
q
9.8303 0 -.000039 4.513 259.673 546.701 cm
/Im42 Do
Q
Q
q
259.673 546.862 m
269.268 546.862 l
269.268 545.992 l
259.673 545.992 l
259.673 546.862 l
W n
259.673 545.992 9.595 .70703 re
f
Q
q
377.408 600.339 m
391.409 600.339 l
391.409 604.852 l
377.407 604.852 l
W n
377.407 604.808 m
391.251 604.808 l
391.251 600.424 l
377.407 600.424 l
377.407 604.808 l
W n
q
14.157 0 -.000039 4.513 377.408 600.341 cm
/Im38 Do
Q
Q
q
377.407 600.424 m
391.402 600.424 l
391.402 599.633 l
377.407 599.633 l
377.407 600.424 l
W n
377.407 599.633 13.995 .70605 re
f
Q
q 1 0 0 1 377.407 612.759 cm 0 0 m
-5.95 4.508 l
-2.975 4.508 l
-2.975 15.775 l
2.97 15.775 l
2.97 4.508 l
5.945 4.508 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 367.381 629.481 cm 0 0 m
-5.792 4.631 l
-2.896 4.631 l
-2.896 16.206 l
2.891 16.206 l
2.891 4.631 l
5.787 4.631 l
s
Q
Q
q 1 0 0 1 377.407 612.759 cm 0 0 m
-5.95 4.508 l
-2.975 4.508 l
-2.975 15.775 l
2.97 15.775 l
2.97 4.508 l
5.945 4.508 l
f*
Q
q
1.0273 0 0 .97343 0 0 cm
0 0 0 1 K
1 J 1 j .919 w 2.247 M [] 0 d
q 1 0 0 1 367.381 629.481 cm 0 0 m
-5.792 4.631 l
-2.896 4.631 l
-2.896 16.206 l
2.891 16.206 l
2.891 4.631 l
5.787 4.631 l
s
Q
Q
q
375.708 624.324 3.586 -2.6279 re
W n
q
3.8421 0 -.000027 2.773 375.516 621.553 cm
/Im43 Do
Q
Q
q
375.515 621.696 m
379.294 621.696 l
379.294 619.705 l
375.515 619.705 l
375.515 621.696 l
W n
375.515 619.705 3.779 1.846 re
f
Q
q
287.491 624.338 3.492 -2.642 re
W n
q
3.8417 0 -.000027 2.773 287.404 621.668 cm
/Im43 Do
Q
Q
q
287.404 621.696 m
291.183 621.696 l
291.183 619.82 l
287.404 619.82 l
287.404 621.696 l
W n
287.404 619.82 3.779 1.847 re
f
Q
.88363 .76922 0 0 k
245.016 703.519 6.71 5.888 re
f
BT
/TT9 1 Tf
6.6958 0 0 6.3447 246.7125 704.512 Tm
0 0 0 0 k
0 Tc
(3)Tj
ET
0 .99414 1 0 k
273.182 703.519 6.709 5.888 re
f
BT
6.6958 0 0 6.3447 274.8765 704.512 Tm
0 0 0 0 k
(2)Tj
ET
.002319 .26014 1 0 k
256.315 687.868 6.709 5.8879 re
f
BT
6.6958 0 0 6.3447 258.0195 688.865 Tm
0 0 0 0 k
(1)Tj
ET
.17252 .75283 1 .05774 k
255.934 644.656 6.709 5.888 re
f
BT
6.6958 0 0 6.3447 257.6375 645.6439 Tm
0 0 0 0 k
(8)Tj
ET
.68972 .12848 0 0 k
316.158 652.219 6.71 5.89 re
f
BT
6.6958 0 0 6.3447 317.8576 653.21 Tm
0 0 0 0 k
(6)Tj
ET
0 .83404 0 0 k
316.118 672.479 6.707 5.888 re
f
BT
6.6958 0 0 6.3447 317.8196 673.476 Tm
0 0 0 0 k
(7)Tj
ET
.71176 .29026 1 .13559 k
319.133 692.876 6.708 5.89 re
f
BT
6.6958 0 0 6.3447 320.8406 693.866 Tm
0 0 0 0 k
(4)Tj
ET
.69046 .93295 0 0 k
319.133 711.421 6.708 5.889 re
f
BT
6.6958 0 0 6.3447 320.8406 712.411 Tm
0 0 0 0 k
(5)Tj
ET
.88363 .76922 0 0 k
358.007 699.009 6.709 5.891 re
f
BT
6.6958 0 0 6.3447 359.7147 700.0001 Tm
0 0 0 0 k
(3)Tj
ET
0 .99414 1 0 k
382.16 699.009 6.708 5.891 re
f
BT
6.6958 0 0 6.3447 383.8718 700.0001 Tm
0 0 0 0 k
(2)Tj
ET
.69046 .93295 0 0 k
357.781 671.307 6.71 5.888 re
f
BT
6.6958 0 0 6.3447 359.4837 672.291 Tm
0 0 0 0 k
(5)Tj
ET
.71176 .29026 1 .13559 k
382.16 671.307 6.708 5.888 re
f
BT
6.6958 0 0 6.3447 383.8718 672.291 Tm
0 0 0 0 k
(4)Tj
ET
0 .83404 0 0 k
357.781 639.846 6.71 5.892 re
f
BT
6.6958 0 0 6.3447 359.4837 640.8379 Tm
0 0 0 0 k
(7)Tj
ET
.68972 .12848 0 0 k
379.786 639.846 6.706 5.892 re
f
BT
6.6958 0 0 6.3447 381.4837 640.8379 Tm
0 0 0 0 k
(6)Tj
ET
.002319 .26014 1 0 k
426.165 722.11 6.709 5.89 re
f
BT
6.6958 0 0 6.3447 427.8718 723.1091 Tm
0 0 0 0 k
(1)Tj
ET
.88363 .76922 0 0 k
427.078 672.884 6.709 5.888 re
f
BT
6.6958 0 0 6.3447 428.7869 673.878 Tm
0 0 0 0 k
(3)Tj
ET
0 .83404 0 0 k
415.727 633.795 6.708 5.888 re
f
BT
6.6958 0 0 6.3447 417.4378 634.7879 Tm
0 0 0 0 k
(7)Tj
ET
.68972 .12848 0 0 k
412.321 649.99 6.709 5.888 re
f
BT
6.6958 0 0 6.3447 414.0278 650.9789 Tm
0 0 0 0 k
(6)Tj
ET
.17252 .75283 1 .05774 k
410.969 656.979 6.708 5.889 re
f
BT
6.6958 0 0 6.3447 412.6768 657.9719 Tm
0 0 0 0 k
(8)Tj
10.0688 0 0 9.541 278.7905 721.7141 Tm
0 0 0 1 k
-.0002 Tc
(ART)Tj
10.0687 0 0 9.5409 250.8415 610.6008 Tm
0 Tc
(R)Tj
/G1 1 Tf
.7219 0 TD
<0027>Tj
/TT9 1 Tf
.554 0 TD
(P)Tj
10.0688 0 0 9.541 365.6547 721.7141 Tm
-.0009 Tc
(HMP)Tj
ET
q
168.696 630.331 m
50.249 630.331 l
50.249 728.754 l
168.696 728.754 l
168.696 630.331 l
113.393 717.86 m
113.393 683.49 l
162.748 683.49 l
162.748 717.86 l
113.393 717.86 l
W n
q
119.06 0 0 -98.772 50.034 728.946 cm
/Im44 Do
Q
Q
q
162.748 683.49 m
113.393 683.49 l
113.393 717.86 l
162.748 717.86 l
162.748 683.49 l
W n
q
49.872 0 0 -34.752 113.154 718.086 cm
/Im45 Do
Q
Q
q
521.302 683.489 m
473.732 683.489 l
473.732 716.734 l
521.302 716.734 l
521.302 683.489 l
W n
q
48.202 0 0 -33.672 473.514 717.006 cm
/Im46 Do
Q
Q
q
293.207 676.728 m
274.536 676.728 l
274.536 689.686 l
293.207 689.686 l
293.207 676.728 l
W n
q
18.961 0 0 -13.152 274.434 689.766 cm
/Im47 Do
Q
Q
q
200.804 708.676 m
192.835 708.676 l
192.835 712.787 l
200.804 712.787 l
200.804 708.676 l
W n
q
8.1613 0 0 -4.272 192.774 712.866 cm
/Im48 Do
Q
Q
/GS1 gs
BT
/F2 1 Tf
8.7176 0 0 8.7176 48.7217 515.1166 Tm
/Cs8 cs 1 scn
0 Tc
[(Figure)-284(2.)-410(The)-284(frame)25(w)10(ork)-283(of)-284(HL-Net.)-411(HL-Net)-283(obtains)-284(object)-283(proposals)-284(through)-284(F)15(aster)-283(R-CNN)-284([)]TJ
.62765 0 1 0 k
38.6619 0 TD
(19)Tj
/Cs8 cs 1 scn
1 0 TD
[(].)-410(It)-284(then)-284(impro)15(v)15(e)0(s)-283(the)-284(performance)-283(of)]TJ
-39.662 -1.2222 TD
[(SGG)-298(through)-299(the)-298(application)-298(of)-299(tw)10(o)-298(n)0(o)15(v)15(e)0(l)-299(modules:)-407(\(1\))-298(an)-298(AR)60(T)-299(module)-298(that)-298(enables)-299(message-passing)-298(between)-299(objects)-299(with)-298(heterophily)]TJ
T*
[(considered;)-243(\(2\))-240(an)-240(RFP)-240(module)-240(that)-240(e)15(xplores)-240(connections)-240(between)-240(heterophilic)-240(relationships.)-306(Moreo)15(v)15(e)0(r)40(,)-242(HL-Net)-240(includes)-240(an)-240(HMP)-240(scheme)]TJ
T*
[(that)-250(identi\223es)-250(the)-250(heterophily)-250(and)-250(homophily)-249.9(between)-250(objects)-249.9(and)-250(those)-250(between)-250(relationships)-250(under)-249.9(complicated)-250.1(visual)-250(scenes.)]TJ
/F1 1 Tf
11.6235 0 0 11.6235 48.7217 450.8966 Tm
[(3.)-250(Heter)18(ophily)-250(Lear)15(ning)-250(Netw)10(ork)]TJ
/F2 1 Tf
9.6862 0 0 9.6862 60.345 432.1105 Tm
[(This)-301(section)-301(presents)-302(the)-301(frame)25(w)10(ork)-301(of)-301(our)-302(Heterophily)]TJ
-1.2 -1.2 TD
[(Learning)-331(Netw)10(ork)-332(\(HL-Net\).)-552.9(As)-332(Figure)]TJ
0 .99414 1 0 k
16.7259 0 TD
(2)Tj
/Cs8 cs 1 scn
.831 0 TD
[(illustrates,)-352(HL-)]TJ
-17.5569 -1.2001 TD
[(Net)-317(comprises)-315.9(an)-317(adapti)25(v)15(e)-316(re)25(weighting)-317(transformer)-317(\(AR)60(T\))]TJ
T*
-.0001 Tc
[(module)-286.1(and)-285.1(a)-286.1(relationship)-286.1(feature)-285.1(propagation)-286.1(\(RFP\))-286.1(mod-)]TJ
0 -1.2 TD
0 Tc
[(ule.)-294(The)-201(AR)60(T)-202(module)-201(strengthens)-201(the)-202(netw)10<6f726b90>55(s)-201(object)-202(clas-)]TJ
T*
[(si\223cation)-411(ability)-411(by)-410(means)-411(of)-411(heterophily-a)15(w)10(are)-411(message)]TJ
T*
[(passing)-342(between)-343(object)-341.9(representations.)-588(The)-341.9(RFP)-343(module)]TJ
T*
[(promotes)-209(its)-209(predicate)-208.9(classi\223cation)-209(performance)-208.9(by)-209(e)15(xplor)20(-)]TJ
T*
[(ing)-220(connections)-221(between)-220(heterophilic)-219.9(relationships.)-300(W)80(e)-221(fur)20(-)]TJ
0 -1.2002 TD
[(ther)-346(propose)-347(a)-346(heterophily-a)15(w)10(are)-346(message)-346(passing)-347(\(HMP\))]TJ
0 -1.2 TD
[(scheme)-388(that)-388(identi\223es)-388(the)-388(heterophily)-387.9(and)-388.1(homophily)-388(be-)]TJ
T*
[(tween)-283(objects,)-290(along)-283(with)-283(those)-282(between)-283(relationships,)-290.9(and)]TJ
T*
[(enhance)-273(the)-272(po)25(wer)-273(of)-272(both)-273(AR)60(T)-272(and)-273(RFP)111(.)-272(I)0(n)-273(the)-272(belo)25(w)65(,)-279(we)]TJ
0 -1.2001 TD
[(will)-250(describe)-250(these)-250(three)-250(components)-250(sequentially)65.1(.)]TJ
/F1 1 Tf
10.6548 0 0 10.6548 48.7217 260.4852 Tm
[(3.1.)-250(Pr)18(eliminary)]TJ
9.6862 0 0 9.6862 48.7217 242.6672 Tm
(Notations)Tj
/F2 1 Tf
4.111 0 TD
[(.)-304(W)80(e)-231<93727374>-232(introduce)-232(the)-231(notations)-232(used)-232(in)-231(this)-232(sec-)]TJ
-4.111 -1.2 TD
[(tion.)-547(W)80(e)-329(adopt)-329(e)15(xactly)-329(the)-329(same)-329(approach)-329(used)-329(in)-329([)]TJ
.62765 0 1 0 k
21.274 0 TD
(32)Tj
/Cs8 cs 1 scn
1 0 TD
.329 Tc
[(]t)329(o)]TJ
-22.274 -1.2001 TD
0 Tc
[(obtain)-301(the)-301(representation)]TJ
/F8 1 Tf
10.2894 0 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 153.2303 217.9671 Tm
(i)Tj
/F2 1 Tf
9.6862 0 0 9.6862 159.3693 219.4201 Tm
[(for)-301(the)]TJ
/F10 1 Tf
2.9897 0 TD
(i)Tj
/F2 1 Tf
.3445 0 TD
[(-th)-300.9(object/node.)-462(More)]TJ
-14.7574 -1.2001 TD
[(speci\223cally)65(,)]TJ
/F8 1 Tf
5.0674 0 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 102.6482 206.3441 Tm
(i)Tj
/F2 1 Tf
9.6862 0 0 9.6862 108.8952 207.7961 Tm
[(is)-312(transformed)-312(using)-312(linear)-312(projection)-311(from)]TJ
-6.2123 -1.2 TD
[(the)-357(concatenation)-356.9(of)-357(the)-358(visual)-357(appearance)-357(feature,)-384(object)]TJ
T*
[(classi\223cation)-310(probabilities,)-325.9(and)-310(the)-310.9(spatial)-310.1(feature.)-490.9(W)80(e)-311(e)15(x)0(-)]TJ
0 -1.2001 TD
[(tract)-464(appearance)-463.9(feature)-464.1(form)-462.9(the)-464(union)-463.9(box)-464(of)-464(the)-464(tw)10(o)]TJ
0 -1.2 TD
(nodes)Tj
/F10 1 Tf
2.5698 0 TD
(i)Tj
/F2 1 Tf
.5814 0 TD
(and)Tj
/F10 1 Tf
1.6808 0 TD
(j)Tj
/F2 1 Tf
.469 0 TD
[(,)-239(denoted)-237(as)]TJ
/F8 1 Tf
4.9622 0 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 152.9763 159.85 Tm
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 159.7983 161.303 Tm
0 Tc
[(;)-241(similarly)65(,)-240(the)-236(appearance)-237(fea-)]TJ
-11.4675 -1.2001 TD
[(ture)-282(for)-282(the)-283(union)-282(box)-282(of)-282(three)-283(nodes)]TJ
/F10 1 Tf
15.1439 0 TD
(i)Tj
/F2 1 Tf
.3444 0 TD
(,)Tj
/F10 1 Tf
.5404 0 TD
(j)Tj
/F2 1 Tf
.4689 0 TD
[(,)-290(and)]TJ
/F10 1 Tf
2.2666 0 TD
(k)Tj
/F2 1 Tf
.8343 0 TD
[(is)-282(denoted)]TJ
-19.5985 -1.2 TD
(as)Tj
/F8 1 Tf
1.1365 0 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 64.5724 136.603 Tm
.0002 Tc
[(ij)-58.5(k)]TJ
/F2 1 Tf
9.6862 0 0 9.6862 75.6756 138.056 Tm
0 Tc
[(.)-470(The)-304(relationship)-303(feature)-304(between)-303(the)]TJ
/F10 1 Tf
15.8446 0 TD
(i)Tj
/F2 1 Tf
.3445 0 TD
[(-th)-303(and)]TJ
/F10 1 Tf
3.1619 0 TD
(j)Tj
/F2 1 Tf
.469 0 TD
(-th)Tj
-22.6027 -1.2001 TD
[(nodes)-295(is)-294(represented)-295(as)]TJ
/F8 1 Tf
9.6207 0 TD
(r)Tj
/F9 1 Tf
6.7803 0 0 6.7803 145.6783 124.9799 Tm
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 152.5003 126.4319 Tm
0 Tc
[(,)-306(where)-295(the)]TJ
/F10 1 Tf
4.8102 0 TD
(i)Tj
/F2 1 Tf
.3445 0 TD
[(-th)-295(node)-294(is)-295(the)]TJ
/F6 1 Tf
6.1228 0 TD
(sub-)Tj
-21.9917 -1.2 TD
(ject)Tj
/F2 1 Tf
1.7181 0 TD
[(and)-256(the)]TJ
/F10 1 Tf
3.1784 0 TD
(j)Tj
/F2 1 Tf
.4691 0 TD
[(-th)-255.9(node)-256(is)-256(the)]TJ
/F6 1 Tf
5.9686 0 TD
(object)Tj
/F2 1 Tf
2.462 0 TD
(.)Tj
/F8 1 Tf
.5786 0 TD
(B)Tj
/F9 1 Tf
6.7803 0 0 6.7803 194.4194 113.3549 Tm
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 203.7224 114.8089 Tm
0 Tc
[(is)-256(used)-256(to)-256(represent)]TJ
9.97 34.6975 TD
[(the)-281(relati)25(v)15(e)-281(spatial)-281(feature)-281(between)-281(the)]TJ
/F10 1 Tf
15.808 0 TD
(i)Tj
/F2 1 Tf
.3446 0 TD
[(-th)-281(and)]TJ
/F10 1 Tf
3.117 0 TD
(j)Tj
/F2 1 Tf
.469 0 TD
[(-th)-281(nodes.)]TJ
-19.7386 -1.2 TD
[(It)-249(is)-249(obtained)-249(by)-248(applying)-249(tw)10(o)-249(con)40(v)20(olutional)-249(layers)-249(and)-249(tw)10(o)]TJ
T*
[(FC)-349(layers)-350(to)-350(binary)-349(maps)-350(of)-349(size)]TJ
/F7 1 Tf
13.89 0 TD
(14)Tj
/F11 1 Tf
1.296 0 TD
Tj
/F7 1 Tf
1.0738 0 TD
(14)Tj
/F11 1 Tf
1.2961 0 TD
Tj
/F7 1 Tf
1.0737 0 TD
(2)Tj
/F2 1 Tf
.5001 0 TD
[(,)-374(with)-350(each)]TJ
-19.1296 -1.2 TD
[(channel)-281.9(representing)-281.9(the)-282(area)-282(of)-281(one)-282(node.)-406(Similarly)65(,)]TJ
/F8 1 Tf
21.7059 0 TD
(B)Tj
/F9 1 Tf
6.7803 0 0 6.7803 517.002 414.5735 Tm
-.0006 Tc
(ij,k)Tj
/F2 1 Tf
9.6862 0 0 9.6862 300.2936 404.4034 Tm
0 Tc
[(denotes)-214(the)-214(relati)25(v)15(e)-214(spatial)-214(feature)-214(between)-214(the)-214(union)-214(box)-214(of)]TJ
0 -1.2001 TD
(nodes)Tj
/F10 1 Tf
2.6425 0 TD
(i)Tj
/F2 1 Tf
.3445 0 TD
(,)Tj
/F10 1 Tf
.5744 0 TD
(j)Tj
/F2 1 Tf
.7785 0 TD
[(and)-309.9(the)-309(bounding)-310(box)-309(for)-310(the)-309(node)]TJ
/F10 1 Tf
14.4428 0 TD
(k)Tj
/F2 1 Tf
.552 0 TD
[(,)-324(and)]TJ
/F8 1 Tf
2.3281 0 TD
(B)Tj
/F9 1 Tf
6.7803 0 0 6.7803 516.585 391.3264 Tm
.0003 Tc
[(i,j)-58.4(k)]TJ
/F2 1 Tf
9.6862 0 0 9.6862 300.2936 381.1554 Tm
0 Tc
[(represent)-306.9(the)-307(relati)25(v)15(e)-307(spatial)-307(feature)-307(between)-307(the)-307(bounding)]TJ
0 -1.2 TD
[(box)-234.9(of)-235(node)]TJ
/F10 1 Tf
4.9823 0 TD
(i)Tj
/F2 1 Tf
.5797 0 TD
[(and)-235(the)-235(union)-234.9(box)-235(of)-235(nodes)]TJ
/F10 1 Tf
11.0206 0 TD
(j)Tj
/F2 1 Tf
.469 0 TD
(,)Tj
/F10 1 Tf
.488 0 TD
(k)Tj
/F2 1 Tf
.5521 0 TD
(.)Tj
/F11 1 Tf
.555 0 TD
<02>Tj
/F2 1 Tf
1.0129 0 TD
(represents)Tj
-19.6596 -1.2 TD
[(the)-203.9(Hadmard)-203.9(product.)]TJ
/F11 1 Tf
8.9503 0 TD
(N)Tj
/F9 1 Tf
6.7803 0 0 6.7803 394.9348 356.4554 Tm
(i)Tj
/F2 1 Tf
9.6862 0 0 9.6862 400.1338 357.9094 Tm
[(denotes)-204.1(the)-203.9(set)-203(of)-204(neighboring)-204(ob-)]TJ
-10.3075 -1.2001 TD
[(jects)-244(for)-243.9(the)]TJ
/F10 1 Tf
4.9535 0 TD
(i)Tj
/F2 1 Tf
.3445 0 TD
[(-th)-244(node.)]TJ
/F11 1 Tf
3.8573 0 TD
(N)Tj
/F8 1 Tf
6.7803 0 0 6.7803 396.9218 344.8323 Tm
(r)Tj
/F12 1 Tf
4.8431 0 0 4.8431 399.5598 343.8643 Tm
.0006 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 408.6128 346.2853 Tm
0 Tc
[(indicates)-243.9(the)-244(set)-245(of)-244(neighboring)]TJ
-11.1828 -1.2 TD
[(relationships)-284.9(of)]TJ
/F8 1 Tf
6.5147 0 TD
(r)Tj
/F9 1 Tf
6.7803 0 0 6.7803 367.1647 333.2093 Tm
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 373.9867 334.6623 Tm
0 Tc
[(.)-416(Finally)65(,)]TJ
/F8 1 Tf
3.9796 0 TD
(W)Tj
/F2 1 Tf
1.1744 0 TD
[(stands)-285(for)-286(a)-285(linear)-286(transfor)20(-)]TJ
-12.762 -1.2001 TD
[(mation)-249.9(matrix)-250.1(and)]TJ
/F8 1 Tf
7.583 0 TD
(w)Tj
/F2 1 Tf
.9169 0 TD
[(means)-250(a)-250(linear)-250(projection)-250(v)15(ector)55(.)]TJ
/F1 1 Tf
-8.4998 -1.3288 TD
[(Homophily)-265.9(and)-265(Heter)18(ophily)]TJ
/F2 1 Tf
12.0152 0 TD
[(.)-357(G)0(i)25(v)15(en)-266(a)-265(set)-266(of)-266(node)-265(classes,)]TJ
/F6 1 Tf
-12.0152 -1.2001 TD
(homophily)Tj
/F2 1 Tf
4.653 0 TD
[(describes)-431.1(the)-431(tendenc)15(y)-431(o)0(f)-431(a)-431(node)-431(to)-431(ha)19(v)15(e)-431(the)]TJ
-4.653 -1.2 TD
[(same)-258(class)-258(as)-259(its)-258(neighbors,)-260(while)]TJ
/F6 1 Tf
13.7443 0 TD
[(heter)45(ophily)]TJ
/F2 1 Tf
4.7682 0 TD
[(describes)-257.9(the)]TJ
-18.5125 -1.2001 TD
[(tendenc)15.1(y)-374(o)0(f)-374(a)-374(node)-374(to)-373(ha)20(v)15(e)-374(dif)25(ferent)-374(classes)-374(as)-374(its)-374(neigh-)]TJ
T*
[(bors.)-989(I)0(n)-476(more)-476(detail,)-477([)]TJ
.62765 0 1 0 k
10.0829 0 TD
(3)Tj
/Cs8 cs 1 scn
.5 0 TD
(,)Tj
.62765 0 1 0 k
.5311 0 TD
(18)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.531 0 TD
(29)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-476(proposed)-476(a)-476(metric)-477(for)]TJ
-13.6449 -1.2 TD
[(measuring)-478.9(the)-479(le)25(v)15(e)0(l)-479(o)0(f)-479(homophily)-479(of)-479(nodes)-480(in)-479(a)-479(graph:)]TJ
/F10 1 Tf
0 -1.3516 TD
(h)Tj
/F7 1 Tf
.8559 0 TD
(=)Tj
/F13 1 Tf
6.7803 0 0 6.7803 324.7527 242.7721 Tm
(1)Tj
ET
/Cs8 CS 1 SCN
0 J 0 j .387 w 10 M [] 0 d
/GS2 gs
q 1 0 0 1 319.989 241.38 cm 0 0 m
13.387 0 l
S
Q
BT
/F14 1 Tf
6.7803 0 0 6.7803 319.9886 235.6181 Tm
.0003 Tc
[<0256>-84.6<02>]TJ
/F15 1 Tf
9.6862 0 0 9.6862 336.1526 246.2241 Tm
0 Tc
<02>Tj
/F9 1 Tf
6.7803 0 0 6.7803 346.3767 236.0531 Tm
(i)Tj
/F14 1 Tf
.4041 0 TD
.0008 Tc
<0356>Tj
2.0546 1.1572 TD
.0003 Tc
<024e>Tj
/F12 1 Tf
4.8431 0 0 4.8431 374.3787 246.8221 Tm
0 Tc
(s)Tj
-.2106 -1.0037 TD
(i)Tj
/F14 1 Tf
6.7803 0 0 6.7803 378.1087 243.8992 Tm
<02>Tj
ET
q 1 0 0 1 363.048 241.38 cm 0 0 m
19.03 0 l
S
Q
BT
6.7803 0 0 6.7803 363.8877 235.6181 Tm
.0003 Tc
<024e>Tj
/F12 1 Tf
4.8431 0 0 4.8431 374.1987 234.6501 Tm
0 Tc
(i)Tj
/F14 1 Tf
6.7803 0 0 6.7803 377.2677 235.6181 Tm
<02>Tj
/F2 1 Tf
9.6862 0 0 9.6862 383.2397 238.9592 Tm
[(,)-251(here)]TJ
/F11 1 Tf
2.4734 0 TD
(V)Tj
/F2 1 Tf
.946 0 TD
[(represents)-251(a)-251(node)-251(set,)]TJ
/F11 1 Tf
8.8076 0 TD
(N)Tj
/F9 1 Tf
6.7803 0 0 6.7803 511.047 242.4741 Tm
(s)Tj
-.2105 -.8904 TD
(i)Tj
/F2 1 Tf
9.6862 0 0 9.6862 517.62 238.9592 Tm
(de-)Tj
-22.4367 -1.3019 TD
[(notes)-202(the)-202(set)-202(of)-201(neighboring)-202(nodes)-201(with)-202(the)-201(same)-202(label)-201(as)-202(the)]TJ
/F10 1 Tf
0 -1.2001 TD
(i)Tj
/F2 1 Tf
.3444 0 TD
[(-th)-290.1(node,)-298.9(and)]TJ
/F11 1 Tf
5.6276 0 TD
.0004 Tc
<03b703>Tj
/F2 1 Tf
1.5674 0 TD
0 Tc
[(is)-290(the)-289(cardinality)-290(operator)55(.)-428(Accordingly)65(,)]TJ
/F10 1 Tf
-7.5394 -1.2 TD
(h)Tj
/F11 1 Tf
.941 0 TD
<04>Tj
/F2 1 Tf
1.0001 0 TD
[(1)-297(corresponds)-297(to)-297(strong)-297(homophily)65(,)-309(while)]TJ
/F10 1 Tf
17.1453 0 TD
(h)Tj
/F11 1 Tf
.9411 0 TD
<04>Tj
/F2 1 Tf
1 0 TD
[(0)-297(indi-)]TJ
-21.0276 -1.2001 TD
[(cates)-282(strong)-282.9(heterophily)65(.)-407(This)-282(de\223nition)-283(could)-282(be)-283(e)15(xtended)]TJ
0 -1.2 TD
[(to)-250(describe)-250(the)-250(homophily)-250(and)-250(heterophily)-250(of)-250(edges.)]TJ
/F1 1 Tf
10.6548 0 0 10.6548 300.2936 156.739 Tm
[(3.2.)-250(Adapti)10.1(v)10(e)-250(Reweighting)-250(T)74(ransf)25(ormer)]TJ
/F2 1 Tf
9.6862 0 0 9.6862 311.9166 138.055 Tm
[(Graph)-261.9(attention)-263(netw)9.9(ork)-261.9(has)-262.1(been)-262.9(widely)-262(adopted)-262(in)-263(e)15(x)0(-)]TJ
-1.2 -1.2 TD
[(isting)-278.9(SGG)-279(methods)-279([)]TJ
.62765 0 1 0 k
8.782 0 TD
(2)Tj
/Cs8 cs 1 scn
.5 0 TD
(,)Tj
.62765 0 1 0 k
.4 0 TD
(12)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.399 0 TD
(14)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.4001 0 TD
(31)Tj
/Cs8 cs 1 scn
1 0 TD
[(].)-397(Ho)25(we)25(v)15(e)0(r)40(,)-287(recent)-279(w)10(orks)]TJ
-13.4809 -1.2 TD
([)Tj
.62765 0 1 0 k
.3329 0 TD
(3)Tj
/Cs8 cs 1 scn
.5 0 TD
(,)Tj
.62765 0 1 0 k
.513 0 TD
(29)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.514 0 TD
(41)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-449(h)0(a)20(v)15(e)-450(sho)25(wn)-450(that)-450(graph)-450(attention)-450(netw)10(ork)-450(im-)]TJ
ET
Q
Q
q
0.97225 0 0 0.97225 0 36.03706 cm
/Lboh4FTBYiTtSk0hRtjrkw Do
Q
endstream
endobj
59 0 obj
<< /Type /ObjStm /Length 1000 /Filter /FlateDecode /N 12 /First 93 >>
stream
xŖMoFsL/.@`"[m|DAw)rLˢуqc̼3˵YIRIVT lMXG6!t6%kI09R&s!圠DƺhP,d 1q?G 8Z{I !&Sʶ"Ɩ&5(14>;Jqz
_[NGNUC4:諯#.R;!/_NOsM6G3 T
endstream
endobj
72 0 obj
<< /Length 24700 >>
stream
q
q
/GS1 gs
BT
/F2 1 Tf
9.6862 0 0 9.6862 48.7217 726.394 Tm
/Cs8 cs 1 scn
0 Tc
0 Tw
[(plicitly)-360(assumes)-360(homophily)-360.9(between)-360(nodes;)-414.9(therefore)-361(and)]TJ
0 -1.2 TD
[(accordingly)-436(ignores)-436(the)-435.9(property)-436(of)-436(heterophily)-436(in)-436(scene)]TJ
0 -1.2001 TD
[(graph.)-367(T)80(o)-269(address)-269(this)-269(problem,)-274(we)-269(propose)-269(the)-269(AR)60(T)-269(mod-)]TJ
T*
[(ule,)-323(which)-309(includes)-309(tw)10(o)-309(components:)-427(namely)65(,)-324(the)]TJ
/F1 1 Tf
20.5107 0 TD
[(Pr)18(e-LN)]TJ
-20.5107 -1.2 TD
[(T)74(ransf)25(ormer)]TJ
/F2 1 Tf
5.705 0 TD
(and)Tj
/F1 1 Tf
1.694 0 TD
[(Adapti)10(v)10(e)-250(Graph)-250(Filter)]TJ
/F2 1 Tf
9.591 0 TD
(.)Tj
/F1 1 Tf
-16.9899 -1.2002 TD
[(Pr)18(e-LN)-458(T)74(ransf)25(ormer)]TJ
/F2 1 Tf
9.1156 0 TD
[(:)-726(W)80(e)-458(adopt)-458(the)-457(same)-458(approach)-458(as)]TJ
-9.1156 -1.2 TD
[(in)-274([)]TJ
.62765 0 1 0 k
1.385 0 TD
(14)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-273(t)0(o)-274(obtain)-274(the)-274(conte)15(xtual)-273(coef)25(\223cient)]TJ
/F10 1 Tf
14.8221 0 TD
(c)Tj
/F9 1 Tf
6.7803 0 0 6.7803 219.5854 655.2009 Tm
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 229.0584 656.653 Tm
0 Tc
[(between)-274(tw)10(o)]TJ
-18.6179 -1.2 TD
(nodes)Tj
/F10 1 Tf
2.583 0 TD
(i)Tj
/F2 1 Tf
.5945 0 TD
(and)Tj
/F10 1 Tf
1.694 0 TD
(j)Tj
/F2 1 Tf
.719 0 TD
[(as)-250(follo)25(ws:)]TJ
/F10 1 Tf
-2.2272 -2.1933 TD
(c)Tj
/F9 1 Tf
6.7803 0 0 6.7803 85.4906 622.3329 Tm
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 95.0031 623.7849 Tm
0 Tc
(=)Tj
/F8 1 Tf
1.0555 0 TD
(w)Tj
/F9 1 Tf
6.7803 0 0 6.7803 111.6882 627.7849 Tm
(T)Tj
0 -.943 TD
(c)Tj
/F7 1 Tf
9.6862 0 0 9.6862 117.7902 623.7849 Tm
(\()Tj
/F8 1 Tf
.3889 0 TD
(W)Tj
/F9 1 Tf
6.7803 0 0 6.7803 130.1673 622.3329 Tm
(c)Tj
/F13 1 Tf
.5107 0 TD
(1)Tj
/F8 1 Tf
9.6862 0 0 9.6862 137.9753 623.7849 Tm
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 142.8173 622.3329 Tm
(i)Tj
/F11 1 Tf
9.6862 0 0 9.6862 148.1953 623.7849 Tm
<02>Tj
/F8 1 Tf
1.0001 0 TD
(W)Tj
/F9 1 Tf
6.7803 0 0 6.7803 166.4923 622.3329 Tm
(c)Tj
/F13 1 Tf
.5106 0 TD
(2)Tj
/F8 1 Tf
9.6862 0 0 9.6862 174.2993 623.7849 Tm
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 179.1423 622.3329 Tm
(j)Tj
/F11 1 Tf
9.6862 0 0 9.6862 185.3764 623.7849 Tm
<02>Tj
/F7 1 Tf
1.0001 0 TD
(\()Tj
/F8 1 Tf
.3888 0 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 203.6724 622.3329 Tm
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 212.6474 623.7849 Tm
0 Tc
(+)Tj
/F8 1 Tf
.9999 0 TD
(B)Tj
/F9 1 Tf
6.7803 0 0 6.7803 228.7934 622.3329 Tm
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 235.6155 623.7849 Tm
.0009 Tc
(\)\))Tj
/F10 1 Tf
.7778 0 TD
0 Tc
(.)Tj
/F2 1 Tf
2.4751 0 TD
(\(1\))Tj
-22.5477 -2.1933 TD
[(Inspired)-312(by)-313([)]TJ
.62765 0 1 0 k
5.235 0 TD
(28)Tj
/Cs8 cs 1 scn
1 0 TD
[(],)-328(we)-312(emplo)10(y)-312(pre-layer)-312(normalization)-313(\(Pre-)]TJ
-6.235 -1.2 TD
[(LN\))-296(to)-296(stabilize)-296(the)-297(model)-296(training.)-448(The)-297(neighboring)-296(mes-)]TJ
T*
[(sages)-250(for)-250(the)]TJ
/F10 1 Tf
5.304 0 TD
(i)Tj
/F2 1 Tf
.3444 0 TD
-.0002 Tc
[(-th)-250.2(node)-250.2(can)-250.2(be)-250.2(aggre)14.8(gated)-250.2(as)-250.2(follo)24.8(ws:)]TJ
/F11 1 Tf
-1.436 -2.3599 TD
0 Tc
(F)Tj
/F7 1 Tf
.8181 0 TD
(\()Tj
/F11 1 Tf
.3889 0 TD
(N)Tj
/F9 1 Tf
6.7803 0 0 6.7803 109.1612 554.9827 Tm
(i)Tj
/F7 1 Tf
9.6862 0 0 9.6862 112.3862 556.4357 Tm
.2789 Tc
(\)=)Tj
/F15 1 Tf
1.7222 .95 TD
0 Tc
<03>Tj
/F9 1 Tf
6.7803 0 0 6.7803 143.0593 550.6238 Tm
(j)Tj
/F14 1 Tf
.5305 0 TD
.0008 Tc
<034e>Tj
/F12 1 Tf
4.8431 0 0 4.8431 158.2193 549.6558 Tm
0 Tc
(i)Tj
/F10 1 Tf
9.6862 0 0 9.6862 163.3863 556.4357 Tm
<02>Tj
/F9 1 Tf
6.7803 0 0 6.7803 169.5833 554.9827 Tm
.0002 Tc
(ij)Tj
/F10 1 Tf
9.6862 0 0 9.6862 176.4053 556.4357 Tm
0 Tc
<03>Tj
/F7 1 Tf
.6073 0 TD
(\()Tj
/F8 1 Tf
.3889 0 TD
(W)Tj
/F14 1 Tf
6.7803 0 0 6.7803 194.6654 554.9827 Tm
(F)Tj
/F7 1 Tf
9.6862 0 0 9.6862 201.3814 556.4357 Tm
(LN\()Tj
/F8 1 Tf
1.764 0 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 223.3094 554.9827 Tm
(j)Tj
/F7 1 Tf
9.6862 0 0 9.6862 227.3914 556.4357 Tm
.0009 Tc
(\)\))Tj
/F10 1 Tf
.7778 0 TD
0 Tc
(,)Tj
/F2 1 Tf
3.3241 0 TD
(\(2\))Tj
-22.5477 -2.5114 TD
(where)Tj
/F10 1 Tf
2.691 0 TD
<03>Tj
/F2 1 Tf
.8553 0 TD
[(denotes)-248(the)-248(ReLU)-248(acti)25(v)25(ation)-248(function,)-248(while)]TJ
/F10 1 Tf
17.9084 0 TD
<02>Tj
/F9 1 Tf
6.7803 0 0 6.7803 262.7325 530.6567 Tm
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 271.9565 532.1097 Tm
0 Tc
(is)Tj
-23.0467 -1.2001 TD
[(a)-324(conte)15(xtual)-324(coef)25(\223cient,)-343(which)-323(is)-324(obtained)-324(by)-324(normalizing)]TJ
/F10 1 Tf
0 -1.2 TD
(c)Tj
/F9 1 Tf
6.7803 0 0 6.7803 52.9131 507.4097 Tm
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 62.7319 508.8627 Tm
0 Tc
[(with)-309(softmax.)-488(Furthermore,)-323.9(we)-310(adopt)-309(layer)-309(normaliza-)]TJ
-1.4464 -1.2001 TD
[(tion)-354([)]TJ
.62765 0 1 0 k
2.243 0 TD
(1)Tj
/Cs8 cs 1 scn
.5 0 TD
[(],)-380(FFN)-354(layer)-354([)]TJ
.62765 0 1 0 k
5.837 0 TD
(24)Tj
/Cs8 cs 1 scn
1 0 TD
[(],)-380(and)-355(residual)-354(connection)-354(sequen-)]TJ
-9.58 -1.2 TD
[(tially)-295(to)-295(re\223ne)-295(the)-295(node)-295(representations.)-445(Consequently)64(,)-306(the)]TJ
T*
[(output)-275(of)-275(the)]TJ
/F10 1 Tf
5.4364 0 TD
(u)Tj
/F2 1 Tf
.5725 0 TD
[(-th)-275(layer)-274.9(for)-275(the)]TJ
/F10 1 Tf
6.5986 0 TD
(i)Tj
/F2 1 Tf
.3445 0 TD
[(-th)-275(node)-274.9(can)-275(be)-276(denoted)-275(as)]TJ
-12.952 -1.2 TD
[(follo)25(ws:)]TJ
/F8 1 Tf
3.715 -3.5056 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 89.5488 432.5575 Tm
(u)Tj
/F13 1 Tf
.6755 0 TD
(+1)Tj
/F9 1 Tf
-.6755 -1.0094 TD
(i)Tj
/F7 1 Tf
9.6862 0 0 9.6862 107.1102 428.4135 Tm
(=)Tj
/F8 1 Tf
1.0556 0 TD
(z)Tj
/F9 1 Tf
6.7803 0 0 6.7803 121.1032 432.4135 Tm
(u)Tj
0 -.943 TD
(i)Tj
/F7 1 Tf
9.6862 0 0 9.6862 128.3192 428.4135 Tm
.0004 Tc
[(+)-222.4(FFN\(LN\()]TJ
/F8 1 Tf
6.7803 0 0 6.7803 201.8794 445.6665 Tm
0 Tc
(z)Tj
/F12 1 Tf
4.8431 0 0 4.8431 204.5164 448.5895 Tm
(u)Tj
0 -1.0037 TD
(i)Tj
/F15 1 Tf
9.6862 0 0 9.6862 178.7693 438.5845 Tm
<04>Tj
ET
183.127 438.585 18.002 1.162 re
f
BT
9.6862 0 0 9.6862 201.1294 438.5845 Tm
<0506>Tj
ET
209.848 438.585 18.002 1.162 re
f
BT
9.6862 0 0 9.6862 227.8494 438.5845 Tm
<07>Tj
/F8 1 Tf
-5.0671 -1.0501 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 183.6113 432.4135 Tm
(u)Tj
0 -.943 TD
(i)Tj
/F7 1 Tf
9.6862 0 0 9.6862 190.8284 428.4135 Tm
(+)Tj
/F11 1 Tf
1 0 TD
(F)Tj
/F9 1 Tf
6.7803 0 0 6.7803 208.4384 432.4135 Tm
(u)Tj
/F7 1 Tf
9.6862 0 0 9.6862 213.5024 428.4135 Tm
(\()Tj
/F11 1 Tf
.3889 0 TD
(N)Tj
/F9 1 Tf
6.7803 0 0 6.7803 225.2164 426.9615 Tm
(i)Tj
/F7 1 Tf
9.6862 0 0 9.6862 228.4414 428.4135 Tm
.0009 Tc
(\)\)\))Tj
/F10 1 Tf
1.1667 0 TD
0 Tc
(.)Tj
/F2 1 Tf
2.8268 0 TD
(\(3\))Tj
/F1 1 Tf
-22.5477 -2.1932 TD
[(Adapti)10(v)10(e)-295(Graph)-295(Filter)]TJ
/F2 1 Tf
9.6806 0 TD
-.015 Tc
[(:)-415(A)-15(s)-310(p)-15(r)-15(ove)-15(n)-309(i)-15(n)-310([)]TJ
.62765 0 1 0 k
6.5309 0 TD
0 Tc
(40)Tj
/Cs8 cs 1 scn
1 0 TD
[(],)-306(e)15(xisting)-295(GNN)]TJ
-17.2116 -1.2001 TD
[(approaches)-418([)]TJ
.62765 0 1 0 k
5.249 0 TD
(6)Tj
/Cs8 cs 1 scn
.5 0 TD
(,)Tj
.62765 0 1 0 k
.4931 0 TD
(8)Tj
/Cs8 cs 1 scn
.5 0 TD
(,)Tj
.62765 0 1 0 k
.4919 0 TD
(26)Tj
/Cs8 cs 1 scn
1.0001 0 TD
[(])-419(typically)-418(focus)-419(on)-418(emphasizing)-419(ho-)]TJ
-8.234 -1.2 TD
-.0001 Tc
[(mophily)-317.1(by)-318.1(aggre)14.9(gating)-317.1(the)-318.1(outputs)-317.1(of)-318.1(dif)24.9(ferent)-317.1(GNN)-318.1(lay-)]TJ
0 -1.2001 TD
-.0002 Tc
[(ers)-357.2(with)-356.2(non-ne)14.8(gati)24.8(v)14.8(e)-357.2(weights.)-630.2(This)-356.2(aggre)14.8(gation)-357.2(step)-357.2(can)]TJ
0 -1.2 TD
0 Tc
[(be)-405(understood)-406(as)-405(a)-405(l)0(o)25(w-pass)-406(graph)-405(\223lter)-405(that)-406(emphasizes)]TJ
T*
[(the)-212(lo)25(w-frequenc)15(y)-212(part)-212(of)-212(the)-211(graph)-212(signal)-212(\()]TJ
/F6 1 Tf
17.1052 0 TD
(i.e)Tj
/F2 1 Tf
.972 0 TD
[(.,)-219(homophily\).)]TJ
-18.0772 -1.2 TD
[(Ho)25(we)25(v)15(e)0(r)40(,)-278(this)-272(\223lter)-272(suppresses)-272(high-frequenc)15(y)-272(components)]TJ
T*
(\()Tj
/F6 1 Tf
.3329 0 TD
(i.e)Tj
/F2 1 Tf
.972 0 TD
[(.,)-451(heterophily\))-410(in)-410(the)-411(graph)-410(signal.)-792(In)-410(comparison,)-451(if)]TJ
-1.305 -1.2001 TD
-.0002 Tc
[(the)-387.2(outputs)-387.2(of)-387.2(GNN)-386.2(layers)-387.2(can)-387.2(be)-387.2(aggre)14.8(gated)-387.2(with)-387.2(ne)14.8(ga-)]TJ
T*
0 Tc
[(ti)25(v)15(e)-264(weights,)-268(a)-264(polynomial)-265(graph)-264(\223lter)-264([)]TJ
.62765 0 1 0 k
15.909 0 TD
(20)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-264(for)-265(heterophilic)]TJ
-16.909 -1.2 TD
[(graphs)-250(can)-250(be)-250(obtained)-250([)]TJ
.62765 0 1 0 k
9.775 0 TD
(3)Tj
/Cs8 cs 1 scn
.5 0 TD
(].)Tj
-9.075 -1.2001 TD
[(Moti)25(v)25(ated)-299(by)-300(the)-299(abo)15(v)15(e)-299(analysis,)-312(AR)60(T)-299(calculates)-299(the)-300<932d>]TJ
-1.2 -1.2 TD
[(nal)-250(node)-250(representation)-250(as)-250(follo)25(ws:)]TJ
/F7 1 Tf
6.9535 -2.566 TD
<1a>Tj
/F8 1 Tf
0 -.0249 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 120.9182 241.1381 Tm
(i)Tj
/F7 1 Tf
9.6862 0 0 9.6862 126.8342 242.5911 Tm
[(=)-278.8(LN\()]TJ
/F15 1 Tf
2.8194 .95 TD
<03>Tj
/F9 1 Tf
6.7803 0 0 6.7803 168.1343 250.3662 Tm
(U)Tj
0 -2.0039 TD
(u)Tj
/F13 1 Tf
.6755 0 TD
(=1)Tj
/F10 1 Tf
9.6862 0 0 9.6862 184.6204 242.5911 Tm
<04>Tj
/F9 1 Tf
6.7803 0 0 6.7803 189.6354 241.1381 Tm
(u)Tj
/F8 1 Tf
9.6862 0 0 9.6862 194.6994 242.5911 Tm
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 199.5424 246.5902 Tm
(u)Tj
0 -.9429 TD
(i)Tj
/F7 1 Tf
9.6862 0 0 9.6862 204.6064 242.5911 Tm
(\))Tj
/F10 1 Tf
.3889 0 TD
(,)Tj
/F2 1 Tf
6.0653 0 TD
(\(4\))Tj
-22.5477 -2.3767 TD
(Here,)Tj
/F10 1 Tf
2.4316 0 TD
(U)Tj
/F2 1 Tf
1.0275 0 TD
[(denotes)-236(the)-235.9(number)-235(of)-236(GNN)-236(layers)-236(while)]TJ
/F10 1 Tf
16.5912 0 TD
<04>Tj
/F9 1 Tf
6.7803 0 0 6.7803 247.9485 218.1181 Tm
(u)Tj
/F2 1 Tf
9.6862 0 0 9.6862 255.2965 219.5701 Tm
(repre-)Tj
-21.3267 -1.2 TD
[(sents)-232(the)-232(weight)-232(of)-232(the)]TJ
/F10 1 Tf
9.1584 0 TD
(u)Tj
/F2 1 Tf
.5725 0 TD
[(-th)-231.9(GNN)-232(layer)55(.)-304(Note)-232(that)]TJ
/F10 1 Tf
10.1464 0 TD
<04>Tj
/F9 1 Tf
6.7803 0 0 6.7803 246.2725 206.4931 Tm
(u)Tj
/F2 1 Tf
9.6862 0 0 9.6862 253.5835 207.9471 Tm
[(can)-231.9(be)]TJ
-21.1498 -1.2 TD
[(a)-215(n)0(e)15(g)5(ati)25(v)15(e)-215(number)-215(and)-215(is)-215(optimized)-215(simultaneously)-215(with)-215(the)]TJ
0 -1.2002 TD
[(whole)-321(HL-Net)-321(in)-321(an)-322(end-to-end)-321(manner)55(.)-523(T)80(o)-322(properly)-321(cap-)]TJ
0 -1.2 TD
[(ture)-225(the)-225(heterophilic)-225(property)-225(o)0(f)-225(the)-224(scene)-225(graph,)-229(we)-225(heuris-)]TJ
T*
[(tically)-216(initialize)]TJ
/F10 1 Tf
6.4325 0 TD
<04>Tj
/F9 1 Tf
6.7803 0 0 6.7803 116.0422 160 Tm
(u)Tj
/F2 1 Tf
9.6862 0 0 9.6862 123.2022 161.453 Tm
[(with)-216(a)-217(high-pass)-216(\223lter)-216(based)-216(formulation)]TJ
-7.6893 -1.2001 TD
[(\(the)-275(proof)-276(of)-275(which)-275(is)-276(pro)15(vided)-275(in)-275(Appendix)-276(C.1.2\),)-281(as)-276(fol-)]TJ
T*
[(lo)25(ws:)]TJ
/F10 1 Tf
6.9284 -1.7444 TD
<04>Tj
/F9 1 Tf
6.7803 0 0 6.7803 120.8452 119.8569 Tm
(u)Tj
/F7 1 Tf
9.6862 0 0 9.6862 128.6003 121.3089 Tm
(=)Tj
2.8321 .6765 TD
(\()Tj
/F11 1 Tf
.3889 0 TD
<8a>Tj
/F10 1 Tf
.7778 0 TD
<05>Tj
/F7 1 Tf
.5504 0 TD
(\))Tj
/F9 1 Tf
6.7803 0 0 6.7803 176.4303 132.7319 Tm
(u)Tj
/F14 1 Tf
.6755 0 TD
<8a>Tj
/F13 1 Tf
.8929 0 TD
(1)Tj
ET
/Cs8 CS 1 SCN
0 J 0 j .387 w 10 M [] 0 d
/GS2 gs
1 i
q 1 0 0 1 139.986 123.731 cm 0 0 m
67.469 0 l
S
Q
BT
/F15 1 Tf
9.6862 0 0 9.6862 139.9863 120.1369 Tm
<02>Tj
/F9 1 Tf
6.7803 0 0 6.7803 150.2103 117.7419 Tm
(U)Tj
0 -1.1468 TD
(u)Tj
/F13 1 Tf
.6756 0 TD
(=1)Tj
/F11 1 Tf
9.6862 0 0 9.6862 166.6973 112.8719 Tm
(|)Tj
/F7 1 Tf
.2777 0 TD
(\()Tj
/F11 1 Tf
.3889 0 TD
<8a>Tj
/F10 1 Tf
.7778 0 TD
<05>Tj
/F7 1 Tf
.5504 0 TD
(\))Tj
/F9 1 Tf
6.7803 0 0 6.7803 189.7854 117.7419 Tm
(u)Tj
/F14 1 Tf
.6755 0 TD
<8a>Tj
/F13 1 Tf
.8929 0 TD
(1)Tj
/F11 1 Tf
9.6862 0 0 9.6862 204.7654 112.8719 Tm
(|)Tj
/F10 1 Tf
.3978 .871 TD
(,)Tj
/F2 1 Tf
6.04 0 TD
(\(5\))Tj
3.4245 62.4687 TD
(where)Tj
/F10 1 Tf
2.7123 0 TD
<05>Tj
/F11 1 Tf
.864 0 TD
<05>Tj
/F7 1 Tf
.9803 0 TD
.0009 Tc
(\(0)Tj
/F10 1 Tf
.8889 0 TD
0 Tc
(,)Tj
/F7 1 Tf
.4445 0 TD
(1\))Tj
/F2 1 Tf
1.1582 0 TD
-.0002 Tc
[(is)-269.2(a)-270.2(h)4.8(yperparameter)54.8(.)-368.2(More)-269.2(details)-269.2(re)14.8(gard-)]TJ
-7.0482 -1.2 TD
0 Tc
[(ing)-249.9(the)-250(initialization)-250(of)]TJ
/F10 1 Tf
9.3888 0 TD
<04>Tj
/F9 1 Tf
6.7803 0 0 6.7803 396.2508 713.3181 Tm
(u)Tj
/F2 1 Tf
9.6862 0 0 9.6862 403.7368 714.7711 Tm
[(can)-250(be)-250(found)-250(in)-250(the)-250(appendix.)]TJ
-9.4795 -1.2001 TD
[(Finally)65(,)-402(the)-371(classi\223cation)-372(score)-371(v)15(ector)-372(of)-371(the)]TJ
/F10 1 Tf
18.7427 0 TD
(i)Tj
/F2 1 Tf
.3445 0 TD
[(-th)-371.9(node)]TJ
-20.2871 -1.2 TD
[(can)-231.9(be)-231(obtained)-232(as)-232(follo)25(ws:)]TJ
/F8 1 Tf
11.0896 0 TD
(v)Tj
/F9 1 Tf
6.7803 0 0 6.7803 412.0098 690.07 Tm
(i)Tj
/F7 1 Tf
9.6862 0 0 9.6862 417.9268 691.524 Tm
.0004 Tc
[(=)-278.4(s)0(oftmax\()]TJ
/F8 1 Tf
4.8944 0 TD
0 Tc
(W)Tj
/F9 1 Tf
6.7803 0 0 6.7803 473.9459 690.07 Tm
(v)Tj
/F7 1 Tf
9.6862 0 0 9.6862 478.5479 691.765 Tm
<1a>Tj
/F8 1 Tf
0 -.0249 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 483.3909 690.07 Tm
(i)Tj
/F7 1 Tf
9.6862 0 0 9.6862 486.6159 691.524 Tm
(\))Tj
/F2 1 Tf
.3889 0 TD
[(.)-304(Compar)20(-)]TJ
-19.6247 -1.2 TD
[(isons)-287.9(between)-286.9(AR)60(T)-288(and)-287(e)15(xisting)-288(message)-287(passing)-288(modules)]TJ
0 -1.2002 TD
[(can)-250(be)-250(found)-250(in)-250(the)-250(supplementary)-250(materials.)]TJ
/F1 1 Tf
10.6548 0 0 10.6548 300.2936 649.4739 Tm
[(3.3.)-249.9(Relationship)-250(F)25(eatur)18(e)-250(P)0(r)18(opagation)]TJ
/F2 1 Tf
9.6862 0 0 9.6862 311.9166 632.0389 Tm
[(Existing)-449(SGG)-447.9(w)10(orks)-449(typically)-449(ignore)-449(correlations)-449(be-)]TJ
-1.2 -1.2001 TD
[(tween)-225(relationships.)-301.9(In)-225(this)-225(subsection,)-230(we)-225(propose)-225(the)-225(RFP)]TJ
0 -1.2 TD
[(module)-272(to)-272(use)-272(the)-272(inter)20(-relationship)-272(connections)-272(under)-272(het-)]TJ
T*
[(erophilic)-218.9(settings.)-300(T)80(o)-219(the)-219(best)-219(of)-219(our)-219(kno)25(wledge,)-225(no)-219(e)15(xisting)]TJ
0 -1.2001 TD
[(heterophilic)-213.9(GNNs)-214(ha)20(v)15(e)-213(e)15(xplicitly)-214(e)15(xplored)-214(the)-214(connections)]TJ
0 -1.2 TD
[(between)-249.9(edges.)]TJ
1.2 -1.2001 TD
[(An)-378(intuiti)25(v)15(e)-377(design)-378(choice)-378(for)-377(RFP)-378(is)-378(to)-377(use)-378(the)-378(same)]TJ
-1.2 -1.2001 TD
[(architecture)-293.9(as)-294(AR)60(T)74(.)-294(Ho)25(we)25(v)15(e)0(r)40(,)-305(there)-294(are)]TJ
/F10 1 Tf
16.4743 0 TD
(N)Tj
/F7 1 Tf
.9125 0 TD
(\()Tj
/F10 1 Tf
.3888 0 TD
(N)Tj
/F11 1 Tf
1.1673 0 TD
<8a>Tj
/F7 1 Tf
1.0327 0 TD
(1\))Tj
/F2 1 Tf
1.183 0 TD
(poten-)Tj
-21.1587 -1.2 TD
[(tial)-235(relationships)-236(for)-235(an)-236(image)-235(containing)]TJ
/F10 1 Tf
16.5774 0 TD
(N)Tj
/F2 1 Tf
1.1479 0 TD
[(objects,)-238(imply-)]TJ
-17.7253 -1.2 TD
[(ing)-308(that)-307.9(using)-308.1(the)-308(same)-307(structure)-307.9(as)-308(AR)60(T)-308(for)-308(RFP)-308(incurs)-308(a)]TJ
0 -1.2001 TD
[(high)-296(computational)-294.9(cost.)-447(Moreo)15(v)15(e)0(r)40(,)-308(there)-295(are)-296(no)-296(meaning-)]TJ
T*
[(ful)-348.9(relationships)-348(between)-349(the)-349(majority)-347.9(of)-349(object)-349(pairs.)-606(T)80(o)]TJ
0 -1.2 TD
[(address)-392.9(the)-392(abo)15.1(v)15(e)-393(issues,)-428(we)-393(adopt)-392(tw)10(o)-393(strate)15(gies.)-738(First,)]TJ
T*
[(we)-333(only)-332(model)-333(the)-332(connections)-333(between)-332(relationships)-333(that)]TJ
0 -1.2001 TD
[(share)-388(the)-388.9(same)]TJ
/F6 1 Tf
6.552 0 TD
(subject)Tj
/F2 1 Tf
3.2394 0 TD
(or)Tj
/F6 1 Tf
1.2214 0 TD
(object)Tj
/F2 1 Tf
2.444 0 TD
-.0001 Tc
[(.)-725.1(Second,)-423.1(we)-389.1(utilize)-389.1(the)]TJ
-13.4568 -1.2 TD
0 Tc
[(message-passing)-243.9(coef)25(\223cients)-244.9(between)-245(nodes)-244.1(to)-244(guide)-245(edges)]TJ
T*
[(since)-309(the)-308.9(connections)-309(between)-309(relationships)-308.9(can)-310(be)-309(decou-)]TJ
0 -1.2002 TD
[(pled)-250(into)-250(connections)-249.9(between)-250(their)-250.1(related)-249.9(objects.)]TJ
1.2 -1.2 TD
[(Speci\223cally)65.1(,)-286(the)-279(representation)-279(of)-279(one)-279(relationship)]TJ
/F8 1 Tf
20.4743 0 TD
(r)Tj
/F9 1 Tf
6.7803 0 0 6.7803 514.004 421.3635 Tm
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 523.528 422.8155 Tm
0 Tc
(is)Tj
-23.0466 -1.2 TD
[(obtained)-249.9(as)-250(follo)25(ws:)]TJ
/F8 1 Tf
6.3953 -2.053 TD
(r)Tj
/F9 1 Tf
6.7803 0 0 6.7803 366.0067 389.8544 Tm
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 375.5197 391.3064 Tm
0 Tc
(=)Tj
1.0555 .025 TD
<1a>Tj
/F8 1 Tf
0 -.025 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 390.5868 389.8544 Tm
(i)Tj
/F11 1 Tf
9.6862 0 0 9.6862 395.9638 391.3064 Tm
<06>Tj
/F7 1 Tf
.7223 .025 TD
<1a>Tj
/F8 1 Tf
0 -.025 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 407.8028 389.8544 Tm
(j)Tj
/F11 1 Tf
9.6862 0 0 9.6862 414.0368 391.3064 Tm
<06>Tj
/F7 1 Tf
.7222 0 TD
(\()Tj
/F8 1 Tf
.3889 0 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 429.6418 389.8544 Tm
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 438.6158 391.3064 Tm
0 Tc
(+)Tj
/F8 1 Tf
1.0001 0 TD
(B)Tj
/F9 1 Tf
6.7803 0 0 6.7803 454.7629 389.8544 Tm
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 461.5859 391.3064 Tm
0 Tc
(\))Tj
/F10 1 Tf
.3888 0 TD
(,)Tj
/F2 1 Tf
5.5071 0 TD
(\(6\))Tj
-22.5477 -2.0528 TD
(where)Tj
/F11 1 Tf
2.7318 0 TD
<06>Tj
/F2 1 Tf
.7889 0 TD
[(denotes)-289(a)-289(fusion)-289(function)-289(de\223ned)-289(in)-288([)]TJ
.62765 0 1 0 k
15.12 0 TD
(23)Tj
/Cs8 cs 1 scn
1.0001 0 TD
(]:)Tj
/F8 1 Tf
.9992 0 TD
(x)Tj
/F11 1 Tf
.7511 0 TD
<06>Tj
/F8 1 Tf
.7511 0 TD
(y)Tj
/F7 1 Tf
.7938 0 TD
(=)Tj
-22.9359 -1.2001 TD
.0001 Tc
[(ReLU)-166.9(\()]TJ
/F8 1 Tf
3.1111 0 TD
0 Tc
(W)Tj
/F9 1 Tf
6.7803 0 0 6.7803 339.0386 358.3454 Tm
(x)Tj
/F8 1 Tf
9.6862 0 0 9.6862 343.9157 359.7984 Tm
(x)Tj
/F7 1 Tf
.7223 0 TD
(+)Tj
/F8 1 Tf
1 0 TD
(W)Tj
/F9 1 Tf
6.7803 0 0 6.7803 369.2087 358.3454 Tm
(y)Tj
/F8 1 Tf
9.6862 0 0 9.6862 373.8647 359.7984 Tm
(y)Tj
/F7 1 Tf
.4439 0 TD
(\))Tj
/F11 1 Tf
.5037 0 TD
<8a>Tj
/F7 1 Tf
.8925 0 TD
(\()Tj
/F8 1 Tf
.389 0 TD
(W)Tj
/F9 1 Tf
6.7803 0 0 6.7803 404.0668 358.3454 Tm
(x)Tj
/F8 1 Tf
9.6862 0 0 9.6862 408.9438 359.7984 Tm
(x)Tj
/F11 1 Tf
.7222 0 TD
<8a>Tj
/F8 1 Tf
1.0001 0 TD
(W)Tj
/F9 1 Tf
6.7803 0 0 6.7803 434.2368 358.3454 Tm
(y)Tj
/F8 1 Tf
9.6862 0 0 9.6862 438.8928 359.7984 Tm
(y)Tj
/F7 1 Tf
.444 0 TD
(\))Tj
/F11 1 Tf
.5036 0 TD
<02>Tj
/F7 1 Tf
.8926 0 TD
(\()Tj
/F8 1 Tf
.3889 0 TD
(W)Tj
/F9 1 Tf
6.7803 0 0 6.7803 469.0949 358.3454 Tm
(x)Tj
/F8 1 Tf
9.6862 0 0 9.6862 473.9719 359.7984 Tm
(x)Tj
/F11 1 Tf
.7223 0 TD
<8a>Tj
/F8 1 Tf
1 0 TD
(W)Tj
/F9 1 Tf
6.7803 0 0 6.7803 499.265 358.3454 Tm
(y)Tj
/F8 1 Tf
9.6862 0 0 9.6862 503.921 359.7984 Tm
(y)Tj
/F7 1 Tf
.444 0 TD
(\))Tj
/F2 1 Tf
.3888 0 TD
.3 Tc
[(.W)380(e)]TJ
-21.8552 -1.2001 TD
0 Tc
[(then)-247.9(obtain)-248(the)-248(initial)-247.9(classi\223cation)-248(score)-248(v)15(ector)-249(of)-248(the)-248(rela-)]TJ
0 -1.2 TD
[(tionship)-250(between)-250(the)]TJ
/F10 1 Tf
8.5269 0 TD
(i)Tj
/F2 1 Tf
.3445 0 TD
[(-th)-250(and)]TJ
/F10 1 Tf
3.055 0 TD
(j)Tj
/F2 1 Tf
.469 0 TD
[(-th)-250(nodes)-250(as)-250(follo)25(ws:)]TJ
/F8 1 Tf
-4.527 -2.053 TD
(p)Tj
/F13 1 Tf
6.7803 0 0 6.7803 381.3508 320.6653 Tm
(0)Tj
/F9 1 Tf
0 -.9506 TD
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 390.8638 316.6653 Tm
0 Tc
(=)Tj
/F8 1 Tf
1.0555 0 TD
(W)Tj
/F9 1 Tf
6.7803 0 0 6.7803 409.6988 315.2133 Tm
(p)Tj
/F10 1 Tf
9.6862 0 0 9.6862 414.1768 316.6653 Tm
<03>Tj
/F7 1 Tf
.6073 0 TD
(\()Tj
/F8 1 Tf
.3889 0 TD
(W)Tj
/F9 1 Tf
6.7803 0 0 6.7803 432.4368 315.2133 Tm
(r)Tj
/F8 1 Tf
9.6862 0 0 9.6862 436.7259 316.6653 Tm
(r)Tj
/F9 1 Tf
6.7803 0 0 6.7803 440.4938 315.2133 Tm
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 447.3159 316.6653 Tm
0 Tc
(\))Tj
/F10 1 Tf
.3888 0 TD
(.)Tj
/F2 1 Tf
6.9803 0 TD
(\(7\))Tj
-21.3477 -2.0528 TD
[(Subsequently)65.1(,)-683(w)0(e)-596(obtain)-597(the)-596(messages)-596(passed)-597(from)]TJ
-1.2 -1.2001 TD
[(neighboring)-249.9(relationships)-250(to)]TJ
/F8 1 Tf
11.4719 0 TD
(r)Tj
/F9 1 Tf
6.7803 0 0 6.7803 415.1798 283.7042 Tm
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 424.4238 285.1572 Tm
0 Tc
[(as)-250(follo)25(ws:)]TJ
/F11 1 Tf
-11.2095 -2.2891 TD
(H)Tj
/F7 1 Tf
.8542 0 TD
(\()Tj
/F11 1 Tf
.3888 0 TD
(N)Tj
/F8 1 Tf
6.7803 0 0 6.7803 335.8336 261.5322 Tm
(r)Tj
/F12 1 Tf
4.8431 0 0 4.8431 338.4717 260.5632 Tm
.0006 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 345.1587 262.9842 Tm
.2789 Tc
(\)=)Tj
/F15 1 Tf
1.7222 .9501 TD
0 Tc
<03>Tj
/F9 1 Tf
6.7803 0 0 6.7803 375.8317 257.1732 Tm
(l)Tj
/F14 1 Tf
.3671 0 TD
.0008 Tc
<034e>Tj
/F12 1 Tf
4.8431 0 0 4.8431 389.8838 256.2042 Tm
0 Tc
(j)Tj
/F7 1 Tf
9.6862 0 0 9.6862 396.5648 262.9842 Tm
<1a>Tj
/F10 1 Tf
-.0994 0 TD
<02>Tj
/F9 1 Tf
6.7803 0 0 6.7803 401.7978 261.5322 Tm
.0587 Tc
(jl)Tj
/F8 1 Tf
9.6862 0 0 9.6862 408.3678 262.9842 Tm
0 Tc
(p)Tj
/F9 1 Tf
6.7803 0 0 6.7803 413.2108 260.5392 Tm
.0002 Tc
(il)Tj
/F7 1 Tf
9.6862 0 0 9.6862 421.0768 262.9842 Tm
0 Tc
(+)Tj
/F15 1 Tf
1 .9501 TD
<03>Tj
/F9 1 Tf
6.7803 0 0 6.7803 444.7549 257.1732 Tm
(m)Tj
/F14 1 Tf
1.0137 0 TD
.0008 Tc
<034e>Tj
/F12 1 Tf
4.8431 0 0 4.8431 463.1909 256.2042 Tm
0 Tc
(i)Tj
/F7 1 Tf
9.6862 0 0 9.6862 469.3219 262.9842 Tm
<1a>Tj
/F10 1 Tf
-.0994 0 TD
<02>Tj
/F9 1 Tf
6.7803 0 0 6.7803 474.5549 261.5322 Tm
.0002 Tc
(im)Tj
/F8 1 Tf
9.6862 0 0 9.6862 484.653 262.9842 Tm
0 Tc
(p)Tj
/F9 1 Tf
6.7803 0 0 6.7803 489.496 260.5392 Tm
.0007 Tc
(mj)Tj
/F10 1 Tf
9.6862 0 0 9.6862 500.451 262.9842 Tm
0 Tc
(,)Tj
/F2 1 Tf
1.8835 0 TD
(\(8\))Tj
-22.5477 -2.4446 TD
(where)Tj
/F7 1 Tf
2.8563 0 TD
<1a>Tj
/F10 1 Tf
-.0995 0 TD
<02>Tj
/F9 1 Tf
6.7803 0 0 6.7803 333.1936 237.8531 Tm
.0587 Tc
(jl)Tj
/F2 1 Tf
9.6862 0 0 9.6862 342.8047 239.3051 Tm
0 Tc
(and)Tj
/F7 1 Tf
1.8574 0 TD
<1a>Tj
/F10 1 Tf
-.0995 0 TD
<02>Tj
/F9 1 Tf
6.7803 0 0 6.7803 366.0287 237.8531 Tm
.0002 Tc
(im)Tj
/F2 1 Tf
9.6862 0 0 9.6862 379.1687 239.3051 Tm
0 Tc
[(indicate)-314(the)-314(normalized)-313.9(conte)15(xtual)-314(co-)]TJ
-8.143 -1.2 TD
[(ef)25(\223cient)-250(according)-250(to)-250(the)-250(elements)-250(in)]TJ
/F11 1 Tf
15.0279 0 TD
(N)Tj
/F9 1 Tf
6.7803 0 0 6.7803 453.8039 226.2291 Tm
(j)Tj
/F7 1 Tf
9.6862 0 0 9.6862 460.0379 227.6821 Tm
(+)Tj
/F11 1 Tf
.9999 0 TD
(N)Tj
/F9 1 Tf
6.7803 0 0 6.7803 477.671 226.2291 Tm
(i)Tj
/F2 1 Tf
9.6862 0 0 9.6862 480.8959 227.6821 Tm
(.)Tj
-17.4454 -1.2001 TD
[(T)80(o)-478(reduce)-479(the)-478(computational)-478(comple)15(xity)65(,)-535(some)-479(GNN)]TJ
-1.2 -1.2 TD
[(models)-250([)]TJ
.62765 0 1 0 k
3.472 0 TD
(8)Tj
/Cs8 cs 1 scn
.5 0 TD
(,)Tj
.62765 0 1 0 k
.38 0 TD
(11)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-250(h)0(a)20(v)15(e)-250(utilized)-250(P)15(ageRank-based)-250(approaches)-250(to)]TJ
-5.3519 -1.2 TD
-.0001 Tc
[(propagate)-249.1(the)-249.1(label)-249.1(information.)-310(Ho)24.9(we)24.9(v)14.9(e)-.1(r)39.9(,)-249.1(as)-249.1(pro)14.9(v)14.9(e)-.1(n)-250.1(i)-.1(n)-249.1([)]TJ
.62765 0 1 0 k
22.6309 0 TD
0 Tc
(3)Tj
/Cs8 cs 1 scn
.5 0 TD
(],)Tj
-23.1309 -1.2001 TD
[(these)-357.9(methods)-358.1(act)-357.9(as)-358(lo)25(w-pass)-358(graph)-358(\223lters,)-385(which)-358(in)40(v)25(ari-)]TJ
T*
[(ably)-388.9(suppress)-390(the)-388.9(high-frequenc)15(y)-390(component,)-424(namely)-390(the)]TJ
0 -1.2 TD
[(heterophily)65.1(.)-691(T)80(o)-377(address)-377(this)-377(issue,)-409(we)-377(formulate)-377(the)-377(out-)]TJ
T*
[(put)-286(of)-286(the)]TJ
/F10 1 Tf
4.1916 0 TD
(n)Tj
/F2 1 Tf
.6002 0 TD
-.0001 Tc
[(-th)-286(propagation)-286(layer)-287.1(for)-286.1(the)-286.1(relationship)]TJ
/F8 1 Tf
16.7093 0 TD
0 Tc
(r)Tj
/F9 1 Tf
6.7803 0 0 6.7803 512.326 144.865 Tm
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 521.92 146.3179 Tm
0 Tc
(as)Tj
-22.8806 -1.2001 TD
[(follo)25(ws:)]TJ
/F8 1 Tf
3.4117 -2.0529 TD
(p)Tj
/F9 1 Tf
6.7803 0 0 6.7803 338.1817 118.9519 Tm
(k)Tj
/F13 1 Tf
.6315 0 TD
(+1)Tj
/F9 1 Tf
-.6315 -1.0092 TD
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 355.4467 114.8089 Tm
0 Tc
(=)Tj
/F10 1 Tf
1.0555 0 TD
<06>Tj
/F7 1 Tf
.6184 0 TD
(\()Tj
/F8 1 Tf
.3888 0 TD
(p)Tj
/F9 1 Tf
6.7803 0 0 6.7803 380.2697 118.8079 Tm
(k)Tj
0 -.9506 TD
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 389.2448 114.8089 Tm
0 Tc
(+)Tj
/F11 1 Tf
1 0 TD
(H)Tj
/F9 1 Tf
6.7803 0 0 6.7803 407.2048 118.8079 Tm
(k)Tj
/F7 1 Tf
9.6862 0 0 9.6862 411.9708 114.8089 Tm
(\()Tj
/F11 1 Tf
.3888 0 TD
(N)Tj
/F8 1 Tf
6.7803 0 0 6.7803 423.6838 113.3559 Tm
(r)Tj
/F12 1 Tf
4.8431 0 0 4.8431 426.3218 112.3869 Tm
.0006 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 433.0088 114.8089 Tm
.0009 Tc
[(\)\))-222(+)-221.9(\()0(1)]TJ
/F11 1 Tf
3.1111 0 TD
0 Tc
<8a>Tj
/F10 1 Tf
1 0 TD
<06>Tj
/F7 1 Tf
.6184 0 TD
(\))Tj
/F8 1 Tf
.3889 0 TD
(p)Tj
/F13 1 Tf
6.7803 0 0 6.7803 487.4299 118.8079 Tm
(0)Tj
/F9 1 Tf
0 -.9506 TD
.0002 Tc
(ij)Tj
/F10 1 Tf
9.6862 0 0 9.6862 494.2529 114.8089 Tm
0 Tc
(.)Tj
/F2 1 Tf
2.5234 0 TD
(\(9\))Tj
ET
Q
Q
q
0.97225 0 0 0.97225 0 36.03706 cm
/67DisIWJqDvFJfC3bDwPpQ Do
Q
endstream
endobj
73 0 obj
<< /Type /ObjStm /Length 190 /Filter /FlateDecode /N 1 /First 5 >>
stream
x=
@>yGp&ˠ Zј7|\
8>
stream
q
q
/GS1 gs
BT
/F2 1 Tf
9.6862 0 0 9.6862 48.7217 726.394 Tm
/Cs8 cs 1 scn
0 Tc
0 Tw
(Here,)Tj
/F10 1 Tf
2.4008 0 TD
<06>Tj
/F2 1 Tf
.8157 0 TD
[(indicates)-197(the)-198.1(teleport)-196.9(probability)-197([)]TJ
.62765 0 1 0 k
13.343 0 TD
(3)Tj
/Cs8 cs 1 scn
.5 0 TD
[(],)-208(which)-197(controls)]TJ
-17.0595 -1.2 TD
[(ho)25(w)-209(f)10(ast)-208(Eq.)-209(\()]TJ
0 .99414 1 0 k
5.451 0 TD
(9)Tj
/Cs8 cs 1 scn
.5 0 TD
[(\))-208(m)0(o)15(v)15(e)0(s)-209(a)15(w)10(a)0(y)-209(from)]TJ
/F8 1 Tf
7.7774 0 TD
(p)Tj
/F13 1 Tf
6.7803 0 0 6.7803 186.5403 718.2861 Tm
(0)Tj
/F9 1 Tf
0 -.8902 TD
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 193.3624 714.7711 Tm
0 Tc
[(.)-296(A)0(s)-209(described)-208(in)-209(The-)]TJ
-14.9326 -1.2001 TD
[(orem)-261(4.1)-261(of)-261([)]TJ
.62765 0 1 0 k
5.254 0 TD
(3)Tj
/Cs8 cs 1 scn
.5 0 TD
[(],)-264(Eq.)-262(\()]TJ
0 .99414 1 0 k
2.803 0 TD
(9)Tj
/Cs8 cs 1 scn
.5 0 TD
[(\))-261(could)-261(be)-261(considered)-261(to)-261(operate)-262(as)-261(a)]TJ
-9.057 -1.2 TD
[(high-pass)-261(graph)-262(\223lter)-261(such)-262(that)-261(it)-261(allo)25(ws)-262(the)-261(teleport)-262(proba-)]TJ
T*
(bility)Tj
/F10 1 Tf
2.4037 0 TD
<06>Tj
/F2 1 Tf
.9102 0 TD
-.0002 Tc
[(to)-292.2(be)-292.2(ne)14.8(gati)24.8(v)14.8(e)-.2(.)-435.2(I)-.2(n)-292.2(other)-291.2(w)9.8(ords,)-303.2(Eq.)-291.2(\()]TJ
0 .99414 1 0 k
14.762 0 TD
0 Tc
(9)Tj
/Cs8 cs 1 scn
.5 0 TD
[(\))-292(enables)-292(the)]TJ
-18.5759 -1.2002 TD
[(model)-327(to)-328(pass)-327(rele)25(v)25(ant)-327(high-frequenc)15(y)-328(graph)-327(signals,)-347(such)]TJ
0 -1.2 TD
[(as)-250(heterophily)65(.)]TJ
1.2 -1.2199 TD
[(Finally)65(,)-203(the)-190(classi\223cation)-191(score)-191(v)15(ector)-190(for)-191(the)-191(relationship)]TJ
-1.2 -1.2001 TD
[(between)-250(the)]TJ
/F10 1 Tf
5.054 0 TD
(i)Tj
/F2 1 Tf
.3444 0 TD
[(-th)-250(and)]TJ
/F10 1 Tf
3.0551 0 TD
(j)Tj
/F2 1 Tf
.469 0 TD
[(-th)-250(nodes)-250(can)-250(be)-250(written)-250(as)-250(follo)25(ws:)]TJ
/F8 1 Tf
-2.2415 -2.2399 TD
(t)Tj
/F9 1 Tf
6.7803 0 0 6.7803 116.1282 610.0649 Tm
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 125.6413 611.5168 Tm
.0004 Tc
[(=)-278.4(s)0(oftmax\()]TJ
/F8 1 Tf
4.8944 0 TD
0 Tc
(p)Tj
/F9 1 Tf
6.7803 0 0 6.7803 177.8923 615.5168 Tm
(K)Tj
0 -.9505 TD
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 187.5124 611.5168 Tm
0 Tc
(+)Tj
/F8 1 Tf
1.0001 0 TD
(f)Tj
/F9 1 Tf
6.7803 0 0 6.7803 200.4244 609.0719 Tm
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 207.2464 611.5168 Tm
0 Tc
(\))Tj
/F10 1 Tf
.3888 0 TD
(,)Tj
/F2 1 Tf
5.2928 0 TD
(\(10\))Tj
-22.0476 -2.2398 TD
(Here,)Tj
/F10 1 Tf
2.6163 0 TD
(K)Tj
/F2 1 Tf
1.3095 0 TD
[(denotes)-389(the)-388(number)-389(of)-389(RFP)-388(layer)55(.)]TJ
/F8 1 Tf
14.807 0 TD
(f)Tj
/F9 1 Tf
6.7803 0 0 6.7803 233.3975 587.3759 Tm
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 243.9825 589.8218 Tm
0 Tc
(indicates)Tj
-20.1586 -1.2001 TD
[(the)-250(relationship)-251(distrib)20(ution)-250.1(v)15(ector)-251(between)-250(the)-250(object)-251(cate-)]TJ
0 -1.2 TD
[(gories)-261(of)-260(the)]TJ
/F10 1 Tf
5.281 0 TD
(i)Tj
/F2 1 Tf
.3445 0 TD
[(-th)-260.9(and)]TJ
/F10 1 Tf
3.0762 0 TD
(j)Tj
/F2 1 Tf
.4691 0 TD
[(-th)-260.9(nodes)-260(in)-261(the)-261(training)-260(set.)-342(It)-261(func-)]TJ
-9.1708 -1.2001 TD
[(tions)-204(in)-204(the)-204(same)-204(w)10(a)0(y)-204(a)0(s)-204(frequenc)15(y)-204(bias)-204(and)-204(has)-204(been)-204(widely)]TJ
0 -1.2 TD
[(adopted)-250(in)-250(e)15(xisting)-250(w)10(orks)-250([)]TJ
.62765 0 1 0 k
10.863 0 TD
(12)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.38 0 TD
(14)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.38 0 TD
(30)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.3799 0 TD
(32)Tj
/Cs8 cs 1 scn
1.0001 0 TD
(].)Tj
/F1 1 Tf
10.6548 0 0 10.6548 48.7218 523.3757 Tm
[(3.4.)-250(Heter)18(ophily-awar)18.1(e)-250(Message)-250(P)10(assing)]TJ
/F2 1 Tf
9.6862 0 0 9.6862 60.3451 505.7486 Tm
[(Heterophily)-485(causes)-484.9(GNNs)-485.1(to)-485(e)15(xperience)-485(performance)]TJ
-1.2 -1.2002 TD
[(de)15(gradation.)-299(Recent)-218(w)10(orks)-218([)]TJ
.62765 0 1 0 k
11.235 0 TD
(29)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-217(i)0(n)-218(GNN)-218(architecture)-218(design)]TJ
-12.235 -1.2 TD
-.0001 Tc
[(mitigate)-262.1(this)-263.1(problem)-262.1(by)-262.1(allo)24.9(wing)-263.1(the)-262.1(messages)-262.1(from)-263.1(inter)19.9(-)]TJ
T*
0 Tc
[(class)-211(neighbors)-210(to)-211(be)-210(multiplied)-211(by)-210(a)-211(n)0(e)15(g)5(ati)25(v)15(e)-210(sign.)-297(This)-211(op-)]TJ
0 -1.2001 TD
[(eration)-217(enables)-217(the)-216(mean)-217(distance)-216.9(between)-217.1(inter)20(-class)-216.9(nodes)]TJ
0 -1.2 TD
-.0001 Tc
[(to)-382.1(be)-382.1(less)-382.1(af)24.9(fected)-382.1(in)-382.1(the)-382.1(aggre)14.9(gation)-382.1(procedure.)-706.1(T)79.9(o)-382.1(bet-)]TJ
0 -1.2001 TD
0 Tc
[(ter)-372(distinguish)-372(between)-371.9(the)-372(homophily)-372(and)-372(heterophily)-372(in)]TJ
T*
[(the)-380(scene)-379(graph,)-412(especially)-380(within)-379(the)-380(complicated)-380(visual)]TJ
0 -1.2 TD
[(scene)-334(\()]TJ
/F6 1 Tf
2.8883 0 TD
(i.e)Tj
/F2 1 Tf
.9719 0 TD
[(.,)-355(occlusion\),)-356(we)-334(de\223ne)-334(a)-335(sign)-334(function)-334(to)-334(adjust)]TJ
-3.8602 -1.2 TD
-.0001 Tc
[(the)-414.1(non-ne)14.9(gati)24.9(v)14.9(e)-415.1(conte)14.9(xtual)-414.1(coef)24.9(\223cient)-414.1(between)-414.1(nodes)-415.1(or)]TJ
T*
0 Tc
[(edges.)-731(Furthermore,)-425(this)-390(sign)-389.9(function)-391(indicates)-391(whether)]TJ
T*
[(the)15(y)-223(belong)-223(to)-223(the)-223(same)-223(cate)15(gory)65(.)-301(I)0(n)-223(more)-223(detail,)-229(we)-223(formu-)]TJ
0 -1.2001 TD
[(late)-297(the)-297(sign)-297(message)-297(between)-297(tw)10(o)-297(nodes)-297(with)-297(the)-297(features)]TJ
0 -1.2 TD
[(of)-250(their)-250(union)-250(box,)-250(de\223ned)-250(as)-250(follo)25(ws:)]TJ
/F10 1 Tf
3.6344 -2.2399 TD
(s)Tj
/F9 1 Tf
6.7803 0 0 6.7803 88.4657 331.4933 Tm
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 97.9782 332.9463 Tm
.0005 Tc
[(=)-278.3(t)-.4(anh\()]TJ
/F8 1 Tf
3.4445 0 TD
0 Tc
(w)Tj
/F9 1 Tf
6.7803 0 0 6.7803 137.8033 336.9463 Tm
(T)Tj
0 -.9432 TD
(s)Tj
/F10 1 Tf
9.6862 0 0 9.6862 143.9043 332.9463 Tm
<03>Tj
/F7 1 Tf
.6074 0 TD
(\()Tj
/F8 1 Tf
.3888 0 TD
(W)Tj
/F9 1 Tf
6.7803 0 0 6.7803 162.1643 331.4933 Tm
(s)Tj
/F7 1 Tf
9.6862 0 0 9.6862 166.3043 332.9463 Tm
([)Tj
/F8 1 Tf
.2778 0 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 173.8383 331.4933 Tm
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 182.8123 332.9463 Tm
0 Tc
(+)Tj
/F8 1 Tf
1.0001 0 TD
(B)Tj
/F9 1 Tf
6.7803 0 0 6.7803 198.9594 331.4933 Tm
.0002 Tc
(ij)Tj
/F10 1 Tf
9.6862 0 0 9.6862 205.7824 332.9463 Tm
0 Tc
(,)Tj
/F8 1 Tf
.4443 0 TD
(v)Tj
/F9 1 Tf
6.7803 0 0 6.7803 214.3874 331.4933 Tm
(i)Tj
/F10 1 Tf
9.6862 0 0 9.6862 217.6124 332.9463 Tm
(,)Tj
/F8 1 Tf
.4443 0 TD
(v)Tj
/F9 1 Tf
6.7803 0 0 6.7803 226.2174 331.4933 Tm
(j)Tj
/F7 1 Tf
9.6862 0 0 9.6862 230.2994 332.9463 Tm
.0009 Tc
(]\)\))Tj
/F10 1 Tf
1.0555 0 TD
0 Tc
(,)Tj
/F2 1 Tf
2.2461 0 TD
(\(11\))Tj
-22.0476 -2.2399 TD
(where)Tj
/F7 1 Tf
2.7999 0 TD
([)Tj
/F10 1 Tf
.2777 0 TD
(,)Tj
/F7 1 Tf
.4445 0 TD
(])Tj
/F2 1 Tf
.6347 0 TD
[(represents)-356.9(the)-357(concatenation)-357(operation.)-631(T)80(anh)-357(is)]TJ
-4.1568 -1.2 TD
[(utilized)-296(to)-295(approximate)-296(the)-296(sign)-296(function)-296(and)-295(has)-296(the)-296(addi-)]TJ
0 -1.2001 TD
[(tional)-228(bene\223t)-227.9(of)-228(being)-228(dif)25(ferential.)-303(In)-228(the)-228(training)-228(process,)-233(a)]TJ
T*
[(binary)-302(cross-entrop)10(y)-302(\(BCE\))-302(loss)-302(is)-302(utilized)-303(for)-302(supervision)]TJ
T*
[(with)-267(ground-truth)-267.9(sign)-267(labels)]TJ
/F10 1 Tf
11.9022 0 TD
(y)Tj
/F9 1 Tf
6.7803 0 0 6.7803 169.1053 268.2711 Tm
(s)Tj
-.0512 -.8901 TD
.0002 Tc
(ij)Tj
/F11 1 Tf
9.6862 0 0 9.6862 178.5813 264.7571 Tm
.3107 Tc
[<057b>310.7<8a>]TJ
/F7 1 Tf
2.2543 0 TD
0 Tc
(1)Tj
/F10 1 Tf
.5 0 TD
(,)Tj
/F7 1 Tf
.4444 0 TD
(1)Tj
/F11 1 Tf
.4999 0 TD
(})Tj
/F2 1 Tf
.5001 0 TD
[(;)-276(here,)-272(1)-267(and)-267(-1)]TJ
-17.6054 -1.2001 TD
[(indicate)-236(that)-237(the)-235.9(tw)10(o)-236(nodes)-237(belong)-236(to)-237(the)-236(same)-236(and)-237(dif)25(ferent)]TJ
T*
[(object)-327(cate)15(gories,)-345(respecti)25(v)15(ely)65(.)-540(B)0(y)-327(inte)15(grating)-326(the)-327(sign)-327(in-)]TJ
T*
[(formation)-254(into)-252.9(Eq.)-254.1(\()]TJ
0 .99414 1 0 k
7.955 0 TD
(2)Tj
/Cs8 cs 1 scn
.5 0 TD
[(\),)-254(the)-254(message)-254(between)-253(tw)10(o)-254(nodes)-254(can)]TJ
-8.455 -1.2 TD
[(be)-250(re\223ned)-250(as)-250(follo)25(ws:)]TJ
/F11 1 Tf
3.6258 -2.4798 TD
(F)Tj
/F7 1 Tf
.8181 0 TD
(\()Tj
/F11 1 Tf
.389 0 TD
(N)Tj
/F9 1 Tf
6.7803 0 0 6.7803 103.4802 192.7901 Tm
(i)Tj
/F7 1 Tf
9.6862 0 0 9.6862 106.7052 194.243 Tm
.2789 Tc
(\)=)Tj
/F15 1 Tf
1.7222 .95 TD
0 Tc
<03>Tj
/F9 1 Tf
6.7803 0 0 6.7803 137.3783 188.432 Tm
(j)Tj
/F14 1 Tf
.5305 0 TD
.0008 Tc
<034e>Tj
/F12 1 Tf
4.8431 0 0 4.8431 152.5383 187.463 Tm
0 Tc
(i)Tj
/F10 1 Tf
9.6862 0 0 9.6862 157.7063 194.243 Tm
(s)Tj
/F9 1 Tf
6.7803 0 0 6.7803 162.2463 192.7901 Tm
.0002 Tc
(ij)Tj
/F10 1 Tf
9.6862 0 0 9.6862 169.0673 194.243 Tm
0 Tc
<02>Tj
/F9 1 Tf
6.7803 0 0 6.7803 175.2643 192.7901 Tm
.0002 Tc
(ij)Tj
/F10 1 Tf
9.6862 0 0 9.6862 182.0863 194.243 Tm
0 Tc
<03>Tj
/F7 1 Tf
.6073 0 TD
(\()Tj
/F8 1 Tf
.3888 0 TD
(W)Tj
/F14 1 Tf
6.7803 0 0 6.7803 200.3464 192.7901 Tm
(F)Tj
/F7 1 Tf
9.6862 0 0 9.6862 207.0624 194.243 Tm
(LN\()Tj
/F8 1 Tf
1.764 0 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 228.9904 192.7901 Tm
(j)Tj
/F7 1 Tf
9.6862 0 0 9.6862 233.0724 194.243 Tm
.0009 Tc
(\)\))Tj
/F10 1 Tf
.7778 0 TD
0 Tc
(.)Tj
/F2 1 Tf
2.2375 0 TD
(\(12\))Tj
-20.8476 -2.1979 TD
[(Similarly)65(,)-400(the)-369(sign)-370(function)-370(for)-369(tw)10(o)-370(neighboring)-370(edges)]TJ
-1.2 -1.2 TD
[(with)-240(the)-241(same)]TJ
/F6 1 Tf
5.7764 0 TD
(subject)Tj
/F2 1 Tf
3.0914 0 TD
(or)Tj
/F6 1 Tf
1.0736 0 TD
(object)Tj
/F2 1 Tf
2.7024 0 TD
[(can)-240(be)-241(approximated)-240(as)-241(fol-)]TJ
-12.6438 -1.2 TD
[(lo)25(ws:)]TJ
/F10 1 Tf
1.5261 -2.0451 TD
(q)Tj
/F9 1 Tf
6.7803 0 0 6.7803 67.8285 128.446 Tm
.0002 Tc
(il)Tj
/F14 1 Tf
.7712 0 TD
0 Tc
<04>Tj
/F9 1 Tf
1.139 0 TD
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 90.2916 129.899 Tm
.0005 Tc
[(=)-278.3(t)-.4(anh\()]TJ
/F8 1 Tf
3.4445 0 TD
0 Tc
(w)Tj
/F9 1 Tf
6.7803 0 0 6.7803 130.1162 133.8979 Tm
(T)Tj
0 -.943 TD
(q)Tj
/F7 1 Tf
9.6862 0 0 9.6862 136.2183 129.899 Tm
(\()Tj
.3889 .0249 TD
<1a>Tj
/F8 1 Tf
0 -.0249 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 144.8283 128.446 Tm
(i)Tj
/F11 1 Tf
9.6862 0 0 9.6862 150.2063 129.899 Tm
<06>Tj
/F8 1 Tf
.7222 0 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 162.0443 128.446 Tm
.0063 Tc
(lj)Tj
/F11 1 Tf
9.6862 0 0 9.6862 170.7673 129.899 Tm
0 Tc
<06>Tj
/F7 1 Tf
.7222 0 TD
(\()Tj
/F8 1 Tf
.3889 0 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 186.3734 128.446 Tm
.0002 Tc
[(ij)-58.5(l)]TJ
/F7 1 Tf
9.6862 0 0 9.6862 197.8354 129.899 Tm
0 Tc
(+)Tj
/F8 1 Tf
1.0001 0 TD
(B)Tj
/F9 1 Tf
6.7803 0 0 6.7803 213.9834 128.446 Tm
.0003 Tc
[(i,l)-6(j)]TJ
/F7 1 Tf
9.6862 0 0 9.6862 225.5934 129.899 Tm
.0009 Tc
(\)\)\))Tj
/F10 1 Tf
-17.2752 -1.6746 TD
0 Tc
(q)Tj
/F9 1 Tf
6.7803 0 0 6.7803 62.5871 112.2259 Tm
.0007 Tc
(mj)Tj
/F14 1 Tf
1.5442 0 TD
0 Tc
<04>Tj
/F9 1 Tf
1.139 0 TD
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 90.2916 113.6789 Tm
.0005 Tc
[(=)-278.3(t)-.4(anh\()]TJ
/F8 1 Tf
3.4445 0 TD
0 Tc
(w)Tj
/F9 1 Tf
6.7803 0 0 6.7803 130.1162 117.6779 Tm
(T)Tj
0 -.943 TD
(q)Tj
/F7 1 Tf
9.6862 0 0 9.6862 136.2183 113.6789 Tm
(\()Tj
/F8 1 Tf
.3889 0 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 144.8283 112.2259 Tm
.0002 Tc
(im)Tj
/F11 1 Tf
9.6862 0 0 9.6862 157.0783 113.6789 Tm
0 Tc
<06>Tj
/F7 1 Tf
.7224 .0249 TD
<1a>Tj
/F8 1 Tf
0 -.0249 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 168.9183 112.2259 Tm
(j)Tj
/F11 1 Tf
9.6862 0 0 9.6862 175.1523 113.6789 Tm
<06>Tj
/F7 1 Tf
.7222 0 TD
(\()Tj
/F8 1 Tf
.3889 0 TD
(x)Tj
/F9 1 Tf
6.7803 0 0 6.7803 190.7574 112.2259 Tm
.0002 Tc
[(ij)-58.5(m)]TJ
/F7 1 Tf
9.6862 0 0 9.6862 206.6054 113.6789 Tm
0 Tc
(+)Tj
/F8 1 Tf
1 0 TD
(B)Tj
/F9 1 Tf
6.7803 0 0 6.7803 222.7514 112.2259 Tm
.0004 Tc
(im,j)Tj
/F7 1 Tf
9.6862 0 0 9.6862 238.7475 113.6789 Tm
.0009 Tc
(\)\)\))Tj
/F10 1 Tf
1.1667 0 TD
0 Tc
(,)Tj
/F2 1 Tf
1.2627 .8412 TD
(\(13\))Tj
3.9246 62.4153 TD
(where)Tj
/F10 1 Tf
2.8042 0 TD
(q)Tj
/F9 1 Tf
6.7803 0 0 6.7803 331.7797 724.941 Tm
.0002 Tc
(il)Tj
/F14 1 Tf
.7714 0 TD
0 Tc
<04>Tj
/F9 1 Tf
1.1387 0 TD
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 355.0527 726.394 Tm
0 Tc
[(denotes)-361(tw)10(o)-362(edges)]TJ
/F8 1 Tf
7.9059 0 TD
(r)Tj
/F9 1 Tf
6.7803 0 0 6.7803 435.3978 724.941 Tm
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 445.7198 726.394 Tm
0 Tc
(and)Tj
/F8 1 Tf
1.8053 0 TD
(r)Tj
/F9 1 Tf
6.7803 0 0 6.7803 466.9729 724.941 Tm
.0002 Tc
(il)Tj
/F2 1 Tf
9.6862 0 0 9.6862 476.187 726.394 Tm
0 Tc
[(that)-361(share)-361(the)]TJ
-18.1592 -1.2 TD
(same)Tj
/F6 1 Tf
2.2684 0 TD
(subject)Tj
/F2 1 Tf
2.8509 0 TD
[(,)-221(while)]TJ
/F10 1 Tf
2.906 0 TD
(q)Tj
/F9 1 Tf
6.7803 0 0 6.7803 382.3527 713.3181 Tm
.0007 Tc
(mj)Tj
/F14 1 Tf
1.5442 0 TD
0 Tc
<04>Tj
/F9 1 Tf
1.139 0 TD
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 409.4338 714.7711 Tm
0 Tc
[(indicates)-213(tw)10(o)-214(edges)]TJ
/F8 1 Tf
7.9621 0 TD
(r)Tj
/F9 1 Tf
6.7803 0 0 6.7803 490.3239 713.3181 Tm
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 499.212 714.7711 Tm
0 Tc
(and)Tj
/F8 1 Tf
1.6574 0 TD
(r)Tj
/F9 1 Tf
6.7803 0 0 6.7803 519.034 713.3181 Tm
.0007 Tc
(mj)Tj
/F2 1 Tf
9.6862 0 0 9.6862 300.2936 703.1471 Tm
0 Tc
[(that)-249.9(share)-250(the)-250(same)]TJ
/F6 1 Tf
7.8868 0 TD
(object)Tj
/F2 1 Tf
2.4621 0 TD
(.)Tj
-9.1489 -1.2 TD
[(A)-253(BCE)-252(loss)-253(is)-253(adopted)-252(for)-253(the)-253(supervision)-252(on)]TJ
/F10 1 Tf
18.3291 0 TD
(q)Tj
/F9 1 Tf
6.7803 0 0 6.7803 493.781 690.07 Tm
.0002 Tc
(il)Tj
/F14 1 Tf
.7712 0 TD
0 Tc
<04>Tj
/F9 1 Tf
1.1389 0 TD
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 516.002 691.524 Tm
0 Tc
(and)Tj
/F10 1 Tf
-22.2696 -1.2 TD
(q)Tj
/F9 1 Tf
6.7803 0 0 6.7803 304.6166 678.447 Tm
.0007 Tc
(mj)Tj
/F14 1 Tf
1.5443 0 TD
0 Tc
<04>Tj
/F9 1 Tf
1.1389 0 TD
.0002 Tc
(ij)Tj
/F2 1 Tf
9.6862 0 0 9.6862 329.6317 679.901 Tm
0 Tc
[(,)-306(respecti)25(v)15(ely)65(.)-443(The)-295(ground-truth)-295(labels)-295(are)-295(1)-294(and)-295(-1)]TJ
-3.029 -1.2002 TD
[(for)-370(tw)10(o)-370(edges)-370(that)-369(belong)-370(to)-370(the)-370(same)-370(and)-370(dif)25(ferent)-370(cate-)]TJ
0 -1.2 TD
[(gories,)-241(respecti)25(v)15(ely)65(.)-307(Finally)65(,)-241(the)-239(sign)-239(information)-240(is)-239(utilized)]TJ
T*
[(to)-325(re\223ne)-325(the)-324(messages)-325(between)-325(neighboring)-325(edges)-325(de\223ned)]TJ
T*
[(in)-250(Eq.)-250(\()]TJ
0 .99414 1 0 k
2.9721 0 TD
(8)Tj
/Cs8 cs 1 scn
.5 0 TD
[(\))-250(a)0(s)-250(follo)25(ws:)]TJ
/F11 1 Tf
-2.5472 -3.3432 TD
(H)Tj
/F7 1 Tf
.8542 0 TD
(\()Tj
/F11 1 Tf
.3888 0 TD
(N)Tj
/F8 1 Tf
6.7803 0 0 6.7803 329.2396 599.5698 Tm
(r)Tj
/F12 1 Tf
4.8431 0 0 4.8431 331.8756 598.6008 Tm
.0006 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 338.5627 601.0228 Tm
.2789 Tc
(\)=)Tj
/F15 1 Tf
1.9122 .95 TD
0 Tc
<03>Tj
/F9 1 Tf
6.7803 0 0 6.7803 355.2447 589.3718 Tm
(l)Tj
/F14 1 Tf
.3671 0 TD
.0008 Tc
<034e>Tj
/F12 1 Tf
4.8431 0 0 4.8431 369.2967 588.4038 Tm
0 Tc
(j)Tj
/F10 1 Tf
9.6862 0 0 9.6862 374.5307 601.0228 Tm
(q)Tj
/F9 1 Tf
6.7803 0 0 6.7803 378.8547 599.5698 Tm
.0002 Tc
(il)Tj
/F14 1 Tf
.7712 0 TD
0 Tc
<04>Tj
/F9 1 Tf
1.1389 0 TD
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 399.5918 601.0228 Tm
0 Tc
<1a>Tj
/F10 1 Tf
-.0995 0 TD
<02>Tj
/F9 1 Tf
6.7803 0 0 6.7803 404.8248 599.5698 Tm
.0587 Tc
(jl)Tj
/F8 1 Tf
9.6862 0 0 9.6862 411.3938 601.0228 Tm
0 Tc
(p)Tj
/F9 1 Tf
6.7803 0 0 6.7803 416.2378 598.5778 Tm
.0002 Tc
(il)Tj
/F7 1 Tf
9.6862 0 0 9.6862 424.1028 601.0228 Tm
0 Tc
(+)Tj
/F15 1 Tf
1.388 .95 TD
<03>Tj
/F9 1 Tf
6.7803 0 0 6.7803 433.7899 589.4478 Tm
(m)Tj
/F14 1 Tf
1.0137 0 TD
.0008 Tc
<034e>Tj
/F12 1 Tf
4.8431 0 0 4.8431 452.2269 588.4788 Tm
0 Tc
(i)Tj
/F10 1 Tf
9.6862 0 0 9.6862 456.9089 601.0228 Tm
(q)Tj
/F9 1 Tf
6.7803 0 0 6.7803 461.2339 599.5698 Tm
.0007 Tc
(mj)Tj
/F14 1 Tf
1.5442 0 TD
0 Tc
<04>Tj
/F9 1 Tf
1.1389 0 TD
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 487.2109 601.0228 Tm
0 Tc
<1a>Tj
/F10 1 Tf
-.0994 0 TD
<02>Tj
/F9 1 Tf
6.7803 0 0 6.7803 492.4439 599.5698 Tm
.0002 Tc
(im)Tj
/F8 1 Tf
9.6862 0 0 9.6862 502.542 601.0228 Tm
0 Tc
(p)Tj
/F9 1 Tf
6.7803 0 0 6.7803 507.386 598.5778 Tm
.0007 Tc
(mj)Tj
/F10 1 Tf
9.6862 0 0 9.6862 518.34 601.0228 Tm
0 Tc
(.)Tj
/F2 1 Tf
-.4635 -2.282 TD
(\(14\))Tj
/F1 1 Tf
10.6548 0 0 10.6548 300.2936 559.7657 Tm
[(3.5.)-250(SGG)-249.9(by)-250(HL-Net)]TJ
/F2 1 Tf
9.6862 0 0 9.6862 311.9166 542.3307 Tm
[(During)-350(training,)-375.9(the)-351(o)15(v)15(erall)-350(loss)-351(function)]TJ
/F11 1 Tf
17.1799 0 TD
(L)Tj
/F2 1 Tf
1.0403 0 TD
[(of)-350(HL-Net)]TJ
-19.4202 -1.2001 TD
[(can)-250(be)-250(e)15(xpressed)-250(as)-250(follo)25(ws:)]TJ
/F11 1 Tf
5.9028 -2.1433 TD
(L)Tj
/F7 1 Tf
.9676 0 TD
(=)Tj
/F11 1 Tf
1.0555 0 TD
(L)Tj
/F9 1 Tf
6.7803 0 0 6.7803 383.7467 508.4937 Tm
(v)Tj
/F7 1 Tf
9.6862 0 0 9.6862 390.5008 509.9467 Tm
(+)Tj
/F11 1 Tf
1.0001 0 TD
(L)Tj
/F9 1 Tf
6.7803 0 0 6.7803 406.8678 508.4937 Tm
(e)Tj
/F7 1 Tf
9.6862 0 0 9.6862 413.1798 509.9467 Tm
(+)Tj
/F11 1 Tf
1.0001 0 TD
(L)Tj
/F9 1 Tf
6.7803 0 0 6.7803 429.5468 513.9467 Tm
(v)Tj
0 -.9432 TD
.0005 Tc
(bce)Tj
/F7 1 Tf
9.6862 0 0 9.6862 442.7269 509.9467 Tm
0 Tc
(+)Tj
/F11 1 Tf
1.0001 0 TD
(L)Tj
/F9 1 Tf
6.7803 0 0 6.7803 459.0939 513.9467 Tm
(e)Tj
0 -.9432 TD
.0005 Tc
(bce)Tj
/F10 1 Tf
9.6862 0 0 9.6862 470.1209 509.9467 Tm
0 Tc
(,)Tj
/F2 1 Tf
4.5147 0 TD
(\(15\))Tj
-22.0476 -2.1433 TD
(where)Tj
/F11 1 Tf
2.6653 0 TD
(L)Tj
/F9 1 Tf
6.7803 0 0 6.7803 332.7906 487.7336 Tm
(v)Tj
/F2 1 Tf
9.6862 0 0 9.6862 339.5467 489.1866 Tm
(and)Tj
/F11 1 Tf
1.6665 0 TD
(L)Tj
/F9 1 Tf
6.7803 0 0 6.7803 362.3687 487.7336 Tm
(e)Tj
/F2 1 Tf
9.6862 0 0 9.6862 368.6827 489.1866 Tm
[(are)-222(the)-223(standard)-222(cross-entrop)10(y)-222(loss)-223(for)-222(ob-)]TJ
-7.0605 -1.2001 TD
[(ject)-280.9(and)-280(relationship)-281(classi\223cation,)-288(respecti)25(v)15(ely)65(.)-402(Moreo)15(v)15(e)0(r)40(,)]TJ
/F11 1 Tf
0 -1.2 TD
(L)Tj
/F9 1 Tf
6.7803 0 0 6.7803 306.9736 469.4546 Tm
(v)Tj
0 -.923 TD
.0005 Tc
(bce)Tj
/F2 1 Tf
9.6862 0 0 9.6862 320.4796 465.9396 Tm
0 Tc
(and)Tj
/F11 1 Tf
1.7001 0 TD
(L)Tj
/F9 1 Tf
6.7803 0 0 6.7803 343.6277 469.4546 Tm
(e)Tj
0 -.923 TD
.0005 Tc
(bce)Tj
/F2 1 Tf
9.6862 0 0 9.6862 357.1347 465.9396 Tm
0 Tc
[(represent)-255.9(the)-256(BCE)-256.1(loss)-256(for)-256(sign)-255.9(prediction)-255(in)]TJ
-5.8683 -1.2001 TD
[(object)-249.9(and)-250.1(relationship)-249.9(classi\223cation,)-250(respecti)25(v)15(ely)65(.)]TJ
1.2 -1.2 TD
[(During)-354(testing,)-381(the)-354(object)-354(cate)15(gory)-355(for)-354(the)]TJ
/F10 1 Tf
17.7386 0 TD
(i)Tj
/F2 1 Tf
.3444 0 TD
[(-th)-354.1(node)-354.9(is)]TJ
-19.2829 -1.2 TD
[(predicted)-249.9(by)-250(the)-250(follo)25(wing)-250(equation:)]TJ
/F10 1 Tf
6.6975 -2.1434 TD
(o)Tj
/F9 1 Tf
6.7803 0 0 6.7803 369.8617 408.8564 Tm
(i)Tj
/F7 1 Tf
9.6862 0 0 9.6862 375.7777 410.3085 Tm
.2788 Tc
[(=a)278.8(r)278.1(g)98.8(m)278.5(a)278.8(x)]TJ
/F9 1 Tf
6.7803 0 0 6.7803 419.2588 408.8564 Tm
0 Tc
(o)Tj
/F14 1 Tf
.5638 0 TD
.0008 Tc
<034f>Tj
/F7 1 Tf
9.6862 0 0 9.6862 435.1368 410.3085 Tm
0 Tc
(\()Tj
/F8 1 Tf
.3888 0 TD
(v)Tj
/F9 1 Tf
6.7803 0 0 6.7803 443.2029 408.8564 Tm
(i)Tj
/F7 1 Tf
9.6862 0 0 9.6862 446.4279 410.3085 Tm
(\()Tj
/F10 1 Tf
.3889 0 TD
(o)Tj
/F7 1 Tf
.4848 0 TD
.0009 Tc
(\)\))Tj
/F10 1 Tf
.7777 0 TD
0 Tc
(,)Tj
/F2 1 Tf
5.3093 0 TD
(\(16\))Tj
-22.0476 -2.1433 TD
(where)Tj
/F11 1 Tf
2.831 0 TD
(O)Tj
/F2 1 Tf
1.2119 0 TD
[(represents)-388(the)-388(set)-387.9(of)-388(object)-388(cate)15(gories.)-725(The)-388(re-)]TJ
-4.043 -1.2001 TD
[(lationship)-373.9(cate)15(gory)-373.9(of)-373(the)-374(edge)-374(between)-374(the)]TJ
/F10 1 Tf
18.4865 0 TD
(i)Tj
/F2 1 Tf
.3444 0 TD
[(-th)-374(and)]TJ
/F10 1 Tf
3.3027 0 TD
(j)Tj
/F2 1 Tf
.469 0 TD
(-th)Tj
-22.6027 -1.2 TD
[(nodes)-249.9(can)-250(be)-250(obtained)-250(as)-250(follo)25(ws:)]TJ
/F10 1 Tf
6.4071 -2.1434 TD
(e)Tj
/F9 1 Tf
6.7803 0 0 6.7803 366.8637 344.0883 Tm
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 376.3747 345.5403 Tm
.2788 Tc
[(=a)278.8(r)278.1(g)98.8(m)278.5(a)278.8(x)]TJ
/F9 1 Tf
6.7803 0 0 6.7803 419.8568 344.0883 Tm
0 Tc
(r)Tj
/F14 1 Tf
.561 0 TD
.0008 Tc
<0352>Tj
/F7 1 Tf
9.6862 0 0 9.6862 436.0168 345.5403 Tm
0 Tc
(\()Tj
/F8 1 Tf
.3889 0 TD
(t)Tj
/F9 1 Tf
6.7803 0 0 6.7803 442.4769 344.0883 Tm
.0002 Tc
(ij)Tj
/F7 1 Tf
9.6862 0 0 9.6862 449.2979 345.5403 Tm
0 Tc
(\()Tj
/F10 1 Tf
.389 0 TD
(r)Tj
/F7 1 Tf
.4788 0 TD
.0009 Tc
(\)\))Tj
/F10 1 Tf
.7778 0 TD
0 Tc
(,)Tj
/F2 1 Tf
5.0188 0 TD
(\(17\))Tj
-22.0476 -2.1433 TD
(where)Tj
/F11 1 Tf
2.6929 0 TD
(R)Tj
/F2 1 Tf
1.0975 0 TD
[(represents)-249.9(the)-250(set)-250(of)-250(relationship)-250(cate)15(gories.)]TJ
/F1 1 Tf
11.6235 0 0 11.6235 300.2936 301.7533 Tm
[(4.)-250(Experiments)]TJ
10.6548 0 0 10.6548 300.2936 283.3492 Tm
[(4.1.)-250(Dataset)-249.9(and)-250.1(Ev)10(aluation)-250(Settings)]TJ
9.6862 0 0 9.6862 300.2936 265.9142 Tm
[(V)37(isual)-218(Genome)]TJ
/F2 1 Tf
6.4587 0 TD
[(:)-294(W)80(e)-218(follo)25(w)-218(the)-217(same)-218(data)-218(cleaning)-218(strate)15(gy)]TJ
-6.4587 -1.2001 TD
([)Tj
.62765 0 1 0 k
.3329 0 TD
(4)Tj
/Cs8 cs 1 scn
.5 0 TD
[(])-360(that)-360(has)-361(been)-360(widely)-360(adopted)-360(in)-360(se)25(v)15(eral)-361(recent)-360(w)10(orks.)]TJ
-.8329 -1.2 TD
[(More)-403.9(speci\223cally)65(,)-442(the)-404(most)-404(frequently)-404(occurring)-404(150)-404(ob-)]TJ
T*
[(ject)-401(cate)15.1(gories)-400(and)-401(50)-401(relationship)-400(cate)15(gories)-401(are)-401(utilized)]TJ
T*
[(for)-395.9(e)25(v)25(aluation.)-748(The)-396(scene)-396(graph)-396(for)-396(each)-396(image)-396(consists)]TJ
0 -1.2001 TD
[(of)-351(11.6)-350(objects)-351(and)-350(6.2)-351(relationships)-351(on)-350(a)20(v)15(erage.)-612(W)80(e)-351(fol-)]TJ
0 -1.2 TD
[(lo)25(w)-352(three)-352(con)40(v)15(entional)-352(protocols)-352(for)-352(e)25(v)25(aluation:)-514(1\))-352(Scene)]TJ
T*
[(Graph)-264.9(Detection)-265(\(SGDET\):)-264.9(Gi)26(v)14(e)0(n)-264(a)0(n)-265(image,)-268(the)-264(model)-265(de-)]TJ
0 -1.2001 TD
[(tects)-204.9(object)-204(bounding)-205(box)15(es)-205(and)-205(predicts)-204(both)-205(the)-205(object)-205(and)]TJ
0 -1.2 TD
[(relationship)-201.9(cate)14.9(gories)-201(for)-201.9(each)-202(bounding)-200.9(box)-202(pair)55(.)-294(2)0(\))-202(Scene)]TJ
0 -1.2001 TD
[(Graph)-319.9(Classi\223cation)-321(\(SGCLS\):)-319.9(Gi)25(v)15(e)0(n)-320(the)-320(ground-truth)-321(lo-)]TJ
T*
[(cation)-194(of)-194(object)-194(bounding)-195(box)15(es,)-205(the)-194(model)-194(predicts)-195(both)-194(the)]TJ
T*
[(object)-309.9(and)-310(relationship)-310(cate)14(gories.)-490(3\))-310(Predicate)-310(Classi\223ca-)]TJ
0 -1.2 TD
[(tion)-320(\(PREDCLS\):)-319.9(Gi)25(v)15(e)0(n)-320(the)-320(ground-truth)-321(object)-320(bounding)]TJ
ET
Q
Q
q
0.97225 0 0 0.97225 0 36.03706 cm
/5V4rDDIwpwKDKuKtEljGrQ Do
Q
endstream
endobj
76 0 obj
<< /Type /ObjStm /Length 184 /Filter /FlateDecode /N 1 /First 5 >>
stream
x=
@D~E2>
stream
q
q
/Cs8 CS 1 SCN
0 J 0 j .387 w 10 M [] 0 d
/GS2 gs
1 i
q 1 0 0 1 66.828 735.887 cm 0 0 m
445.054 0 l
S 1 0 0 1 40.924 -10.848 cm 0 0 m
0 10.655 l
S 1 0 0 1 71.143 0 cm 0 0 m
0 10.655 l
S
Q
BT
/F2 1 Tf
8.7176 0 0 8.7176 216.0294 728.2341 Tm
/Cs8 cs 1 scn
0 Tc
0 Tw
(SGDET)Tj
ET
q 1 0 0 1 281.254 725.039 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 318.8676 728.2341 Tm
(SGCLS)Tj
ET
q 1 0 0 1 383.612 725.039 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 415.6548 728.2341 Tm
(PREDCLS)Tj
ET
q 1 0 0 1 485.97 725.039 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 69.8595 717.5801 Tm
(Backbone)Tj
ET
q 1 0 0 1 107.752 714.384 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 110.7852 717.5801 Tm
(Model)Tj
ET
q 1 0 0 1 178.895 714.384 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 181.9263 717.5801 Tm
[(R@20)-1391.1(R@50)-1390.9(R@100)]TJ
ET
q 1 0 0 1 281.254 714.384 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 284.2845 717.5801 Tm
[(R@20)-1391.1(R@50)-1390.9(R@100)]TJ
ET
q 1 0 0 1 383.612 714.384 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 386.6427 717.5801 Tm
[(R@20)-1391.1(R@50)-1390.9(R@100)]TJ
ET
q 1 0 0 1 485.97 714.384 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 489.0009 717.5801 Tm
(Mean)Tj
ET
q 1 0 0 1 66.828 714.189 cm 0 0 m
445.054 0 l
S 1 0 0 1 0 -1.936 cm 0 0 m
445.054 0 l
S 1 0 0 1 40.924 -10.849 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 110.7852 704.6001 Tm
(IMP)Tj
/F16 1 Tf
5.8118 0 0 5.8118 126.2842 708.303 Tm
<02>Tj
/F2 1 Tf
8.7176 0 0 8.7176 132.6603 704.6001 Tm
([)Tj
.62765 0 1 0 k
.333 0 TD
(4)Tj
/Cs8 cs 1 scn
.5 0 TD
(])Tj
ET
q 1 0 0 1 178.895 701.404 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 185.5793 704.6001 Tm
[(14.6)-2229.1(20.7)-2478.9(24.5)]TJ
ET
q 1 0 0 1 281.254 701.404 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 287.9376 704.6001 Tm
[(31.7)-2229.1(34.6)-2478.9(35.4)]TJ
ET
q 1 0 0 1 383.612 701.404 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 390.2958 704.6001 Tm
[(52.7)-2229.1(59.3)-2478.9(61.3)]TJ
ET
q 1 0 0 1 485.97 701.404 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 491.2979 704.6001 Tm
(39.3)Tj
ET
q 1 0 0 1 107.752 690.749 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 110.7852 693.946 Tm
[(MO)40(TIFS)]TJ
/F16 1 Tf
5.8118 0 0 5.8118 142.4023 697.649 Tm
<02>Tj
/F2 1 Tf
8.7176 0 0 8.7176 148.7793 693.946 Tm
([)Tj
.62765 0 1 0 k
.333 0 TD
(32)Tj
/Cs8 cs 1 scn
1 0 TD
(])Tj
ET
q 1 0 0 1 178.895 690.749 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 185.5793 693.946 Tm
[(21.4)-2229.1(27.2)-2478.9(30.3)]TJ
ET
q 1 0 0 1 281.254 690.749 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 287.9376 693.946 Tm
[(32.9)-2229.1(35.8)-2478.9(36.5)]TJ
ET
q 1 0 0 1 383.612 690.749 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 390.2958 693.946 Tm
[(58.5)-2229.1(65.2)-2478.9(67.1)]TJ
ET
q 1 0 0 1 485.97 690.749 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 491.2979 693.946 Tm
(43.7)Tj
ET
q 1 0 0 1 107.752 680.094 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 110.7852 683.291 Tm
(KERN)Tj
/F16 1 Tf
5.8118 0 0 5.8118 134.5133 686.994 Tm
<02>Tj
/F2 1 Tf
8.7176 0 0 8.7176 140.8903 683.291 Tm
([)Tj
.62765 0 1 0 k
.333 0 TD
(2)Tj
/Cs8 cs 1 scn
.5 0 TD
(])Tj
ET
q 1 0 0 1 178.895 680.094 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 191.7554 683.291 Tm
[(-)-2938(27.1)-2479(29.8)]TJ
ET
q 1 0 0 1 281.254 680.094 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 294.1136 683.291 Tm
[(-)-2938(36.7)-2479(37.4)]TJ
ET
q 1 0 0 1 383.612 680.094 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 396.4718 683.291 Tm
[(-)-2938(65.8)-2479(67.6)]TJ
ET
q 1 0 0 1 485.97 680.094 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 491.2979 683.291 Tm
(44.1)Tj
ET
q 1 0 0 1 107.752 669.439 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 110.7852 672.636 Tm
(GPI)Tj
/F16 1 Tf
5.8118 0 0 5.8118 124.8282 676.339 Tm
<02>Tj
/F2 1 Tf
8.7176 0 0 8.7176 131.2052 672.636 Tm
([)Tj
.62765 0 1 0 k
.333 0 TD
(5)Tj
/Cs8 cs 1 scn
.5 0 TD
(])Tj
ET
q 1 0 0 1 178.895 669.439 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 191.7554 672.636 Tm
3.646 Tc
[(--)-250(-)]TJ
ET
q 1 0 0 1 281.254 669.439 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 294.1136 672.636 Tm
0 Tc
[(-)-2938(36.5)-2479(38.8)]TJ
ET
q 1 0 0 1 383.612 669.439 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 396.4718 672.636 Tm
[(-)-2938(65.1)-2479(66.9)]TJ
ET
q 1 0 0 1 485.97 669.439 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 497.475 672.636 Tm
(-)Tj
ET
q 1 0 0 1 107.752 658.784 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 110.7852 661.981 Tm
(VCTREE)Tj
/F16 1 Tf
5.8118 0 0 5.8118 144.6873 665.6849 Tm
<02>Tj
/F2 1 Tf
8.7176 0 0 8.7176 151.0633 661.981 Tm
([)Tj
.62765 0 1 0 k
.333 0 TD
(23)Tj
/Cs8 cs 1 scn
1 0 TD
(])Tj
ET
q 1 0 0 1 178.895 658.784 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 185.5793 661.981 Tm
[(22.0)-2229.1(27.9)-2478.9(31.3)]TJ
ET
q 1 0 0 1 281.254 658.784 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 287.9376 661.981 Tm
[(35.2)-2229.1(38.1)-2478.9(38.8)]TJ
ET
q 1 0 0 1 383.612 658.784 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 390.2958 661.981 Tm
[(60.1)-2229.1(66.4)-2478.9(68.1)]TJ
ET
q 1 0 0 1 485.97 658.784 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 491.2979 661.981 Tm
(45.1)Tj
-48.3431 -1.2222 TD
[(V)15(GG-16)]TJ
ET
q 1 0 0 1 107.752 648.129 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 110.7852 651.3259 Tm
(GPS-Net)Tj
/F16 1 Tf
5.8118 0 0 5.8118 142.2633 655.03 Tm
<02>Tj
/F2 1 Tf
8.7176 0 0 8.7176 148.6393 651.3259 Tm
([)Tj
.62765 0 1 0 k
.333 0 TD
(14)Tj
/Cs8 cs 1 scn
1 0 TD
(])Tj
ET
q 1 0 0 1 178.895 648.129 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 185.5793 651.3259 Tm
[(22.6)-2229.1(28.4)-2478.9(31.7)]TJ
ET
q 1 0 0 1 281.254 648.129 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 287.9376 651.3259 Tm
[(36.1)-2229.1(39.2)-2478.9(40.1)]TJ
ET
q 1 0 0 1 383.612 648.129 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 390.2958 651.3259 Tm
[(60.7)-2229.1(66.9)-2478.9(68.8)]TJ
ET
q 1 0 0 1 485.97 648.129 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 491.2979 651.3259 Tm
(45.9)Tj
ET
q 1 0 0 1 107.752 637.475 cm 0 0 m
0 10.654 l
S
Q
BT
8.7176 0 0 8.7176 110.7852 640.6709 Tm
[(R-CA)40.1(GCN)]TJ
/F16 1 Tf
5.8118 0 0 5.8118 149.6643 644.3749 Tm
<02>Tj
/F2 1 Tf
8.7176 0 0 8.7176 156.0413 640.6709 Tm
([)Tj
.62765 0 1 0 k
.333 0 TD
(30)Tj
/Cs8 cs 1 scn
1 0 TD
(])Tj
ET
q 1 0 0 1 178.895 637.475 cm 0 0 m
0 10.654 l
S
Q
BT
8.7176 0 0 8.7176 185.5793 640.6709 Tm
[(22.1)-2229.1(28.1)-2478.9(31.3)]TJ
ET
q 1 0 0 1 281.254 637.475 cm 0 0 m
0 10.654 l
S
Q
BT
8.7176 0 0 8.7176 287.9376 640.6709 Tm
[(35.4)-2229.1(38.3)-2478.9(39.0)]TJ
ET
q 1 0 0 1 383.612 637.475 cm 0 0 m
0 10.654 l
S
Q
BT
8.7176 0 0 8.7176 390.2958 640.6709 Tm
[(60.2)-2229.1(66.6)-2478.9(68.3)]TJ
ET
q 1 0 0 1 485.97 637.475 cm 0 0 m
0 10.654 l
S
Q
BT
8.7176 0 0 8.7176 491.2979 640.6709 Tm
(45.3)Tj
ET
q 1 0 0 1 107.752 626.82 cm 0 0 m
0 10.654 l
S
Q
BT
/F1 1 Tf
8.7176 0 0 8.7176 110.7852 630.0159 Tm
(HL-Net)Tj
/F16 1 Tf
5.8118 0 0 5.8118 139.3513 633.7199 Tm
<02>Tj
ET
q 1 0 0 1 178.895 626.82 cm 0 0 m
0 10.654 l
S
Q
BT
/F1 1 Tf
8.7176 0 0 8.7176 185.5793 630.0159 Tm
(22.9)Tj
/F2 1 Tf
3.979 0 TD
[(28.5)-2479(31.9)]TJ
ET
q 1 0 0 1 281.254 626.82 cm 0 0 m
0 10.654 l
S
Q
BT
8.7176 0 0 8.7176 287.9376 630.0159 Tm
[(37.2)-2229.1(39.8)-2478.9(40.8)]TJ
ET
q 1 0 0 1 383.612 626.82 cm 0 0 m
0 10.654 l
S
Q
BT
8.7176 0 0 8.7176 390.2958 630.0159 Tm
[(61.3)-2229.1(67.5)-2478.9(69.5)]TJ
ET
q 1 0 0 1 485.97 626.82 cm 0 0 m
0 10.654 l
S
Q
BT
8.7176 0 0 8.7176 491.2979 630.0159 Tm
(46.3)Tj
ET
q 1 0 0 1 107.752 626.626 cm 0 0 m
404.13 0 l
S 1 0 0 1 0 -10.741 cm 0 0 m
0 10.936 l
S
Q
BT
8.7176 0 0 8.7176 110.7852 619.0799 Tm
(RelDN)Tj
/F16 1 Tf
5.8118 0 0 5.8118 135.4813 622.7839 Tm
<82>Tj
/F2 1 Tf
8.7176 0 0 8.7176 141.4813 619.0799 Tm
([)Tj
.62765 0 1 0 k
.3329 0 TD
(37)Tj
/Cs8 cs 1 scn
1 0 TD
(])Tj
ET
q 1 0 0 1 178.895 615.885 cm 0 0 m
0 10.936 l
S
Q
BT
8.7176 0 0 8.7176 191.7554 619.0799 Tm
[(-)-3646(-)-3188(32.7)]TJ
ET
q 1 0 0 1 281.254 615.885 cm 0 0 m
0 10.936 l
S
Q
BT
8.7176 0 0 8.7176 294.1136 619.0799 Tm
[(-)-3646(-)-3188(36.8)]TJ
ET
q 1 0 0 1 383.612 615.885 cm 0 0 m
0 10.936 l
S
Q
BT
8.7176 0 0 8.7176 396.4718 619.0799 Tm
[(-)-3646(-)-3188(68.4)]TJ
ET
q 1 0 0 1 485.97 615.885 cm 0 0 m
0 10.936 l
S
Q
BT
8.7176 0 0 8.7176 497.475 619.0799 Tm
(-)Tj
ET
q 1 0 0 1 107.752 604.949 cm 0 0 m
0 10.936 l
S
Q
BT
8.7176 0 0 8.7176 110.7852 608.1449 Tm
(Seq2Seq-RL)Tj
/F16 1 Tf
5.8118 0 0 5.8118 155.3393 611.8489 Tm
<82>Tj
/F2 1 Tf
8.7176 0 0 8.7176 161.3403 608.1449 Tm
([)Tj
.62765 0 1 0 k
.333 0 TD
(16)Tj
/Cs8 cs 1 scn
.9999 0 TD
(])Tj
ET
q 1 0 0 1 178.895 604.949 cm 0 0 m
0 10.936 l
S
Q
BT
8.7176 0 0 8.7176 185.5793 608.1449 Tm
[(22.1)-2229.1(30.9)-2478.9(34.4)]TJ
ET
q 1 0 0 1 281.254 604.949 cm 0 0 m
0 10.936 l
S
Q
BT
8.7176 0 0 8.7176 287.9376 608.1449 Tm
[(34.5)-2229.1(38.3)-2478.9(39.0)]TJ
ET
q 1 0 0 1 383.612 604.949 cm 0 0 m
0 10.936 l
S
Q
BT
8.7176 0 0 8.7176 390.2958 608.1449 Tm
[(60.3)-2229.1(66.4)-2478.9(68.5)]TJ
ET
q 1 0 0 1 485.97 604.949 cm 0 0 m
0 10.936 l
S
Q
BT
8.7176 0 0 8.7176 491.2979 608.1449 Tm
(46.3)Tj
ET
q 1 0 0 1 107.752 594.013 cm 0 0 m
0 10.936 l
S
Q
BT
/F1 1 Tf
8.7176 0 0 8.7176 110.7852 597.2098 Tm
(HL-Net)Tj
/F16 1 Tf
5.8118 0 0 5.8118 141.5313 600.9128 Tm
<82>Tj
ET
q 1 0 0 1 178.895 594.013 cm 0 0 m
0 10.936 l
S
Q
BT
/F2 1 Tf
8.7176 0 0 8.7176 185.5793 597.2098 Tm
(22.5)Tj
/F1 1 Tf
3.979 0 TD
[(31.3)-2479(34.7)]TJ
ET
q 1 0 0 1 281.254 594.013 cm 0 0 m
0 10.936 l
S
Q
BT
8.7176 0 0 8.7176 287.9376 597.2098 Tm
[(37.4)-2229.1(40.4)-2478.9(41.3)]TJ
ET
q 1 0 0 1 383.612 594.013 cm 0 0 m
0 10.936 l
S
Q
BT
8.7176 0 0 8.7176 390.2958 597.2098 Tm
[(61.6)-2229.1(67.7)-2478.9(69.7)]TJ
ET
q 1 0 0 1 485.97 594.013 cm 0 0 m
0 10.936 l
S
Q
BT
8.7176 0 0 8.7176 491.2979 597.2098 Tm
(47.5)Tj
ET
q 1 0 0 1 66.828 593.819 cm 0 0 m
445.054 0 l
S 1 0 0 1 40.924 -10.848 cm 0 0 m
0 10.655 l
S
Q
BT
/F2 1 Tf
8.7176 0 0 8.7176 110.7852 586.1669 Tm
[(VT)35(ransE)-250([)]TJ
.62765 0 1 0 k
4.1579 0 TD
(22)Tj
/Cs8 cs 1 scn
1 0 TD
(])Tj
ET
q 1 0 0 1 178.895 582.971 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 185.5793 586.1669 Tm
[(23.0)-2229.1(29.7)-2478.9(34.3)]TJ
ET
q 1 0 0 1 281.254 582.971 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 287.9376 586.1669 Tm
[(35.4)-2229.1(38.6)-2478.9(39.4)]TJ
ET
q 1 0 0 1 383.612 582.971 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 390.2958 586.1669 Tm
[(59.0)-2229.1(65.7)-2478.9(67.6)]TJ
ET
q 1 0 0 1 485.97 582.971 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 491.2979 586.1669 Tm
(45.9)Tj
ET
q 1 0 0 1 107.752 572.316 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 110.7852 575.5118 Tm
[(VCTREE)-250([)]TJ
.62765 0 1 0 k
4.472 0 TD
(23)Tj
/Cs8 cs 1 scn
.9999 0 TD
(])Tj
ET
q 1 0 0 1 178.895 572.316 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 185.5793 575.5118 Tm
[(24.7)-2229.1(31.5)-2478.9(36.2)]TJ
ET
q 1 0 0 1 281.254 572.316 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 287.9376 575.5118 Tm
[(37.0)-2229.1(40.5)-2478.9(41.4)]TJ
ET
q 1 0 0 1 383.612 572.316 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 390.2958 575.5118 Tm
[(59.8)-2229.1(66.2)-2478.9(68.1)]TJ
ET
q 1 0 0 1 485.97 572.316 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 491.2979 575.5118 Tm
(47.3)Tj
-47.9547 -1.2222 TD
(RX-101)Tj
ET
q 1 0 0 1 107.752 561.661 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 110.7852 564.8568 Tm
[(MO)40(TIFS)-250([)]TJ
.62765 0 1 0 k
4.21 0 TD
(32)Tj
/Cs8 cs 1 scn
.9999 0 TD
(])Tj
ET
q 1 0 0 1 178.895 561.661 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 185.5793 564.8568 Tm
[(25.1)-2229.1(32.1)-2478.9(36.9)]TJ
ET
q 1 0 0 1 281.254 561.661 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 287.9376 564.8568 Tm
[(35.8)-2229.1(39.1)-2478.9(39.9)]TJ
ET
q 1 0 0 1 383.612 561.661 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 390.2958 564.8568 Tm
[(59.5)-2229.1(66.0)-2478.9(67.9)]TJ
ET
q 1 0 0 1 485.97 561.661 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 491.2979 564.8568 Tm
(47.0)Tj
ET
q 1 0 0 1 107.752 551.006 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 110.7852 554.2028 Tm
[(SGGNLS)-250([)]TJ
.62765 0 1 0 k
4.472 0 TD
(38)Tj
/Cs8 cs 1 scn
.9999 0 TD
(])Tj
ET
q 1 0 0 1 178.895 551.006 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 185.5793 554.2028 Tm
[(24.6)-2229.1(31.8)-2478.9(36.3)]TJ
ET
q 1 0 0 1 281.254 551.006 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 287.9376 554.2028 Tm
[(36.5)-2229.1(40.0)-2478.9(40.8)]TJ
ET
q 1 0 0 1 383.612 551.006 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 390.2958 554.2028 Tm
[(58.7)-2229.1(65.6)-2478.9(67.4)]TJ
ET
q 1 0 0 1 485.97 551.006 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 491.2979 554.2028 Tm
(47.0)Tj
ET
q 1 0 0 1 107.752 540.351 cm 0 0 m
0 10.655 l
S
Q
BT
/F1 1 Tf
8.7176 0 0 8.7176 110.7852 543.5477 Tm
(HL-Net)Tj
ET
q 1 0 0 1 178.895 540.351 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 185.5793 543.5477 Tm
[(26.0)-2229.1(33.7)-2478.9(38.1)]TJ
ET
q 1 0 0 1 281.254 540.351 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 287.9376 543.5477 Tm
[(38.8)-2229.1(42.6)-2478.9(43.5)]TJ
ET
q 1 0 0 1 383.612 540.351 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 390.2958 543.5477 Tm
[(60.7)-2229.1(67.0)-2478.9(68.9)]TJ
ET
q 1 0 0 1 485.97 540.351 cm 0 0 m
0 10.655 l
S
Q
BT
8.7176 0 0 8.7176 491.2979 543.5477 Tm
(49.0)Tj
ET
q 1 0 0 1 66.828 540.158 cm 0 0 m
445.054 0 l
S
Q
BT
/F2 1 Tf
8.7176 0 0 8.7176 48.7217 522.8187 Tm
[(T)80(able)-303(1.)-469(Performance)-302(comparisons)-303(with)-303(state-of-the-art)-303(methods)-303(on)-303(the)-303(V)15(G)-303(dataset.)-468(W)80(e)-303(compute)-303(the)-303(mean)-303(on)-303(all)-303(tasks)-302(o)15(v)15(e)0(r)-303(R@50)-303(and)]TJ
0 -1.2221 TD
(R@100.)Tj
/F16 1 Tf
5.8118 0 0 5.8118 80.5233 515.8677 Tm
<02>Tj
/F2 1 Tf
8.7176 0 0 8.7176 86.9003 512.1647 Tm
(and)Tj
/F16 1 Tf
5.8118 0 0 5.8118 101.6682 515.8677 Tm
<82>Tj
/F2 1 Tf
8.7176 0 0 8.7176 107.6672 512.1647 Tm
[(denote)-250(the)-250(methods)-250.1(using)-250.1(the)-250(same)-250(F)15(aster)20(-RCNN)-250(detector)-250(as)-250([)]TJ
.62765 0 1 0 k
24.8781 0 TD
(32)Tj
/Cs8 cs 1 scn
.9999 0 TD
[(])-250(and)-250([)]TJ
.62765 0 1 0 k
2.61 0 TD
(37)Tj
/Cs8 cs 1 scn
1 0 TD
[(],)-250(respecti)25(v)15(ely)65(.)]TJ
9.6862 0 0 9.6862 48.7217 479.9086 Tm
[(box)15(es)-337(and)-338(their)-338(object)-337(cate)15(gories,)-359(the)-337(model)-337(predicts)-338(only)]TJ
0 -1.2 TD
[(the)-287(relationship)-286.9(cate)15(gories.)-422(All)-287(three)-286.9(settings)-288(are)-287(e)25(v)25(aluated)]TJ
0 -1.2001 TD
[(according)-256(to)-256(Recall@)]TJ
/F10 1 Tf
8.7093 0 TD
(K)Tj
/F2 1 Tf
1.177 0 TD
(\(R@)Tj
/F10 1 Tf
1.921 0 TD
(K)Tj
/F2 1 Tf
.9208 0 TD
[(\))-256(metrics,)-258(where)]TJ
/F10 1 Tf
6.7401 0 TD
(K)Tj
/F2 1 Tf
1.177 0 TD
[(is)-256(set)-256(to)]TJ
-20.6453 -1.2 TD
[(20,)-250(50,)-250(and)-250(100,)-250(respecti)25(v)15(ely)65(.)]TJ
/F1 1 Tf
0 -1.2899 TD
[(Open)-486(Images)]TJ
/F2 1 Tf
5.8748 0 TD
[(:)-782(Open)-485(Images)-486(\(OI\))-486([)]TJ
.62765 0 1 0 k
9.6249 0 TD
(10)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-485(i)0(s)-486(a)-486(lar)18(ge-scale)]TJ
-16.4997 -1.2001 TD
[(dataset)-315(proposed)-315(by)-316(Google.)-505(W)80(e)-315(conduct)-316(our)-315(e)15(xperiments)]TJ
0 -1.2 TD
[(on)-289(Open)-289(Images)-290(V4)-289(and)-289(V6.)-428(In)-289(more)-289(detail,)-299(the)-289(Open)-290(Im-)]TJ
T*
[(ages)-364(V4)-363(dataset)-364(contains)-364(53,953)-363(and)-364(3,234)-363(images)-364(as)-364(the)]TJ
T*
[(training)-267(and)-267(v)25(alidation)-267(sets,)-272(respecti)25(v)15(ely)65(.)-361(I)0(t)-267(comprises)-268(a)-267(to-)]TJ
0 -1.2001 TD
[(tal)-252(of)-252(57)-252(object)-253(cate)15(gories)-252(and)-252(9)-252(predicate)-252(cate)15(gories.)-317(Open)]TJ
T*
[(Images)-355(V6)-356(contains)-355(126,368/1,813/5,322)-356(images)-355(used)-356(for)]TJ
0 -1.2 TD
[(training/v)25(alidation/testing,)-419(respecti)25.1(v)15(ely)65(.)-715(I)0(t)-385(has)-386(301)-385(object)]TJ
0 -1.2002 TD
[(cate)15(gories)-511(and)-511(31)-512(predicate)-511(cate)15(gories.)-1093(W)80(e)-512(follo)25(w)-511(the)]TJ
0 -1.2 TD
[(same)-340(data)-339(processing)-340(and)-340(e)25(v)25(aluation)-339(protocols)-340(outlined)-340(in)]TJ
T*
([)Tj
.62765 0 1 0 k
.333 0 TD
(12)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.411 0 TD
(14)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.41 0 TD
(37)Tj
/Cs8 cs 1 scn
1 0 TD
[(].)-448(More)-296(speci\223cally)65(,)-307(the)-296(results)-296(are)-296(e)25(v)25(aluated)-296(by)]TJ
-4.154 -1.2001 TD
[(calculating)-309(Recall@50)-310(\(R@50\),)-324(the)-308.9(weighted)-309.9(mean)-309.1(AP)-310(of)]TJ
0 -1.2 TD
(relationships)Tj
/F7 1 Tf
5.5196 0 TD
.0004 Tc
(\(wmAP)Tj
/F9 1 Tf
6.7803 0 0 6.7803 134.8773 291.6092 Tm
.0314 Tc
[(re)31.4(l)]TJ
/F7 1 Tf
9.6862 0 0 9.6862 145.3313 293.0622 Tm
0 Tc
(\))Tj
/F2 1 Tf
.3888 0 TD
[(,)-448(and)-409(the)-409(weighted)-409(mean)-408(AP)-409(of)]TJ
-10.3627 -1.2 TD
[(phrase)-249(\()]TJ
/F7 1 Tf
3.1923 0 TD
.0001 Tc
(wmAP)Tj
/F9 1 Tf
6.7803 0 0 6.7803 108.5672 279.9852 Tm
.0009 Tc
(phr)Tj
/F2 1 Tf
9.6862 0 0 9.6862 121.3842 281.4392 Tm
0 Tc
[(\).)-310(The)-249<936e616c>-249(score)-250(is)-249(gi)25(v)15(e)0(n)-249(b)0(y)-250(score)]TJ
/F9 1 Tf
6.7803 0 0 6.7803 254.9645 279.9852 Tm
.0274 Tc
[(wt)26.8(d)]TJ
/F7 1 Tf
9.6862 0 0 9.6862 270.8835 281.4392 Tm
0 Tc
(=)Tj
-22.9359 -1.2001 TD
(0)Tj
/F10 1 Tf
.5 0 TD
(.)Tj
/F7 1 Tf
.2778 0 TD
(2)Tj
/F11 1 Tf
.5896 0 TD
Tj
/F7 1 Tf
.8675 0 TD
.0002 Tc
[(R@50)-89.8(+)-89.6(0)]TJ
/F10 1 Tf
3.971 0 TD
0 Tc
(.)Tj
/F7 1 Tf
.2777 0 TD
(4)Tj
/F11 1 Tf
.5897 0 TD
Tj
/F7 1 Tf
.8675 0 TD
.0001 Tc
(wmAP)Tj
/F9 1 Tf
6.7803 0 0 6.7803 154.5613 268.3621 Tm
.0314 Tc
[(re)31.4(l)]TJ
/F7 1 Tf
9.6862 0 0 9.6862 165.8833 269.8152 Tm
.0908 Tc
(+0)Tj
/F10 1 Tf
1.3674 0 TD
0 Tc
(.)Tj
/F7 1 Tf
.2778 0 TD
(4)Tj
/F11 1 Tf
.5896 0 TD
Tj
/F7 1 Tf
.8675 0 TD
.0001 Tc
(wmAP)Tj
/F9 1 Tf
6.7803 0 0 6.7803 224.8574 268.3621 Tm
.0009 Tc
(phr)Tj
/F2 1 Tf
9.6862 0 0 9.6862 237.6744 269.8152 Tm
0 Tc
[(.)-298(Note)-214(that)]TJ
/F7 1 Tf
-19.5074 -1.2001 TD
.0001 Tc
(wmAP)Tj
/F9 1 Tf
6.7803 0 0 6.7803 77.6464 256.7391 Tm
.0314 Tc
[(re)31.4(l)]TJ
/F2 1 Tf
9.6862 0 0 9.6862 90.3489 258.1912 Tm
0 Tc
[(e)25(v)25(aluates)-232(the)-233(AP)-232(of)-232(the)-232(predicted)-233(triplet)-232(in)-232(which)]TJ
-4.2976 -1.2 TD
[(both)-358(the)-357(subject)-357.9(and)-358(object)-358(box)15(es)-357(ha)20(v)15(e)-358(an)-358(IoU)-357(of)-358(at)-358(least)]TJ
T*
[(0.5)-242(with)-242(ground)-241.9(truth,)-243(while)]TJ
/F7 1 Tf
11.4329 0 TD
.0001 Tc
(wmAP)Tj
/F9 1 Tf
6.7803 0 0 6.7803 188.3874 233.4911 Tm
.0009 Tc
(phr)Tj
/F2 1 Tf
9.6862 0 0 9.6862 203.5474 234.9451 Tm
0 Tc
[(e)25(v)25(aluates)-242(the)-242(AP)-242(of)]TJ
-15.9841 -1.2001 TD
[(the)-244(predicted)-243.9(triplet)-244(where)-244.9(the)-244(union)-244(area)-244(of)-244(the)-245(subject)-244(and)]TJ
T*
[(object)-250(box)15(es)-250(has)-250(an)-250(IoU)-250(of)-250(at)-250(least)-250(0.5)-250(with)-250(ground)-250(truth.)]TJ
/F1 1 Tf
0 -3.157 TD
[(4.1.1)-1000(Implementation)-249.9(Details)]TJ
/F2 1 Tf
0 -2.0458 TD
[(T)80(o)-259(f)10(acilitate)-259(a)-259(f)10(air)-259(comparison)-259(with)-259(the)-260(majority)-259(of)-259(e)15(xisting)]TJ
0 -1.2001 TD
[(w)10(orks,)-349(we)-329(utilize)-329(ResNeXt-101-FPN)-329([)]TJ
.62765 0 1 0 k
15.6849 0 TD
(13)Tj
/Cs8 cs 1 scn
1.0001 0 TD
(,)Tj
.62765 0 1 0 k
.433 0 TD
(27)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-329(a)0(s)-329(the)-329(back-)]TJ
-18.118 -1.2 TD
[(bone)-393(for)-394(the)-393(OI)-393(database.)-741(W)80(e)-393(adopt)-393(both)-394(ResNeXt-101-)]TJ
0 -1.2001 TD
[(FPN)-387([)]TJ
.62765 0 1 0 k
2.554 0 TD
(13)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.471 0 TD
(27)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-388(and)-387(V)15(GG-16)-387([)]TJ
.62765 0 1 0 k
6.7559 0 TD
(21)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-387(a)0(s)-387(the)-387(backbones)-388(for)-387(the)]TJ
-12.7809 -1.2 TD
[(V)15(G)-305(database.)-476(During)-305(training,)-319(we)-305(freeze)-305(the)-306(layers)-305(before)]TJ
25.9722 37.6927 TD
[(the)-214(R)40(OIAlign)-214(layer)-214(and)-214(optimize)-214(the)-213(remaining)-214(layers)-214(in)-214(the)]TJ
0 -1.2 TD
[(model)-315.9(using)-316.9(both)-316(the)-317(object)-316(and)-316(relationship)-317(classi\223cation)]TJ
T*
[(losses.)-649(W)80(e)-362(optimize)-363(HL-Net)-363(via)-363(Stochastic)-363(Gradient)-363(De-)]TJ
0 -1.2002 TD
[(scent)-272.9(\(SGD\))-272(with)-273(momentum,)-279(using)-272(an)-273(initial)-273(learning)-273(rate)]TJ
0 -1.2 TD
[(of)-278(10)]TJ
/F14 1 Tf
6.7803 0 0 6.7803 320.7397 436.9305 Tm
<8a>Tj
/F13 1 Tf
.8927 0 TD
(3)Tj
/F2 1 Tf
9.6862 0 0 9.6862 333.8297 433.4145 Tm
[(and)-278(a)-278(batch)-278(size)-277(of)-278(6.)-394(The)-278(top-64)-278(object)-277(proposals)]TJ
-3.4622 -1.2 TD
[(in)-212(each)-213(image)-212(are)-213(selected)-212(follo)25(wing)-212(per)20(-class)-213(non-maximal)]TJ
0 -1.2001 TD
[(suppression)-243.9(\(NMS\))-244(with)-242.9(an)-244(IoU)-244(of)-244(0.3.)-308(Moreo)15(v)15(e)0(r)40(,)-245(the)-244(sam-)]TJ
0 -1.2 TD
[(pling)-397.9(ratio)-398(between)-399(pairs)-398(without)-398.1(an)15(y)-398(relationship)-399(\(back-)]TJ
T*
[(ground)-220.9(pairs\))-222(and)-220.9(those)-221(with)-222(relationships)-221(during)-221(training)-222(is)]TJ
0 -1.2001 TD
[(set)-250(to)-250(3:1.)-310(W)80(e)-250(further)-250(set)-250(the)-250(teleport)-250(probability)]TJ
/F10 1 Tf
19.5328 0 TD
<06>Tj
/F2 1 Tf
.8685 0 TD
[(to)-250(-0.5.)]TJ
/F1 1 Tf
10.6548 0 0 10.6548 300.2936 354.2244 Tm
[(4.2.)-250(Comparisons)-249.9(with)-250(State-of-the-Art)-249.9(Methods)]TJ
9.6862 0 0 9.6862 300.2936 336.2223 Tm
[(V)37(isual)-332(Genome:)]TJ
/F2 1 Tf
7.3813 0 TD
[(T)80(able)]TJ
0 .99414 1 0 k
2.5291 0 TD
(1)Tj
/Cs8 cs 1 scn
.8329 0 TD
[(sho)25(ws)-332(that)-333(HL-Net)-332(outperforms)]TJ
-10.7433 -1.2001 TD
[(all)-415.9(state-of-the-art)-414.9(methods)-416(on)-416(all)-416(metrics.)-807(More)-416(specif-)]TJ
T*
[(ically)65(,)-527(HL-Net)-471(outperforms)-472(one)-471(v)15(ery)-471(recent)-472(GNN-based)]TJ
T*
[(SGG)-339.9(model,)-362(named)-339.9(R-CA)40(GCN)-340([)]TJ
.62765 0 1 0 k
13.591 0 TD
(30)Tj
/Cs8 cs 1 scn
1 0 TD
[(],)-362(by)-340(1.0)]TJ
/F7 1 Tf
3.5354 0 TD
(%)Tj
/F2 1 Tf
1.1733 0 TD
[(on)-340(a)20(v)15(erage)]TJ
-19.2998 -1.2001 TD
[(at)-367(R@50)-367(and)-368(R@100)-367(o)15(v)15(e)0(r)-367(the)-368(three)-368(protocols.)-661(It)-368(further)]TJ
T*
[(outperforms)-226.9(R-CA)40(GCN)-227.1([)]TJ
.62765 0 1 0 k
10.1349 0 TD
(30)Tj
/Cs8 cs 1 scn
1 0 TD
.227 Tc
[(]b)227(y0)227(.)227(6)]TJ
/F7 1 Tf
3.2638 0 TD
0 Tc
(%)Tj
/F2 1 Tf
.8333 0 TD
[(,)-232(1.8)]TJ
/F7 1 Tf
1.9586 0 TD
(%)Tj
/F2 1 Tf
.8332 0 TD
[(,)-232(and)-227(1.2)]TJ
/F7 1 Tf
3.6295 0 TD
(%)Tj
/F2 1 Tf
1.0603 0 TD
(on)Tj
-22.7136 -1.2 TD
[(SGDET)74(,)-343(SGCLS,)-344(and)-344(PREDCLS)-343(at)-343(R@100,)-367(respecti)25(v)15(ely)65(.)]TJ
T*
[(Moreo)15(v)15(e)0(r)40(,)-225(HL-Net)-219(outperforms)-219(VCTREE)-219([)]TJ
.62765 0 1 0 k
17.2249 0 TD
(22)Tj
/Cs8 cs 1 scn
1 0 TD
(,)Tj
.62765 0 1 0 k
.329 0 TD
(23)Tj
/Cs8 cs 1 scn
1 0 TD
[(])-219(using)-219(the)]TJ
-19.5539 -1.2001 TD
[(same)-364(ResNeXt-101-FPN)-363.9(backbone)-365(by)-364(2.1)]TJ
/F7 1 Tf
17.26 0 TD
(%)Tj
/F2 1 Tf
1.1977 0 TD
[(and)-363.9(1.9)]TJ
/F7 1 Tf
3.0583 0 TD
(%)Tj
/F2 1 Tf
1.1976 0 TD
(on)Tj
-22.7136 -1.2 TD
[(SGCLS)-250(and)-250(SGDET)-249.9(at)-250(R@100,)-250(respecti)25(v)15(ely)65(.)]TJ
1.2 -1.2586 TD
[(T)80(o)-378(demonstrate)-377(the)-378(ef)25(fecti)25(v)15(eness)-378(of)-377(HL-Net)-378(in)-378(e)15(xplor)20(-)]TJ
-1.2 -1.2 TD
[(ing)-280(heterophilic)-280.9(information)-279.9(under)-280(occlusion)-281(scenarios,)-288(we)]TJ
T*
[(propose)-205.9(to)-206(calculate)-207(tw)10(o)-206(dif)25(ferent)-206(R@)]TJ
/F10 1 Tf
15.0249 0 TD
(K)Tj
/F2 1 Tf
1.1272 0 TD
[(metrics)-205.9(for)-206(the)-206.9(SG-)]TJ
-16.1521 -1.2 TD
[(CLS)-390.9(task.)-733(More)-391(speci\223cally)65(,)-426(w)0(e)-391(decompose)-391(the)-391(SGCLS)]TJ
T*
[(task)-375.9(into)-377.1(tw)10(o)-376(subtasks,)-408(namely)-377(C-SGCLS)-376(and)-377(S-SGCLS.)]TJ
0 -1.2002 TD
[(The)-268.9(former)-269.9(determines)-270(the)-269(SGCLS)-269(performance)-269(on)-270(triplets)]TJ
0 -1.2 TD
[(where)-246(at)-246(least)-246(one)-246(object)-246(is)-246(hea)20(vily)-246(occluded)-246(by)-246(others,)]TJ
/F6 1 Tf
22.2417 0 TD
(i.e)Tj
/F2 1 Tf
.972 0 TD
(.,)Tj
-23.2137 -1.2 TD
(IoU)Tj
/F10 1 Tf
1.555 0 TD
(>)Tj
/F2 1 Tf
.7778 0 TD
[(0.5.)-323(Otherwise,)-255.9(we)-254(term)-254(the)-255(subtask)-254(as)-255(S-SGCLS.)-255(As)]TJ
-2.3328 -1.2001 TD
[(sho)25(wn)-348(in)-349(T)80(able)]TJ
0 .99414 1 0 k
6.606 0 TD
(2)Tj
/Cs8 cs 1 scn
.5 0 TD
[(,)-373(HL-Net)-348(outperforms)-348(all)-349(state-of-the-art)]TJ
-7.106 -1.2 TD
[(methods)-295.9(on)-297(both)-296(tasks.)-449(In)-296(particular)40(,)-308(when)-296(compared)-297(with)]TJ
ET
Q
Q
q
0.97225 0 0 0.97225 0 36.03706 cm
/dVN9fojuNCLo8-DdoY9qkA Do
Q
endstream
endobj
79 0 obj
<< /Type /ObjStm /Length 357 /Filter /FlateDecode /N 3 /First 19 >>
stream
xMP]o@|6
8Đ VkJcj>p"8. o31;; XAd.ⱀ/y.j)<"@RUGm1
&Кqlr#V]aM-H(xG8
A=O"%۵{u$6MXN/ymp(cqFA/d\