%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 ] /Type /Pages /Count 9 >> endobj 2 0 obj << /Title (SVDNet for Pedestrian Retrieval) /Producer (PyPDF2) /Author (Yifan Sun\054 Liang Zheng\054 Weijian Deng\054 Shengjin Wang) /Subject (2017 IEEE International Conference on Computer Vision) >> endobj 3 0 obj << /Parent 1 0 R /Rotate 0 /Contents 13 0 R /Resources << /XObject << /x8 14 0 R /x6 17 0 R /x12 20 0 R /R34 23 0 R /x10 25 0 R /R33 24 0 R >> /ExtGState << /s9 28 0 R /s11 31 0 R /R17 34 0 R /a0 << /CA 1 /ca 1 >> /s5 35 0 R /s7 38 0 R >> /Font << /F2 41 0 R /R28 42 0 R /F1 46 0 R /R18 47 0 R /R20 51 0 R /R22 55 0 R /R24 59 0 R /R30 62 0 R /R26 66 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 70 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 71 0 R 72 0 R 73 0 R 74 0 R 75 0 R 76 0 R 77 0 R 78 0 R ] /Type /Page >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 79 0 R /Resources << /ExtGState << /R17 34 0 R >> /Font << /R72 80 0 R /R70 83 0 R /F2 88 0 R /R28 42 0 R /F1 89 0 R /R18 47 0 R /R20 51 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 90 0 R 91 0 R 92 0 R 93 0 R 94 0 R 95 0 R 96 0 R 97 0 R 98 0 R 99 0 R 100 0 R 101 0 R 102 0 R 103 0 R 104 0 R 105 0 R 106 0 R 107 0 R 108 0 R 109 0 R 110 0 R 111 0 R 112 0 R 113 0 R 114 0 R 115 0 R 116 0 R 117 0 R 118 0 R ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Contents 119 0 R /Resources << /XObject << /R85 120 0 R /R84 121 0 R >> /ExtGState << /R17 34 0 R >> /Font << /F2 122 0 R /R28 42 0 R /R88 123 0 R /R72 80 0 R /R20 51 0 R /R70 83 0 R /F1 126 0 R /R86 127 0 R /R18 47 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 70 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 132 0 R 133 0 R 134 0 R 135 0 R ] /Type /Page >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 136 0 R /Resources << /ExtGState << /R17 34 0 R >> /Font << /F1 137 0 R /R112 138 0 R /R70 83 0 R /R114 142 0 R /R86 127 0 R /F2 147 0 R /R28 42 0 R /R88 123 0 R /R18 47 0 R /R20 51 0 R /R110 148 0 R /R72 80 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 151 0 R 152 0 R 153 0 R 154 0 R 155 0 R 156 0 R 157 0 R 158 0 R 159 0 R 160 0 R 161 0 R 162 0 R 163 0 R 164 0 R ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 165 0 R /Resources << /ExtGState << /R17 34 0 R >> /Font << /F1 166 0 R /R72 80 0 R /R70 83 0 R /R114 142 0 R /R86 127 0 R /F2 167 0 R /R28 42 0 R /R88 123 0 R /R18 47 0 R /R20 51 0 R /R110 148 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 168 0 R 169 0 R 170 0 R 171 0 R 172 0 R 173 0 R 174 0 R 175 0 R 176 0 R 177 0 R 178 0 R 179 0 R 180 0 R 181 0 R 182 0 R 183 0 R 184 0 R 185 0 R 186 0 R 187 0 R ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Contents 188 0 R /Resources << /XObject << /R169 189 0 R /R168 190 0 R >> /ExtGState << /R17 34 0 R >> /Font << /R70 83 0 R /F2 191 0 R /R28 42 0 R /F1 192 0 R /R18 47 0 R /R20 51 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 70 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 193 0 R 194 0 R 195 0 R 196 0 R 197 0 R 198 0 R 199 0 R 200 0 R 201 0 R 202 0 R 203 0 R 204 0 R 205 0 R 206 0 R 207 0 R 208 0 R 209 0 R 210 0 R 211 0 R 212 0 R 213 0 R ] /Type /Page >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Contents 214 0 R /Resources << /XObject << /R189 215 0 R /R188 216 0 R /R190 218 0 R /R187 217 0 R >> /ExtGState << /R17 34 0 R >> /Font << /R18 47 0 R /R20 51 0 R /F1 219 0 R /F2 220 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 70 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 221 0 R 222 0 R 223 0 R 224 0 R 225 0 R 226 0 R 227 0 R 228 0 R 229 0 R 230 0 R 231 0 R 232 0 R ] /Type /Page >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 233 0 R /Resources << /XObject << /R201 234 0 R >> /ExtGState << /R17 34 0 R >> /Font << /F2 235 0 R /R28 42 0 R /R88 123 0 R /R72 80 0 R /R20 51 0 R /R70 83 0 R /F1 236 0 R /R18 47 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 237 0 R 238 0 R 239 0 R 240 0 R 241 0 R ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 242 0 R /Resources << /ExtGState << /R17 34 0 R >> /Font << /R18 47 0 R /R28 42 0 R /F1 243 0 R /F2 244 0 R /R20 51 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 245 0 R 246 0 R 247 0 R 248 0 R 249 0 R 250 0 R 251 0 R 252 0 R 253 0 R 254 0 R 255 0 R 256 0 R 257 0 R 258 0 R 259 0 R 260 0 R 261 0 R 262 0 R 263 0 R 264 0 R 265 0 R 266 0 R 267 0 R 268 0 R 269 0 R 270 0 R 271 0 R 272 0 R 273 0 R 274 0 R 275 0 R 276 0 R 277 0 R 278 0 R 279 0 R 280 0 R 281 0 R 282 0 R 283 0 R 284 0 R 285 0 R 286 0 R 287 0 R 288 0 R 289 0 R 290 0 R 291 0 R 292 0 R 293 0 R 294 0 R 295 0 R 296 0 R 297 0 R 298 0 R 299 0 R 300 0 R 301 0 R 302 0 R ] >> endobj 12 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 13 0 obj << /Length 16484 >> stream q q q 0.10000 0 0 0.10000 0 0 cm /R17 gs 0 g q 10 0 0 10 0 0 cm BT /R18 14.34620 Tf 1 0 0 1 197.51900 675.06700 Tm [ (SVDNet) -250.00500 (f) 24.99230 (or) -249.99500 (P) 20.00610 (edestrian) -250 (Retrie) 14.98930 (v) 9.99625 (al) ] TJ /R20 11.95520 Tf -41.56330 -37.85820 Td [ (Y) 54.99150 (if) 9.99316 (an) -250.00900 (Sun) ] TJ /R22 7.97010 Tf 48.03630 4.33906 Td [ (y) -0.19911 ] TJ /R20 11.95520 Tf 4.26172 -4.33906 Td [ (\054) -250.01200 (Liang) -250.01600 (Zheng) ] TJ /R22 7.97010 Tf 67.40310 4.33906 Td [ (z) -0.19911 ] TJ /R20 11.95520 Tf 4.26211 -4.33906 Td [ (\054) -250.01200 (W) 80 (eijian) -249.98900 (Deng) ] TJ /R22 7.97010 Tf 71.75390 4.33906 Td [ (x) -0.19911 ] TJ /R20 11.95520 Tf 4.26211 -4.33906 Td [ (\054) -250.01200 (Shengjin) -250.00600 (W) 79.99840 (ang) ] TJ /R22 7.97010 Tf 79.07070 4.33906 Td [ (y) -63.20620 <03> -0.30019 ] TJ -278.30900 -14.05820 Td [ (y) -0.19911 ] TJ /R20 11.95520 Tf 4.26211 -4.33789 Td [ (Tsinghua) -249.98900 (Uni) 24.99570 (v) 14.98510 (ersity) ] TJ /R22 7.97010 Tf 112.42600 4.33789 Td [ (z) -0.19911 ] TJ /R20 11.95520 Tf 4.26172 -4.33789 Td [ (Uni) 24.99570 (v) 14.98510 (ersity) -249.98900 (of) -250.01400 (T) 70.01640 (echnology) -249.99700 (Sydne) 15.00560 (y) ] TJ /R22 7.97010 Tf -87.67500 -9.71992 Td [ (x) -0.19911 ] TJ /R20 11.95520 Tf 4.26211 -4.33789 Td [ (Uni) 24.99570 (v) 14.98510 (ersity) -249.98900 (of) -250.01400 (Chinese) -250.01200 (Academy) -250.00400 (of) -250.01400 (Sciences) ] TJ /R24 8.96640 Tf -135.25200 -13.94800 Td (sunyf15\100mails\056tsinghua\056edu\056cn\054) Tj /R26 8.96640 Tf 166.77500 0 Td [ (f) -0.90126 ] TJ /R24 8.96640 Tf 4.60703 0 Td [ (liangzheng06\054) -599.98000 (dengwj16) ] TJ /R26 8.96640 Tf 118.35600 0 Td [ (g) -0.90126 ] TJ /R24 8.96640 Tf 4.60820 0 Td [ (\100gmail\056com\054) -600.01600 (wgsgj\100tsinghua\056edu\056cn) ] TJ /R18 11.95520 Tf -207.33300 -41.04610 Td (Abstract) Tj /R28 9.96260 Tf -83.92810 -24.45900 Td [ (This) -280 (paper) -280.99500 (pr) 44.98390 (oposes) -280.00800 (the) -279.98500 (SVDNet) -280.00400 (for) -280.99500 (r) 37.99860 (etrie) 14.99010 (val) -281.00500 (pr) 44.98510 (oblems\054) ] TJ -11.95470 -11.95510 Td [ (with) -218.01000 (focus) -217.98400 (on) -217.99300 (the) -217.01500 (application) -217.98800 (of) -217.99100 (per) 10.00570 (son) -217.98700 (r) 37.01830 <652d6964656e746902636174696f6e> -217.99300 (\050r) 37.01590 (e\055) ] TJ 11.95510 TL T* [ (ID\051\056) -355.98100 (W) 91.98650 (e) -355.00400 (vie) 15.01590 (w) -356.00600 (eac) 15.01340 (h) -356.01400 (weight) -355.00600 (vector) -356.01400 (within) -354.99500 (a) -356.01400 (fully) -355.99700 (connected) ] TJ T* [ (\050FC\051) -322.99500 (layer) -324.01500 (in) -322.99300 (a) -324.01900 (con) 40 (volutional) -322.99500 (neur) 44.98510 (on) -322.99500 (n) -1.01454 (e) 1.01454 (twork) -323.99700 (\050CNN\051) -323.01000 (as) -324.01200 (a) ] TJ 11.95630 TL T* [ (pr) 44.98390 (ojection) -298.00100 (basis\056) -452.99100 (It) -297.98600 (is) -296.99600 (observed) -298.01400 (that) -298.00400 (the) -297.00200 (weight) -297.99400 (vector) 10.00320 (s) -297.98500 (ar) 36.98650 (e) ] TJ 11.95470 TL T* [ (usually) -361.00700 (highly) -359.99400 (corr) 36.98650 (elated\056) -641.99200 (This) -361.00500 (pr) 44.98390 (oblem) -360.00400 (leads) -361.01800 (to) -360.98600 (corr) 36.98650 (ela\055) ] TJ T* [ (tions) -258.00500 (among) -258.01300 (entries) -258.01200 (of) -257.00400 (the) -257.98900 (FC) -258.01800 (descriptor) 111.00100 (\054) -259.99300 (and) -257.98100 (compr) 44.98760 (omises) ] TJ T* [ (the) -259.00800 (r) 37.01960 (etrie) 14.98950 (val) -259.00800 (performance) -258.00600 (based) -258.99800 (on) -259.00600 (the) -259.00800 (Euclidean) -258.98600 (distance) 15.00480 (\056) ] TJ T* [ (T) 91.99870 (o) -241.99400 (addr) 36.99510 (ess) -243.01000 (the) -241.99100 (pr) 44.98390 (oblem\054) -244.01900 (this) -242.01200 (paper) -243.00100 (pr) 44.98390 (oposes) -242.01600 (to) -241.98700 (optimize) -242.98200 (the) ] TJ 11.95590 TL T* [ (deep) -323.98400 (r) 37.01960 (epr) 36.98100 (esentation) -323.98500 (learning) -323.98900 (pr) 44.98390 (ocess) -324.01600 (with) -325.01200 (Singular) -324.01700 (V) 111.00600 (ector) ] TJ 11.95510 TL T* [ (Decomposition) -372.98600 (\050SVD\051\056) -372.00900 <53706563690263616c6c79> 54.99570 (\054) -404.00900 (with) -371.98400 (the) -372.98900 (r) 37.01830 (estr) 14.99260 (aint) -373.01100 (and) ] TJ T* [ (r) 37.01960 (elaxation) -335.98900 (iter) 14.99380 (ati) 1 (on) -336.01300 (\050RRI\051) -335.98600 (tr) 14.99140 (aining) -335.00800 (sc) 15.01830 (heme) 9.99833 (\054) -356.99700 (we) -336.01300 (ar) 36.98650 (e) -335.00800 (able) -336.01000 (to) ] TJ T* [ (iter) 14.99380 (atively) -439.99200 (inte) 40.00800 (gr) 14.98890 (ate) -439.99800 (the) -439.99800 (ortho) 9.98730 (gonality) -440.00700 (constr) 15.00240 (aint) -441 (in) -439.99300 (CNN) ] TJ T* [ (tr) 14.99140 (aining) 9.99343 (\054) -428.98500 (yielding) -391.98500 (the) -392.98600 (so\055called) -393.00900 (SVDNet\056) -738.98400 (W) 91.98710 (e) -392.99800 (conduct) -393.01300 (e) 19.99180 (x\055) ] TJ T* [ (periments) -202.99400 (on) -203.01500 (the) -203.01800 (Mark) 10.00690 (et\0551501\054) -211.98200 (CUHK03\054) -213.01800 (and) -203.01000 (Duk) 10 (eMTMC\055) ] TJ 11.95590 TL T* [ (r) 37.01960 (eID) -412.01500 (datasets\054) -452.00300 (and) -413.01400 (show) -412.01900 (that) -411.98500 (RRI) -412.00500 (ef) 18 (fectively) -412.00200 (r) 37.01830 (educes) -412.00700 (the) ] TJ 11.95510 TL T* [ (corr) 36.98710 (elation) -406.01700 (among) -405.98700 (the) -404.98400 (pr) 44.98390 (ojection) -405.98200 (vector) 10.00320 (s\054) -445.01400 (pr) 44.98510 (oduces) -405.99800 (mor) 36.98890 (e) ] TJ T* [ (discriminative) -388 (FC) -387.99700 (descriptor) 9.99833 (s\054) -422 (and) -387.99900 <7369676e690263616e746c79> -388.00100 (impr) 44.99490 (o) 10.00320 (ves) ] TJ T* [ (the) -380.00700 (r) 37.01960 (e\055ID) -379.98400 (accur) 14.98520 (acy) 55.00680 (\056) -699.01800 (On) -380.00800 (the) -380.00800 (Mark) 10.00690 (et\0551501) -379.99500 (dataset\054) -412.01500 (for) -379.99800 (in\055) ] TJ T* [ (stance) 10.01300 (\054) -317.00300 (r) 14.98400 (ank\0551) -303 (accur) 14.98520 (acy) -303.99200 (is) -302.99500 (impr) 44.99370 (o) 10.00320 (ved) -303.01200 (fr) 44.98510 (om) -303.98100 (55\0563\045) -302.98900 (to) -304.01500 (80\0565\045) ] TJ T* [ (for) -250.01800 (Caf) 17.98350 (feNet\054) -250.01500 (and) -249.98300 (fr) 44.98640 (om) -249.99000 (73\0568\045) -250.01700 (to) -249.98500 (82\0563\045) -250.01700 (for) -250.02000 (ResNet\05550\056) ] TJ /R18 11.95520 Tf 37.51210 TL T* [ (1\056) -249.99000 (Intr) 18.01460 (oduction) ] TJ /R20 9.96260 Tf 11.95470 -19.47810 Td [ (This) -244.01600 (paper) -244 (considers) -244.01600 (the) -243.99100 (problem) -244.01100 (of) -243.99600 (pedestrian) -244.01800 (retrie) 25.01540 (v) 24.98110 (al\054) ] TJ -11.95470 -11.95470 Td [ (also) -197.01200 (called) -198 (person) -197.01200 <72652d6964656e746902636174696f6e> -197.99900 (\050re\055ID\051\056) -197.00100 (This) -197.98400 (task) -197.01100 (aims) -197.98400 (at) ] TJ 11.95510 TL T* [ (retrie) 25.01480 (ving) -250.01500 (images) -250.01500 (containing) -249.99900 (the) -249.99000 (same) -249.98800 (person) -249.98300 (to) -249.98500 (the) -249.99000 (query) 65.01610 (\056) ] TJ 11.95470 -12.50390 Td [ (Person) -451 (re\055ID) -450.01400 (is) -451.00900 (dif) 24.98480 (fer) 1.00841 (ent) -451.01500 (from) -451.01200 (image) -449.98900 <636c6173736902636174696f6e> -451.01300 (in) ] TJ -11.95470 -11.95630 Td [ (that) -469.98500 (the) -469.99200 (training) -470.99000 (and) -469.99400 (testing) -470.00600 (sets) -469.98500 (contain) -471 (ent) 0.98758 (irely) -471.00700 (dif) 24.98600 (fer) 19.98690 (\055) ] TJ T* [ (ent) -350.01200 (classes\056) -610.98100 (So) -350.98100 (a) -349.98600 (popular) -350 (deep) -351 (learning) -350.00300 (method) -349.99100 (for) -351.00300 (re\055ID) ] TJ T* [ (consists) -388.01400 (of) -388.01200 (1\051) -388.99300 (training) -387.98400 (a) -388.01900 <636c6173736902636174696f6e> -388.00400 (deep) -388.01100 (model) -387.98900 (on) -388.98400 (the) ] TJ T* [ (training) -248.00800 (set\054) -247.98600 (2\051) -247.01600 (e) 15.01220 (xtracting) -248.01300 (image) -247.98200 (descriptors) -246.99100 (using) -248.00800 (the) -247.99000 (fully\055) ] TJ T* [ (connected) -261.98600 (\050FC\051) -262.99400 (layer) -261.99500 (for) -261.99700 (the) -261.98800 (query) -263.00800 (and) -261.99100 (g) 4.98446 (allery) -261.98800 (images\054) -266.01000 (and) ] TJ T* [ (3\051) -333.00100 (computing) -332.01400 (similarities) -332.98700 (based) -332.01600 (on) -332.99300 (Euclidean) -332.00300 (distance) -332.98600 (be\055) ] TJ 11.95590 TL T* [ (fore) -250.00400 (returning) -250.01300 (the) -249.99000 (sorted) -249.98200 (list) -250.00900 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 167.15300 113.44700 Tm (33) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 177.11500 113.44700 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 182.09600 113.44700 Tm (31) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 192.05900 113.44700 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 197.04000 113.44700 Tm (26) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 207.00300 113.44700 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 211.98400 113.44700 Tm (10) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 221.94600 113.44700 Tm (\135\056) Tj -159.88000 -12.50390 Td [ (Our) -215.01900 (w) 10.00140 (ork) -215.01600 (is) -215.00900 (moti) 25.00810 (v) 24.98110 (ated) -215.01900 (by) -215.01300 (the) -215.99600 (observ) 24.99090 (at) 0.98268 (ion) -215.98600 (that) -215.00800 (after) -214.99100 (train\055) ] TJ ET Q 3.98000 w 0 G 501.12100 904.14800 m 1446.11000 904.14800 l S q 10 0 0 10 0 0 cm BT /R30 5.97760 Tf 1 0 0 1 60.14100 83.81290 Tm [ <03> -0.90058 ] TJ /R20 7.97010 Tf 4.31680 -2.81289 Td [ (Corresponding) -250 (Author) ] TJ ET Q q 2362.48000 0 0 1447.02000 3088.62000 4193.60000 cm /R34 Do Q q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 308.86200 391.06600 Tm [ (Figure) -371.99200 (1\072) -554.99300 (A) -372.01400 (cartoon) -372.00700 (illustration) -373.01600 (of) -372.01600 (the) -372.00700 (correlation) -373.02100 (among) ] TJ 11.95510 TL T* [ (weight) -318.98400 (v) 14.98280 (ectors) -318.99800 (and) -319 (its) -318.98600 (ne) 15.01710 (g) 4.98446 (ati) 24.98600 (v) 14.98280 (e) -319.01000 (ef) 25.00560 (fect\056) -517.99200 (The) -319 (weight) -318.98100 (v) 14.98280 (ectors) ] TJ T* [ (are) -399.00400 (contained) -397.99000 (in) -399.01900 (the) -398.00500 (last) -399.01400 (fully) -399.01200 (connected) -398.00200 (layer) 39.99330 (\054) ] TJ /R28 9.96260 Tf 198.01600 0 Td [ (e) 15.01220 (\056g) ] TJ /R20 9.96260 Tf 11.74570 0 Td [ (\056\054) -436 (FC8) ] TJ -209.76200 -11.95470 Td [ (layer) -206.98500 (of) -208.00200 (Caf) 24.98110 (feNet) -206.98800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 382.85400 355.20100 Tm (12) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 392.81700 355.20100 Tm [ (\135) -208.00700 (or) -206.98300 (FC) -208.01400 (layer) -206.98500 (of) -206.98500 (ResNet\05550) -208.01400 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 503.16300 355.20100 Tm (11) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 513.12500 355.20100 Tm [ (\135\056) -295.99000 (There) ] TJ -204.26300 -11.95510 Td [ (are) -244.99100 (thre) 0.98513 (e) -244.98400 (training) -244.98900 (IDs) -243.99400 (in) -245.00600 (red\054) -245.01800 (pink) -244.99300 (and) -243.99400 (blue) -245.00300 (clothes) -244.01800 (from) -245.00800 (the) ] TJ 11.95590 TL T* [ (Duk) 10.01060 (eMTMC\055reID) -242.01400 (dataset) -241.00400 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 418.15200 331.29000 Tm (17) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 428.11400 331.29000 Tm [ (\135\056) -307.98800 (The) -241.01400 (dotted) -242.01400 (green) -241.99900 (and) -241.99400 (black) ] TJ -119.25200 -11.95510 Td [ (v) 14.98280 (ectors) -219.99500 (denote) -219.98800 (feature) -220.01000 (v) 14.98280 (ectors) -219.99800 (of) -220.00300 (tw) 10.00810 (o) -219.99800 (testing) -220.00700 (samples) -220.01200 (before) ] TJ 11.95510 TL T* [ (the) -352.99300 (last) -354.00200 (FC) -353.01200 (layer) 55.01040 (\056) -620.99200 (Under) -352.99500 (the) -354.01000 (baseline) -352.98000 (setting\054) -380.02000 (the) -352.99000 (red) -353.98500 (and) ] TJ T* [ (the) -265.00700 (pink) -266.01200 (weight) -264.99300 (v) 14.98280 (ectors) -265.00700 (are) -266.00500 (highly) -265.02000 (correlated) -265.01500 (and) -265.99000 (introduce) ] TJ T* [ (redundanc) 14.98770 (y) -249.99300 (to) -249.98500 (the) -249.99000 (descriptors\056) ] TJ 34.55660 TL T* [ (ing) -195.98900 (a) -196.01100 (con) 39.99820 (v) 20.00160 (olutional) -194.98200 (neural) -196.00200 (netw) 10.00810 (ork) -196.00200 (\050CNN\051) -195.99200 (for) -196.00700 <636c6173736902636174696f6e2c> ] TJ 11.95510 TL T* [ (the) -314.01900 (weight) -314.00400 (v) 14.98280 (ectors) -313.97900 (within) -313.99200 (a) -313.99200 (fully\055connected) -313.99700 (layer) -313.98700 (\050FC\051) -314.00600 (are) ] TJ T* [ (usually) -355.98700 (highly) -355.98500 (correlated\056) -628.00800 (This) -355.99500 (problem) -357.01400 (can) -355.98500 (be) -356.01900 (attrib) 20.01630 (uted) ] TJ T* [ (to) -433.01400 (tw) 10.00810 (o) -432.98200 (major) -433.00900 (reasons\056) -858.00100 (The) -432.98200 <02727374> -433.00100 (reason) -432.98200 (is) -433.01100 (related) -432.98200 (to) -433.01600 (the) ] TJ T* [ (non\055uniform) -245.99800 (distrib) 19.99180 (ution) -246.00800 (of) -247.01800 (training) -246.00800 (samples\056) -307.99800 (This) -246.99300 (problem) ] TJ 11.95590 TL T* [ (is) -362.00600 (especially) -361.99800 (ob) 14.98770 (vious) -361.98900 (when) -362.00800 (focusing) -361.99300 (on) -362.00800 (the) -362.00800 (last) -362.00300 (FC) -361.98900 (layer) 55.01040 (\056) ] TJ 11.95510 TL T* [ (The) -350.01500 (output) -349.00500 (of) -350.01800 (each) -349.00800 (neuron) -350.00500 (in) -350.01000 (the) -348.99100 (last) -350.00500 (FC) -349.01000 (layer) -349.98100 (represents) ] TJ T* [ (the) -249.01000 (similarity) -249.98500 (between) -249.01000 (the) -249.00700 (input) -250.00700 (image) -249.00300 (and) -249.01200 (a) -250.00200 (corresponding) ] TJ T* [ (identity) 65.00880 (\056) -672.98300 (After) -370.99700 (training\054) -402.01900 (neurons) -371.01700 (corresponding) -371.00200 (to) -370.98700 (similar) ] TJ T* [ (persons) -358 (\050) ] TJ /R28 9.96260 Tf 37.31680 0 Td (i\056e) Tj /R20 9.96260 Tf 9.68398 0 Td [ (\056\054) -384.99000 (the) -356.99200 (persons) -358 (who) -358.00400 (wear) -357.98900 (red) -357.00400 (and) -358.01400 (pink) -357.99400 (clothes\051) ] TJ -47.00080 -11.95510 Td [ (learns) -257.98900 (highly) -256.98200 (correlated) -257.99600 (weight) -256.99100 (v) 14.98280 (ectors\054) -259.98600 (as) -257.99600 (sho) 24.99090 (wn) -257.00600 (in) -257.98600 (Fig\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 537.64300 129.36200 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R20 9.96260 Tf 1 0 0 1 542.62400 129.36200 Tm (\056) Tj -233.76200 -11.95590 Td [ (The) -281.00700 (second) -282.01900 (is) -281 (that) -282.01700 (during) -280.98700 (the) -281.98200 (training) -280.98300 (of) -281.99200 (CNN\054) -280.99200 (there) -281.99200 (e) 15.01220 (xists) ] TJ 11.95510 TL T* [ (fe) 25.00810 (w) 65.01120 (\054) -241.99600 (if) -239.01400 (an) 15.01710 (y) 65.01370 (\054) -241.99600 (constraints) -240.00200 (for) -240 (lear) 1.01454 (ning) -240.01400 (orthogonalization\056) -306.98300 (Thus) ] TJ T* [ (the) -249.99000 (learned) -249.99700 (weight) -250.01500 (v) 14.98280 (ectors) -249.99300 (may) -249.98300 (be) -249.99700 (naturally) -250.01200 (correlated\056) ] TJ 11.95470 -12.49610 Td [ (Correlation) -289.01600 (among) -288.00800 (weight) -288.98600 (v) 14.98280 (ectors) -289.00600 (of) -289.01100 (the) -287.98100 (FC) -288.98100 (layer) -289.01100 (com\055) ] TJ ET Q Q Q q q 1 1 1 rg /a0 gs 48.40600 786.42200 515.18800 -52.69900 re f q /s5 gs /x6 Do Q q /s7 gs /x8 Do Q q /s9 gs /x10 Do Q q /s11 gs /x12 Do Q Q Q Q q 1 0 0 1 0 0 cm BT /F1 12 Tf 14.40000 TL ET 1 1 1 rg n 270 32 72 14 re f* 0.50000 0.50000 0.50000 rg BT /F2 9 Tf 10.80000 TL ET BT 1 0 0 1 297 35 Tm (3800) Tj T* ET Q endstream endobj 14 0 obj << /Filter /FlateDecode /Resources << /ExtGState << /a0 << /CA 1 /ca 1 >> >> /XObject << /x18 15 0 R >> >> /Length 28 /Group << /Type /Group /S /Transparency /CS /DeviceRGB /I true >> /BBox [ 78 746 96 765 ] /Type /XObject /Subtype /Form >> stream x+O4PH/VЯ0Pp 0 endstream endobj 15 0 obj << /Filter /FlateDecode /Resources 16 0 R /Length 107 /Type /XObject /BBox [ 78 746 96 765 ] /Subtype /Form >> stream xe AC̬wʠ =p,?]%+H-
Jc "82w8VSnGW;"
endstream
endobj
16 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
17 0 obj
<<
/Filter /FlateDecode
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x15 18 0 R
>>
>>
/Length 28
/Group <<
/Type /Group
/S /Transparency
/CS /DeviceRGB
/I true
>>
/BBox [ 67 752 84 775 ]
/Type /XObject
/Subtype /Form
>>
stream
x+O4PH/VЯ04Up
0
endstream
endobj
18 0 obj
<<
/Filter /FlateDecode
/Resources 19 0 R
/Length 228
/Type /XObject
/BBox [ 67 752 84 775 ]
/Subtype /Form
>>
stream
xeQKn!s ?FPav6R٪TS.
b];15YyR
{7QL.\:Rv/x9l+L7h%1!}i/AI(kz"U&,YO![R hg{3}4/GyYF:!w}Gn+'xJcO9i뽼_-:`
endstream
endobj
19 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
20 0 obj
<<
/Filter /FlateDecode
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x24 21 0 R
>>
>>
/Length 28
/Group <<
/Type /Group
/S /Transparency
/CS /DeviceRGB
/I true
>>
/BBox [ 133 751 479 772 ]
/Type /XObject
/Subtype /Form
>>
stream
x+O4PH/VЯ02Qp
0
endstream
endobj
21 0 obj
<<
/Filter /FlateDecode
/Resources 22 0 R
/Length 53008
/Type /XObject
/BBox [ 133 751 479 772 ]
/Subtype /Form
>>
stream
xlK8,8?DKs9mavd
{f-8*2Y@H >חk}y}uf`v)_s}1z#*Gw_gX jow\o'1c|Z^G<
A̺X}ay?IT|y~L.[ {Ȟb\3-3]_'X\竵0{+_۾oY-wj+ B;)Aa=/
1~a(>}m_K' >*Q1:?OPnGsQ_`?mzN
?WBB!lU n'S 1Ipzχ1xF_09,}?e){:̹~Gu7g {0mD`pdS)>;ys`Pµx'O
+혝 oI~!p7̵&m=dC+>5ALV"I1"S*CKha#03L4|@p灟vMRQ==*/m"r>@uqo9ͻ;Vz 'ȳ;IBzWR~ihwa8PlT>]fZ8y52)r빃W{B7G/q)}M]elS(k=5^A] сڸc'w!Ll'M=Ȥ뎓z;#կN>\q6r>|8}}Lr$Mo5:>syls+Ǵ`C?/9{Y||jD u#i^\rJ8a|oY+Rxl<{[؏s迨nYaյ[?/^u;+ ,bhL}wrj:ɴdM8^q|m'aQ6;0k_ar|E8HɃpN('&r`V;Rs볩Nk\&W=DDG#5]~M{VyCSRH9ܜXˏt7߾i9ADگ
USڝ|{(hbIRZXg @6Hɹ0Dq;si\Tv<1?mUŏV7bF
p7Y9sƨ*.uz_LբřsB݃ɹ^'_Yae91f+n%A̶d
Ċc#q
CF=Mt'\&ξ)z;L-4:n}41j:mӶ_)\݇ |T@uAƓxAN6Ql;}Ɲ{~_y"g%]nCi']I~,xa?feoɌr0u?V=phldx.Y;~nZL603> \`ęܓ