%PDF-1.3
1 0 obj
<<
/Kids [ 3 0 R 4 0 R 5 0 R 6 0 R 7 0 R 8 0 R 9 0 R 10 0 R 11 0 R 12 0 R ]
/Type /Pages
/Count 10
>>
endobj
2 0 obj
<<
/Title (The Power of Tiling for Small Object Detection)
/Producer (PyPDF2)
/Author (F\056 Ozge Unel\054 Burak O\056 Ozkalayci\054 Cevahir Cigla)
/Subject (IEEE Conference on Computer Vision and Pattern Recognition Workshops)
>>
endobj
3 0 obj
<<
/Parent 1 0 R
/Rotate 0
/Type /Page
/Contents 14 0 R
/Resources <<
/XObject <<
/R18 15 0 R
/R19 16 0 R
/x6 17 0 R
>>
/ExtGState <<
/R20 19 0 R
/a1 <<
/CA 0.5
/ca 0.5
>>
/R8 20 0 R
/a0 <<
/CA 1
/ca 1
>>
>>
/Font <<
/R11 21 0 R
/R13 25 0 R
/R15 28 0 R
/R9 32 0 R
>>
/ProcSet [ /PDF /ImageC /Text ]
>>
/Group 36 0 R
/MediaBox [ 0 0 612 792 ]
/Annots [ ]
>>
endobj
4 0 obj
<<
/Parent 1 0 R
/Rotate 0
/Type /Page
/Contents 37 0 R
/Resources <<
/ExtGState 38 0 R
/ProcSet [ /PDF /Text ]
/Font 39 0 R
>>
/MediaBox [ 0 0 612 792 ]
>>
endobj
5 0 obj
<<
/Parent 1 0 R
/Rotate 0
/Type /Page
/Contents 40 0 R
/Resources <<
/ExtGState 41 0 R
/ProcSet [ /PDF /Text ]
/Font 42 0 R
>>
/MediaBox [ 0 0 612 792 ]
>>
endobj
6 0 obj
<<
/Parent 1 0 R
/Rotate 0
/Type /Page
/Contents 43 0 R
/Resources <<
/ExtGState 44 0 R
/XObject 45 0 R
/ProcSet [ /PDF /ImageC /Text ]
/Font 48 0 R
>>
/Group 36 0 R
/MediaBox [ 0 0 612 792 ]
>>
endobj
7 0 obj
<<
/Parent 1 0 R
/Rotate 0
/Type /Page
/Contents 49 0 R
/Resources <<
/ExtGState 50 0 R
/XObject 51 0 R
/ProcSet [ /PDF /ImageC /Text ]
/Font 53 0 R
>>
/MediaBox [ 0 0 612 792 ]
>>
endobj
8 0 obj
<<
/Parent 1 0 R
/Rotate 0
/Type /Page
/Contents 61 0 R
/Resources <<
/ExtGState 62 0 R
/ProcSet [ /PDF /Text ]
/Font 63 0 R
>>
/MediaBox [ 0 0 612 792 ]
>>
endobj
9 0 obj
<<
/Parent 1 0 R
/Rotate 0
/Type /Page
/Contents 64 0 R
/Resources <<
/ExtGState 65 0 R
/XObject 66 0 R
/ProcSet [ /PDF /ImageC /Text ]
/Font 71 0 R
>>
/Group 36 0 R
/MediaBox [ 0 0 612 792 ]
>>
endobj
10 0 obj
<<
/Parent 1 0 R
/Rotate 0
/Type /Page
/Contents 72 0 R
/Resources <<
/ExtGState 73 0 R
/XObject 74 0 R
/ProcSet [ /PDF /ImageC /Text ]
/Font 79 0 R
>>
/Group 36 0 R
/MediaBox [ 0 0 612 792 ]
>>
endobj
11 0 obj
<<
/Parent 1 0 R
/Rotate 0
/Type /Page
/Contents 80 0 R
/Resources <<
/ExtGState 81 0 R
/ProcSet [ /PDF /Text ]
/Font 82 0 R
>>
/MediaBox [ 0 0 612 792 ]
>>
endobj
12 0 obj
<<
/Parent 1 0 R
/Rotate 0
/Type /Page
/Contents 83 0 R
/Resources <<
/ExtGState 84 0 R
/ProcSet [ /PDF /Text ]
/Font 85 0 R
>>
/MediaBox [ 0 0 612 792 ]
>>
endobj
13 0 obj
<<
/Type /Catalog
/Pages 1 0 R
>>
endobj
14 0 obj
<<
/Length 17705
>>
stream
q
q
0.1 0 0 0.1 0 0 cm
/R8 gs
0 g
q
10 0 0 10 0 0 cm
BT
/R9 14.3462 Tf
1 0 0 1 153.298 675.067 Tm
[ (The) -249.993 (P) 20.0061 (o) 9.99625 (wer) -250.003 (of) -250.012 (T) 18.0099 (iling) -249.993 (f) 24.9923 (or) -249.995 (Small) -249.991 (Object) -249.998 (Detection) ] TJ
/R11 11.9552 Tf
-40.3262 -37.8582 Td
[ (F) 80.0045 (\056) ] TJ
13.993 2.77383 Td
(\250) Tj
-2.325 -2.77383 Td
(Ozge) Tj
30.5391 2.60586 Td
(\250) Tj
-2.325 -2.60586 Td
(Unel) Tj
/R13 8.9664 Tf
-64.809 -27.8949 Td
(founel\100aselsan\056com\056tr) Tj
/R11 11.9552 Tf
161.926 27.8949 Td
[ (Burak) -250.01 (O\056) ] TJ
49.141 2.77383 Td
(\250) Tj
-2.325 -2.77383 Td
<4f7a6b616c61796311> Tj
-48.5562 -13.948 Td
[ (Aselsan) -250.008 (Inc\056\054) -250.002 (T) 44.9881 (urk) 9.99418 (e) 14.9892 (y) ] TJ
/R13 8.9664 Tf
-17.8668 -13.9469 Td
(bozkalayci\100aselsan\056com\056tr) Tj
/R11 11.9552 Tf
187.253 27.8949 Td
[ (Ce) 25.012 (v) 24.9834 (ahir) -250.014 (C) 500.003 (\270) -167.009 <11> ] TJ
52.5359 0.06016 Td
<0b> Tj
-0.99805 -0.06016 Td
(gla) Tj
/R13 8.9664 Tf
-74.9531 -27.8949 Td
(ccigla\100aselsan\056com\056tr) Tj
/R9 11.9552 Tf
-248.207 -41.0461 Td
(Abstract) Tj
/R15 9.9626 Tf
-83.9277 -25.7918 Td
[ (Deep) -301.009 (neur) 14.9901 (al) -300.996 (network) -300.98 (based) -302.011 (t) 0.98758 (ec) 13.9891 (hni) 0.99738 (qu) -1.00964 (e) 1.01454 (s) -301.984 (ar) 36.9865 (e) -301.013 (state\055of\055the\055) ] TJ
-11.9551 -11.9551 Td
[ (art) -338.984 (for) -338.004 (object) -338.986 (detection) -337.999 (and) -338.988 <636c6173736902636174696f6e> -338.005 (with) -339.01 (the) -338.015 (help) -338.99 (of) ] TJ
11.9551 TL
T*
[ (the) -374.008 (de) 15.0177 (velopment) -375.016 (in) -374.004 (computational) -375.012 (power) -373.992 (and) -374.001 (memory) -374.989 (ef\055) ] TJ
11.9563 TL
T*
[ <026369656e6379> 55.0104 (\056) -614.993 (Although) -352.016 (these) -350.99 (networks) -351.985 (ar) 36.9852 (e) -351.005 (adapted) -351.993 (for) -352.003 (mobile) ] TJ
11.9547 TL
T*
[ (platforms) -199.994 (with) -200.012 <7361637269026365> -199.99 (in) -199.013 (accur) 14.9852 (acy\073) -216.991 (the) -199.998 (r) 37.0183 (esolution) -200 (incr) 36.9889 (ease) ] TJ
T*
[ (in) -251.985 (visual) -250.991 (sour) 36.9963 (ces) -252 (mak) 10.002 (es) -251.996 (t) 0.98758 (he) -251.996 (pr) 44.9839 (oblem) -251.981 (e) 15.0122 (ven) -250.98 (har) 36.9914 (der) -251.99 (by) -251.997 (r) 14.9828 (aising) ] TJ
T*
[ (the) -257.008 (e) 19.9924 (xpectations) -256.982 (to) -257.984 (le) 14.9803 (ver) 15.0147 (a) 10.0032 (g) 10.0032 (e) -256.982 (all) -256.996 (the) -257.009 (details) -258.001 (in) -257.004 (ima) 10.013 (g) 10.0032 (es\056) -332.018 (Real\055) ] TJ
T*
[ (time) -217.01 (small) -216.994 (object) -217.007 (detection) -217 (in) -217.01 (low) -216.997 (power) -216.998 (mobile) -217 (de) 15.0171 (vices) -216.983 (has) ] TJ
11.9559 TL
T*
[ (been) -337.982 (one) -338.017 (of) -338.99 (the) -338.015 (fundamental) -338.011 (pr) 44.9839 (oblems) -338 (of) -338.99 (s) 0.98513 (urveillance) -339.017 (ap\055) ] TJ
11.9551 TL
T*
[ (plications\056) -354.006 (In) -263.994 (this) -264.989 (study) 54.9896 (\054) -267.992 (we) -265.006 (addr) 36.9951 (es) 0.98145 (s) -265.008 (the) -265.007 (detection) -264.01 (of) -265.002 (pedes\055) ] TJ
T*
[ (trians) -335.005 (and) -334.988 (vehicles) -336.014 (onboar) 37.0049 (d) -334.998 (a) -334.998 (micr) 44.9851 (o) -334.998 (aerial) -335.015 (vehicle) -335.981 (\050MA) 105.005 (V\051) ] TJ
T*
[ (with) -301.996 (high\055r) 37 (esolution) -303.005 (ima) 10.013 (g) 10.0032 (ery) 55.008 (\056) -465.998 (F) 105.006 (or) -302.997 (this) -302.002 (purpose) 9.98608 (\054) -315.004 (we) -302.998 (e) 19.9918 (xploit) ] TJ
T*
[ (P) 79.9903 (eleeNet\054) -312.013 (to) -298.997 (our) -300.012 (best) -298.995 (knowledg) 9.99098 (e) -299.014 (the) -299.982 (most) -298.987 (ef) 18 <026369656e74> -300.014 (network) ] TJ
T*
[ (model) -219.987 (on) -221.012 (mobile) -220.018 (GPUs\054) -225.983 (as) -219.991 (the) -221.015 (bac) 20.0028 (kbone) -219.995 (of) -219.99 (an) -219.993 (SSD) -221.01 (network) ] TJ
11.9559 TL
T*
[ (as) -203.994 (well) -203.982 (as) -203.994 (38x38) -203.989 (featur) 37 (e) -204.01 (map) -203.993 (in) -203.993 (the) -203.998 (earlier) -203.983 (layer) 111.011 (\056) -295.007 (After) -203.986 (illus\055) ] TJ
11.9551 TL
T*
[ (tr) 14.9914 (ating) -250.988 (the) -251.009 (low) -250.011 (accur) 14.9852 (acy) -250.981 (of) -251.005 (state\055of\055the\055art) -251.007 (object) -251.002 (detector) 10.0155 (s) ] TJ
T*
[ (under) -368 (the) -366.99 (MA) 105.008 (V) -368.013 (scenario\054) -397.004 (we) -366.989 (intr) 44.9986 (oduce) -368.01 (a) -366.993 (tiling) -368.017 (based) -368 (ap\055) ] TJ
T*
[ (pr) 44.9839 (oac) 14.9834 (h) -200 (that) -199.001 (is) -199.992 (applied) -200.014 (in) -199.994 (both) -199.004 (tr) 14.9914 (aining) -200.011 (and) -199.991 (infer) 36.9963 (ence) -200.013 (phases\056) ] TJ
T*
[ (The) -320.99 (pr) 44.9839 (oposed) -320.003 (tec) 15.0159 (hnique) -320.982 (limits) -321.006 (the) -320.018 (detail) -321.018 (loss) -320 (in) -320.993 (object) -320.991 (de\055) ] TJ
T*
[ (tection) -391.01 (while) -391.005 (feeding) -391.012 (the) -390.986 (network) -391.005 (with) -391 (a) -392.008 <02786564> -390.991 (size) -391.018 (input\056) ] TJ
11.9559 TL
T*
[ (The) -320.99 (impr) 44.9937 (o) 10.0032 (vements) -320.997 (pr) 44.9839 (o) 10.0032 (vided) -320.997 (by) -321.004 (the) -320.998 (pr) 44.9839 (oposed) -320.983 (appr) 44.9949 (oac) 14.9828 (h) -321 (ar) 36.9865 (e) ] TJ
11.9551 TL
T*
[ (shown) -212.009 (by) -212.003 (in\055depth) -212.016 (e) 19.9918 (xperiments) -212.016 (performed) -212.014 (along) -212.016 (Nvidia) -212.009 (J) 25.0105 (et\055) ] TJ
T*
[ (son) -249.982 (TX1) -250.013 (and) -249.982 (TX2) -250.013 (using) -250.009 (the) -249.99 (V) 73.9913 (isDr) 44.9949 (one2018) -250.012 (dataset\056) ] TJ
/R9 11.9552 Tf
22.234 TL
T*
[ (1\056) -249.99 (Intr) 18.0146 (oduction) ] TJ
/R11 9.9626 Tf
11.9551 -20.8109 Td
[ (In) -428.985 (recent) -428.992 (years\054) -473.018 (object) -429.011 (detection) -429.003 (has) -428.98 (been) -428.985 (e) 15.0122 (xtensi) 25.0032 (v) 14.9828 (ely) ] TJ
-11.9551 -11.9551 Td
[ (studied) -589.008 (for) -587.982 (dif) 24.9848 (ferent) -589.002 (applications) -588.017 (including) -588.997 (f) 9.99588 (ace) -589.012 (detec\055) ] TJ
11.9551 TL
T*
[ (tion\054) -224.994 (video) -219.005 (object) -217.987 (co\055se) 15.0159 (gmentation\054) -225.013 (video) -219.005 (surv) 14.9901 (eillance\054) -225.009 (self\055) ] TJ
T*
[ (dri) 24.9854 (ving) -288.989 (cars) -289.997 (and) -289.004 (also) -290.017 (for) -289.012 (higher) -290.015 (le) 25.0179 (v) 14.9828 (el) -289.008 (reasoning) -290.008 (in) -288.998 (the) -289.983 (con\055) ] TJ
11.9559 TL
T*
[ (te) 14.981 (xt) -225.989 (of) -226 (human\055computer) -225.019 (interaction) -226.014 (\133) ] TJ
ET
Q
0 1 0 rg
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 196.194 188.596 Tm
(1) Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 201.175 188.596 Tm
[ (\135\056) -301.989 (Con) 40.0154 (v) 20.0016 (olutional) -225.997 (neu\055) ] TJ
-151.063 -11.9551 Td
[ (ral) -271.994 (netw) 10.0087 (orks\050CNNs\051) -272.981 (are) -272.006 (the) -273.006 (w) 10 (orkhorse) -272.018 (behind) -272.011 (the) -273.006 (state\055of\055) ] TJ
11.9547 TL
T*
[ (the\055art) -378.011 (object) -378 (detection) -377.992 (techniques\056) -694.012 (In) -378.993 (thi) 1 (s) -378.991 <02656c642c> -409.986 (ground\055) ] TJ
T*
[ (breaking) -300.993 (and) -301.003 (rapid) -302.018 (adoption) -301.012 (of) -301.007 (deep) -301.988 (l) 0.98758 (earning) -302.018 (architectures) ] TJ
T*
[ (ha) 19.9973 (v) 14.9828 (e) -458.987 (produced) -459.008 (highly) -458.987 (accurate) -458.994 (object) -459.007 (detection) -458.997 (methods) ] TJ
11.9559 TL
T*
[ (such) -370.005 (as) -368.995 (R\055CNN) -369.987 (\133) ] TJ
ET
Q
0 1 0 rg
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 122.032 128.82 Tm
(2) Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 127.013 128.82 Tm
[ (\135\054) -398.993 (F) 14.9926 (ast) -370.008 (R\055CNN) -369.007 (\133) ] TJ
ET
Q
0 1 0 rg
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 194.929 128.82 Tm
(3) Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 199.91 128.82 Tm
[ (\135\054) -400.012 (F) 14.9926 (aster) -368.995 (R\055CNN) -369.987 (\133) ] TJ
ET
Q
0 1 0 rg
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 275.576 128.82 Tm
(4) Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 280.557 128.82 Tm
(\135\054) Tj
-230.445 -11.9551 Td
[ (RetinaNet) -204.015 (\133) ] TJ
ET
Q
0 1 0 rg
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 95.8605 116.865 Tm
(5) Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 100.842 116.865 Tm
[ (\135\054) -212.985 (that) -205.01 (are) -204.017 (later) -204.003 (e) 15.0122 (xtended) -203.987 (to) -203.993 (f) 9.99588 (aster) -204.003 (and) -205.02 (still) -204.01 (accu\055) ] TJ
-50.7297 -11.9551 Td
[ (rate) -238.985 (v) 14.9828 (ersions) -238.997 (such) -239.007 (as) -239.018 (SSD\133) ] TJ
ET
Q
0 1 0 rg
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 155.776 104.91 Tm
(6) Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 160.757 104.91 Tm
[ (\135\054) -241.02 (Y) 29.9974 (OLO\133) ] TJ
ET
Q
0 1 0 rg
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 199.651 104.91 Tm
(7) Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 204.632 104.91 Tm
[ (\135\054) -241.019 (and) -239.014 (v) 24.9811 (ariants\056) -306.99 (Gen\055) ] TJ
-154.52 -11.9551 Td
[ (erally) -382.988 (trained) -382.983 (and) -384.008 (e) 25.0105 (v) 24.9811 (aluated) -382.984 (on) -382.985 (well\055kno) 25 (wn) -382.988 (datasets) -383.995 (such) ] TJ
11.9551 TL
T*
[ (as) -198.985 (ImageNet\133) ] TJ
ET
Q
0 1 0 rg
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 102.993 81 Tm
(8) Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 107.975 81 Tm
[ (\135\054) -208.986 (P) 14.9926 (ascal) -198.986 (V) 39.9958 (OC12\133) ] TJ
ET
Q
0 1 0 rg
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 177.065 81 Tm
(9) Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 182.046 81 Tm
[ (\135\054) -208.986 (COCO\133) ] TJ
ET
Q
0 1 0 rg
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 220.93 81 Tm
(10) Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 230.893 81 Tm
[ (\135\054) -208.985 (comprehen\055) ] TJ
ET
Q
q
2362.51 0 0 1167.44 3088.62 4614.88 cm
/R19 Do
Q
q
10 0 0 10 0 0 cm
BT
/R9 8.9664 Tf
1 0 0 1 308.862 448.836 Tm
[ (Figur) 17.9952 (e) -249.997 (1\056) ] TJ
/R11 8.9664 Tf
36.9859 0 Td
[ (The) -228.002 (proposed) -228.008 (approach) -228.005 (impro) 14.992 (v) 14.9865 (es) -227.994 (small) -228.011 (object) -229.002 (det) 0.99111 (ection) ] TJ
10.959 TL
T*
[ (accurac) 15.0083 (y) -399.016 (that) -398.014 (is) -399.002 (a) -397.986 (common) -399.016 (problem) -397.986 (for) -399 (recent) -397.986 (object) ] TJ
T*
[ (detection) -250.008 (frame) 24.9929 (w) 10.0092 (orks) ] TJ
/R11 9.9626 Tf
-36.9859 -20.6801 Td
[ (si) 24.9885 (v) 14.9828 (e) -250.002 (comparisons) -249.997 (are) -250.01 (pro) 14.9852 (vided) -250.017 (by) -249.988 (recent) -250.002 (studies\056) ] TJ
11.9551 -13.1789 Td
[ (It) -190.003 (is) -191.015 (important) -190.005 (to) -189.995 (note) -189.995 (that) -191.012 (these) -189.998 (common) -190.012 (data) -190.003 (sets) -191.012 (mostly) ] TJ
-11.9551 -11.9559 Td
[ (in) 40.0056 (v) 20.0016 (olv) 14.995 (e) -263.02 (lo) 24.9885 (w\055resolution) -263.015 (images) ] TJ
/R15 9.9626 Tf
123.092 0 Td
(\050256x256\051) Tj
/R11 9.9626 Tf
43.568 0 Td
[ (including) -263.01 (consid\055) ] TJ
-166.66 -11.9551 Td
[ (erably) -342.016 (lar) 17.997 (ge) -341.002 (objects) -342 (with) -341.997 (lar) 17.997 (ge) -341.982 (pix) 14.9975 (el) -340.997 (co) 15.0171 (v) 14.9828 (erage\056) -585.99 (Therefore\054) ] TJ
11.9551 TL
T*
[ (the) -213.016 (trained) -213.011 (models) -212.991 (pro) 14.9852 (vide) -213.009 (v) 14.9828 (ery) -214.008 (successf) 0.98513 (ul) -213.994 (detection) -212.999 (perfor) 19.9918 (\055) ] TJ
T*
[ (mance) -219.998 (for) -220.985 (those) -219.983 (types) -221.002 (of) -220 (input) -220.993 (data\056) -299.984 (On) -219.993 (the) -221.012 (other) -219.993 (hand\054) -227.006 (the) 14.9877 (y) ] TJ
T*
[ (yield) -417.989 <7369676e690263616e746c79> -417.987 (lo) 24.9885 (wer) -416.994 (accurac) 14.9975 (y) -418.004 (on) -417.999 (small) -418.018 (object) -417.994 (detec\055) ] TJ
T*
[ (tion) -276.988 (tasks) -276.993 (in) -277 (high\055resolution) -276.993 (images) -276.993 (generated) -277.013 (by) -277.003 (the) -277.003 (high\055) ] TJ
11.9559 TL
T*
[ (end) -321 (cameras\056) -525.01 (The) -321 (recent) -321.99 (adv) 24.9811 (ances) -321.005 (in) -322.015 (camera) -321.015 (and) -322.02 (robotics) ] TJ
11.9551 TL
T*
[ (technologies) -487.017 (ha) 19.9967 (v) 14.9828 (e) -486.982 (pioneered) -487.007 (surv) 14.9926 (eillance) -487.007 (applications) -487.012 (in) ] TJ
T*
[ (man) 14.9901 (y) -479.013 (w) 10 (ays) -479.011 (including) -477.996 (drones\054) -536.013 (4K) -479.008 (cameras\054) -535.989 (and) -479.013 (enabled) ] TJ
T*
[ (long\055range) -360.981 (object) -360.004 (detection) -361.013 (that) -360.004 (is) -360.984 (met) -360.004 (under) -360.989 (\050D\051etection\054) ] TJ
T*
[ (\050O\051bserv) 24.9811 (ation\054) -492.994 (\050R\051ecognition) -445.019 (and) -444 <28492964656e746902636174696f6e> -444.985 (\050DORI\051) ] TJ
11.9563 TL
T*
[ (criteria) -194.004 (\133) ] TJ
ET
Q
0 1 0 rg
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 342.327 249.596 Tm
(11) Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 352.289 249.596 Tm
[ (\135\056) -291.01 (DORI) -193.992 (criteria) -194.007 <6465026e65> -193.992 (the) -193.997 (minimum) -193.987 (pix) 14.9975 (el) -194.002 (height) ] TJ
-43.427 -11.9551 Td
[ (of) -190.985 (the) -191.02 (objects) -191.005 (for) -190.99 (dif) 24.986 (ferent) -190.993 (tasks\056) -290.986 (According) -191.007 (to) -191.017 (\133) ] TJ
ET
Q
0 1 0 rg
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 494.984 237.641 Tm
(11) Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 504.946 237.641 Tm
(\135\054) Tj
/R15 9.9626 Tf
7.82695 0 Td
(10\045) Tj
/R11 9.9626 Tf
20.1648 0 Td
(the) Tj
-224.076 -11.9547 Td
[ (image) -334.988 (height) -333.998 (is) -334.991 (required) -334.015 (to) -334.993 (detect) -334.018 (and) -334.998 (observ) 14.9926 (e) -333.988 (the) -334.993 (objects) ] TJ
11.9551 TL
(\050) '
/R15 9.9626 Tf
3.31797 0 Td
(108) Tj
/R11 9.9626 Tf
18.2199 0 Td
[ (pix) 14.995 (els) -328.994 (in) -328.992 (HD) -329 (videos\051\054) -347.996 (while) -328.984 (the) -328.994 (percentage) -329.009 (increases) ] TJ
-21.5379 -11.9551 Td
(to) Tj
/R15 9.9626 Tf
10.6668 0 Td
[ (20\045) -292.998 (f) ] TJ
/R11 9.9626 Tf
25.402 0 Td
[ (or) -293.007 (recognition\056) -438.008 (Ev) 14.9877 (en) -293.01 (though) -291.995 (DORI) -292.995 (criteria) -293.01 (is) -292.015 (met) ] TJ
-36.0688 -11.9551 Td
[ (under) -221.015 (certain) -221.019 (circumstances\054) -226.996 (relati) 24.986 (v) 14.9828 (ely) -221.012 (small) -222.012 (pix) 14.9975 (el) -221.017 (co) 15.0171 (v) 14.9828 (erage) ] TJ
11.9559 TL
T*
[ (and) -402.987 (do) 24.986 (wn\055sampling) -404.001 (af) 25.0081 (fect) -402.996 (the) -404.001 (capabilities) -402.996 (of) -402.992 (CNN) -403.991 (based) ] TJ
11.9551 TL
T*
[ (object) -322.99 (detection) -322.98 (approaches\056) -529 (In) -323.005 (addition\054) -341.982 (these) -322.995 (techniques) ] TJ
T*
[ (cannot) -221.987 (cope) -220.98 (with) -222.019 (high\055resolution) -221.002 (images) -222.022 (due) -221.997 (to) -221.012 (memory) -222.017 (re\055) ] TJ
T*
[ (quirements) -250 (and) -249.993 (computational) -249.983 (constraints\056) ] TJ
11.9551 -13.1789 Td
[ (The) -447.019 (challenges) -447.006 (met) -447.009 (during) -446.999 (real\055time) -447.009 (small) -446.994 (object) -447.009 (de\055) ] TJ
-11.9551 -11.9559 Td
[ (tection) -589.017 (problem) -587.993 (mostly) -588.997 (apply) -588.98 (for) -587.98 (micro) -588.985 (aerial) -589 (v) 14.9828 (ehicle) ] TJ
T*
[ (\050MA) 135.007 (V\051) -598.998 (applications) -598.996 (\133) ] TJ
ET
Q
0 1 0 rg
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 400.797 104.91 Tm
(12) Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 410.759 104.91 Tm
(\135\054\133) Tj
ET
Q
0 1 0 rg
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 419.885 104.91 Tm
(13) Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm
BT
/R11 9.9626 Tf
1 0 0 1 429.848 104.91 Tm
[ (\135\054) -686.983 (where) -599.983 (size\054) -685.998 (weight) -599.993 (and) ] TJ
-120.986 -11.9551 Td
[ (po) 24.986 (wer) -313.012 (\050SW) 79.9989 (aP\051) -313 (are) -313.019 (the) -314.019 (limiting) -312.987 (f) 9.99343 (actors) -313.002 (for) -313.007 (use) -313.002 (of) -313.987 (hi) 0.99003 (gh) -314.016 (per) 19.9918 (\055) ] TJ
11.9551 TL
T*
[ (formance) -344.999 (processors\056) -593.999 (The) -344.996 (MA) 135.012 (Vs) -344.991 (observ) 14.9926 (e) -345.006 (the) -344.991 (ground) -345.021 (at) -344.996 (a) ] TJ
ET
Q
/R20 gs
Q
Q
q
1 0 0 -1 0 792 cm
q
1 1 1 rg
/a0 gs
48.406 3.066 515.188 33.723 re
f
0.44706 0.57647 0.77255 rg
/a1 gs
77.262 5.789 m
71.715 5.789 67.215 10.68 67.215 16.707 c
67.215 22.738 71.715 27.625 77.262 27.625 c
78.852 27.625 80.355 27.223 81.691 26.508 c
79.777 22.742 l
79.008 23.121 78.16 23.332 77.262 23.332 c
73.895 23.332 71.164 20.363 71.164 16.707 c
71.164 13.051 73.895 10.082 77.262 10.082 c
78.598 10.082 79.828 10.555 80.832 11.348 c
83.789 8.402 l
82.031 6.77 79.75 5.789 77.262 5.789 c
h
77.262 5.789 m
f
78.059 15.016 m
87.273 33.801 l
95.863 15.016 l
91.531 15.016 l
87.273 24.305 l
82.684 15.016 l
h
78.059 15.016 m
f
96.422 5.812 m
109.984 5.812 l
109.984 9.465 l
100.875 9.465 l
100.875 14.996 l
105.816 14.996 l
105.816 18.547 l
100.875 18.547 l
100.875 27.707 l
96.449 27.707 l
h
96.422 5.812 m
f
q
1 0 0 1 0 0 cm
/a1 gs
/x6 Do
Q
Q
Q
endstream
endobj
15 0 obj
<<
/Filter /FlateDecode
/BitsPerComponent 8
/Height 845
/Length 8725
/ColorSpace /DeviceGray
/DecodeParms <<
/Columns 1710
/Predictor 15
>>
/Width 1710
/Subtype /Image
>>
stream
xAd;rE/Z@Ac6z$Y?#|Ó+B"J
*+*B䊯+B"J
*+*B䊯+B"J
*+*B䊯+B"J
*+*B䊯+B"J
*+*B䊯+B"J
*+*B䊯+B"J
*+*B䊯+B"J
*+*B䊯+B"J
*+*B䊯+B"J
*+*B䊯\K:!*:J~H"J*B(!*:J~H"J*B(!*:J~H"J*B(!*:J~H"J*B(!*:J~H"J*B(!*:J~H"J*B(!*:J~H"J*B(!*:J~H"J*B(!*:J~H"J*B(!*:J~H"J*B(!*:J~H"JrGіG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/rG9"W쐫*ys/?~#W\|m?ES"W)_cj+1rpZ
8ky\-rfr$WQx@7$\%U58*In&WIret3J(k>
stream
Adobe d C
$, !$4.763.22:ASF:=N>22HbINVX]^]8EfmeZlS[]Y C**Y;2;YYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYY M"
} !1AQa"q2#BR$3br
%&'()*456789:CDEFGHIJSTUVWXYZcdefghijstuvwxyz
w !1AQaq"2B #3Rbr
$4%&'()*56789:CDEFGHIJSTUVWXYZcdefghijstuvwxyz ? #8. V6e\1_pɈclL ]̎{483}$mc@2` ^J\ Nsmfy9!}߭O}F , O+ι$}^8!&b0d'bp1֞"F ʝ\TLww^@Aw\bdžl4F{:,UIK} IǘܩKSǵ;
ry_8wqOر>п@[qT؟?Avuͬةq&jG^5ȋBz9*E @9r(TzfݧXtr)q1a.yb~]
gc9=kYP , yc?y:Ē.rtO MAgsʳʜ!?Ϳ*wBfEGaXb R =s3{0h9n"a"u-.OEԩa1?9QlvԿm\mc;[ԧۍcKC;eSeԭR|gq8,+=}j;[Np}~s ֭Uߠ ;~5-4xqO]`WuRar!}^sQV Vp9<$#|*