%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 (DualNet\072 Learn Complementary Features for Image Recognition) /Producer (PyPDF2) /Author (Saihui Hou\054 Xu Liu\054 Zilei Wang) /Subject (2017 IEEE International Conference on Computer Vision) >> endobj 3 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 13 0 R /Resources << /XObject << /x8 14 0 R /x6 17 0 R /R35 20 0 R /x12 21 0 R /x10 24 0 R >> /ExtGState << /s9 27 0 R /s5 30 0 R /s7 33 0 R /s11 36 0 R /R38 39 0 R /a0 << /CA 1 /ca 1 >> /R19 42 0 R /R32 43 0 R >> /Font << /R43 44 0 R /R41 47 0 R /F2 51 0 R /R28 52 0 R /F1 56 0 R /R39 57 0 R /R36 60 0 R /R20 63 0 R /R22 67 0 R /R24 71 0 R /R26 75 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] /ColorSpace << /R34 78 0 R >> >> /MediaBox [ 0 0 612 792 ] /Annots [ 80 0 R 81 0 R 82 0 R 83 0 R 84 0 R 85 0 R 86 0 R 87 0 R 88 0 R 89 0 R 90 0 R ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 91 0 R /Resources << /ExtGState << /R19 42 0 R >> /Font << /F2 92 0 R /R20 63 0 R /F1 93 0 R /R22 67 0 R /R28 52 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 119 0 R 120 0 R 121 0 R 122 0 R 123 0 R 124 0 R 125 0 R 126 0 R 127 0 R 128 0 R 129 0 R 130 0 R 131 0 R 132 0 R 133 0 R 134 0 R 135 0 R 136 0 R 137 0 R 138 0 R 139 0 R 140 0 R 141 0 R 142 0 R 143 0 R ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 144 0 R /Resources << /XObject << /R118 145 0 R /R119 146 0 R /R116 147 0 R /R117 148 0 R /R120 149 0 R >> /ExtGState << /R19 42 0 R /R32 43 0 R >> /Font << /F2 150 0 R /R28 52 0 R /F1 151 0 R /R112 152 0 R /R20 63 0 R /R22 67 0 R /R24 71 0 R /R114 155 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] /ColorSpace << /R34 78 0 R >> >> /MediaBox [ 0 0 612 792 ] /Annots [ 158 0 R 159 0 R 160 0 R ] >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 161 0 R /Resources << /XObject << /R228 162 0 R /R203 164 0 R /R201 166 0 R /R207 168 0 R /R205 170 0 R /R221 172 0 R /R223 174 0 R /R226 176 0 R /R182 178 0 R /R180 180 0 R /R184 182 0 R /R145 184 0 R /R162 186 0 R /R160 188 0 R /R141 190 0 R /R165 192 0 R /R186 194 0 R /R148 196 0 R /R188 198 0 R /R211 200 0 R /R193 202 0 R /R190 204 0 R /R234 206 0 R /R197 208 0 R /R195 210 0 R /R219 212 0 R /R236 214 0 R /R199 216 0 R /R232 218 0 R /R230 220 0 R /R152 222 0 R /R156 224 0 R /R154 226 0 R /R178 228 0 R /R150 230 0 R /R174 232 0 R /R176 234 0 R /R172 236 0 R >> /ExtGState << /R139 238 0 R /R146 239 0 R /R32 43 0 R /R38 39 0 R >> /Font << /R142 240 0 R /R238 243 0 R /R168 249 0 R /R41 47 0 R /F2 252 0 R /R28 52 0 R /F1 253 0 R /R39 57 0 R /R20 63 0 R /R22 67 0 R /R241 254 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] /ColorSpace << /R181 179 0 R /R229 221 0 R /R183 183 0 R /R185 195 0 R /R187 199 0 R /R220 173 0 R /R208 258 0 R /R209 259 0 R /R224 260 0 R /R200 167 0 R /R227 163 0 R /R212 261 0 R /R206 169 0 R /R159 189 0 R /R163 262 0 R /R144 185 0 R /R147 197 0 R /R167 263 0 R /R204 171 0 R /R164 193 0 R /R149 231 0 R /R189 205 0 R /R166 264 0 R /R34 78 0 R /R153 227 0 R /R222 175 0 R /R192 203 0 R /R210 201 0 R /R213 265 0 R /R191 266 0 R /R196 209 0 R /R214 267 0 R /R217 268 0 R /R216 269 0 R /R218 213 0 R /R235 215 0 R /R233 207 0 R /R161 187 0 R /R231 219 0 R /R225 177 0 R /R215 270 0 R /R202 165 0 R /R140 191 0 R /R157 271 0 R /R155 225 0 R /R179 181 0 R /R151 223 0 R /R198 217 0 R /R175 235 0 R /R177 229 0 R /R170 272 0 R /R171 237 0 R /R158 273 0 R /R173 233 0 R /R194 211 0 R >> >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 285 0 R /Resources << /ExtGState << /R19 42 0 R >> /Font << /R261 286 0 R /R43 44 0 R /F2 289 0 R /R28 52 0 R /F1 290 0 R /R39 57 0 R /R20 63 0 R /R22 67 0 R /R26 75 0 R /R241 254 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 302 0 R /Resources << /ExtGState << /R19 42 0 R >> /Font << /F2 303 0 R /R28 52 0 R /F1 304 0 R /R39 57 0 R /R20 63 0 R /R22 67 0 R /R307 305 0 R /R41 47 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 309 0 R 310 0 R 311 0 R 312 0 R 313 0 R 314 0 R 315 0 R 316 0 R 317 0 R 318 0 R 319 0 R 320 0 R 321 0 R 322 0 R 323 0 R 324 0 R 325 0 R 326 0 R 327 0 R 328 0 R 329 0 R 330 0 R 331 0 R 332 0 R 333 0 R 334 0 R 335 0 R 336 0 R 337 0 R 338 0 R 339 0 R 340 0 R 341 0 R 342 0 R 343 0 R 344 0 R 345 0 R 346 0 R 347 0 R ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 348 0 R /Resources << /ColorSpace << /R34 78 0 R >> /ExtGState << /R19 42 0 R /R146 239 0 R /R32 43 0 R /R38 39 0 R >> /Font << /F2 349 0 R /R28 52 0 R /F1 350 0 R /R20 63 0 R /R22 67 0 R /R320 351 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 354 0 R 355 0 R 356 0 R 357 0 R 358 0 R 359 0 R 360 0 R ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 361 0 R /Resources << /ColorSpace << /R34 78 0 R >> /ExtGState << /R139 238 0 R /R146 239 0 R /R32 43 0 R /R38 39 0 R >> /Font << /F2 362 0 R /R28 52 0 R /F1 363 0 R /R20 63 0 R /R22 67 0 R /R333 364 0 R /R331 368 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 371 0 R 372 0 R 373 0 R 374 0 R ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 375 0 R /Resources << /ExtGState << /R19 42 0 R >> /Font << /F2 376 0 R /R28 52 0 R /F1 377 0 R /R20 63 0 R /R22 67 0 R /R26 75 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 378 0 R 379 0 R 380 0 R 381 0 R 382 0 R 383 0 R 384 0 R 385 0 R 386 0 R 387 0 R 388 0 R 389 0 R 390 0 R 391 0 R 392 0 R 393 0 R 394 0 R 395 0 R 396 0 R 397 0 R 398 0 R 399 0 R 400 0 R 401 0 R 402 0 R 403 0 R 404 0 R 405 0 R 406 0 R 407 0 R 408 0 R 409 0 R 410 0 R 411 0 R 412 0 R 413 0 R 414 0 R 415 0 R 416 0 R 417 0 R 418 0 R 419 0 R 420 0 R 421 0 R 422 0 R 423 0 R 424 0 R 425 0 R 426 0 R 427 0 R 428 0 R 429 0 R 430 0 R 431 0 R 432 0 R 433 0 R 434 0 R 435 0 R 436 0 R 437 0 R 438 0 R 439 0 R 440 0 R 441 0 R 442 0 R 443 0 R 444 0 R 445 0 R ] >> endobj 12 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 13 0 obj << /Length 38457 >> stream q q q 0.10000 0 0 0.10000 0 0 cm /R19 gs 0 g q 10 0 0 10 0 0 cm BT /R20 14.34620 Tf 1 0 0 1 98.96210 675.06700 Tm [ (DualNet\072) -310.00300 (Lear) 14.98930 (n) -249.99000 (Complementary) -249.99800 (F) 24.98890 (eatur) 17.99120 (es) -250.01200 (f) 24.99230 (or) -249.99500 (Image) -250.00500 (Recognition) ] TJ /R22 11.95520 Tf 113.29100 -37.85820 Td [ (Saihui) -250.01600 (Hou\054) -250 (Xu) -250 (Liu) -249.99700 (and) -249.98700 (Zilei) -250.00800 (W) 80 (ang) ] TJ -95.94020 -13.94690 Td [ (Department) -250 (of) -250.01500 (Automation\054) -250.00600 (Uni) 24.99570 (v) 14.98510 (ersity) -249.98900 (of) -250.01400 (Science) -250.00600 (and) -249.98700 (T) 70.01640 (echnology) -249.99700 (of) -250.01400 (China) ] TJ /R24 8.96640 Tf 36.81600 -13.94800 Td [ (f) -0.89990 ] TJ /R26 8.96640 Tf 4.60820 0 Td [ (saihui\054) -599.99400 (liuxu91) ] TJ /R24 8.96640 Tf 80.69690 0 Td [ (g) -0.90126 ] TJ /R26 8.96640 Tf 4.60820 0 Td [ (\100mail\056ustc\056edu\056cn\054) -599.98300 (zlwang\100ustc\056edu\056cn) ] TJ /R20 11.95520 Tf -97.04730 -41.04610 Td (Abstract) Tj /R28 9.96260 Tf -83.92770 -24.32810 Td [ (In) -220.98100 (this) -220.99600 (work) -221.00200 (we) -221.01300 (pr) 44.98390 (opose) -221.00500 (a) -221.01700 (no) 10.00810 (vel) -222.00300 (fr) 14.99140 (ame) 14.98030 (work) -221.00200 (named) -221.00700 (Dual\055) ] TJ -11.95510 -11.95510 Td [ (Net) -201.99000 (aiming) -202.99200 (at) -201.99300 (learning) -202.00900 (mor) 36.98770 (e) -202.99100 (accur) 14.98520 (ate) -201.99800 (r) 37.01960 (epr) 36.98160 (esentation) -202.00600 (for) -203.00800 (im\055) ] TJ 11.95470 TL T* [ (a) 10.00320 (g) 10.00320 (e) -258 (r) 37.01960 (eco) 9.99466 (gnition\056) -332.99800 (Her) 37.01830 (e) -256.98200 (two) -258.01000 (par) 14.99380 (allel) -258.01300 (neur) 14.99010 (al) -257.00400 (networks) -258.00100 (ar) 36.98650 (e) -258.00100 (co\055) ] TJ 11.95630 TL T* [ (or) 36.98520 (dinated) -210.01300 (to) -209.01200 (learn) -209.98600 (complementary) -210.01500 (featur) 37.00120 (es) -210.00200 (and) -209.00900 (thus) -209.98200 (a) -210 (wider) ] TJ 11.95470 TL T* [ (network) -432.01800 (is) -431.01300 (constructed\056) -854.99800 <53706563690263616c6c79> 54.99570 (\054) -477.01600 (we) -431.99700 (lo) 10.01060 (gically) -431.98400 (divide) ] TJ T* [ (an) -316.01600 (end\055to\055end) -316.98900 (deep) -315.98500 (con) 40 (volutional) -316.99600 (neur) 14.99010 (al) -316.01300 (network) -315.99900 (into) -316.98100 (two) ] TJ T* [ (functional) -253.98600 (parts\054) ] TJ /R22 9.96260 Tf 68.44880 0 Td (i\056e) Tj /R28 9.96260 Tf 9.68398 0 Td [ (\056\054) -255.01100 (featur) 37 (e) -254.00200 (e) 19.99180 (xtr) 14.98650 (actor) -252.99800 (and) -253.98200 (ima) 10.01300 (g) 10.00320 (e) -254.00200 <636c61737369026572> 110.99600 (\056) ] TJ -78.13280 -11.95510 Td [ (The) -290.01500 (e) 19.99240 (xtr) 14.98710 (actor) 10.01670 (s) -291.00400 (of) -290.01800 (two) -290.00400 (subnetworks) -290.01900 (ar) 36.98520 (e) -291.01500 (placed) -290.01500 (side) -290.01500 (by) -291.01000 (side) 10.01300 (\054) ] TJ T* [ (whic) 14.99870 (h) -301.00400 (e) 19.99240 (xactly) -301.98300 (form) -300.98800 (the) -301.00100 (featur) 37 (e) -301.01300 (e) 19.99180 (xtr) 14.98650 (actor) -302.00800 (of) -300.99600 (DualNet\056) -464.00100 (Then) ] TJ 11.95590 TL T* [ (the) -275.00500 (two\055str) 37.01590 (eam) -275.00900 (featur) 37 (es) -275.01200 (ar) 36.98520 (e) -275.01800 (a) 10.00320 (g) 10.00320 (gr) 36.98520 (e) 39.98840 (gated) -274.99600 (to) -275.98100 (the) -275.00600 <026e616c> -274.99100 <636c61737369022d> ] TJ 11.95510 TL T* [ (er) -307.00600 (for) -306.98900 (o) 10.00320 (ver) 15.01470 (all) -308.00700 <636c6173736902636174696f6e2c> -320.98400 (while) -307.01900 (two) -308.00100 (auxiliary) -307.01200 <636c61737369026572> 9.99343 (s) ] TJ T* [ (ar) 36.98520 (e) -319.99000 (appended) -320.98400 (behind) -320.00200 (the) -320.99800 (featur) 37 (e) -319.99100 (e) 19.99180 (xtr) 14.98650 (actor) -320.98600 (of) -320.01300 (eac) 15.01470 (h) -321 (subnet\055) ] TJ T* [ (work) -213.98300 (to) -215.01100 (mak) 10.00200 (e) -214.00800 (the) -215.01600 (separ) 14.99630 (ately) -213.99200 (learned) -213.98400 (featur) 37.00120 (es) -214.98100 (discriminative) ] TJ T* [ (alone) 14.99570 (\056) -299.00600 (The) -217.98800 (complementary) -218.01400 (constr) 15.00240 (aint) -218.01800 (is) -217.99100 (imposed) -218.01500 (by) -218.00300 (weight\055) ] TJ T* [ (ing) -231.00300 (the) -231.99300 (thr) 36.99260 (ee) -230.99000 <636c61737369026572> 9.99343 (s\054) -235.01100 (whic) 14.99870 (h) -231.99600 (is) -231.00700 (indeed) -231.00600 (the) -231.99300 (k) 9.99343 (e) 29.99010 (y) -230.98600 (of) -231.98800 (DualNet\056) ] TJ 11.95590 TL T* [ (The) -284.99600 (corr) 36.98710 (esponding) -285.01100 (tr) 14.99140 (aining) -285.01600 (str) 14.99750 (ate) 40 (gy) -285.01000 (is) -286.01700 (also) -284.98900 (pr) 44.98510 (oposed\054) -294.00500 (con\055) ] TJ 11.95510 TL T* [ (sisting) -235.99600 (of) -235.00700 (iter) 14.99380 (ative) -235.98900 (tr) 14.99140 (aining) -236.00500 (and) -235.00500 (joint) -236.00700 <026e6574756e696e67> 9.99833 (\054) -237.99700 (to) -235.98800 (mak) 10 (e) -236.00500 (the) ] TJ T* [ (two) -353.01300 (subnetwor) 0.98881 (ks) -352.99900 (cooper) 14.99010 (ate) -352.99300 (well) -351.99600 (with) -353.00600 (eac) 15.01470 (h) -352.01500 (other) 110.98100 (\056) -618.01200 (F) 45.01700 (inally) 54.99820 (\054) ] TJ T* [ (DualNet) -285.01400 (based) -284.01400 (on) -285.00100 (the) -285.00400 (well\055known) -283.98700 (Caf) 17.98350 (feNet\054) -292.98800 (VGGNet\054) -294 (NIN) ] TJ T* [ (and) -318.99000 (ResNet) -318.98400 (ar) 36.98520 (e) -319.01000 (thor) 44.99620 (oughly) -318.98200 (in) 40.00560 (vestigated) -319.01500 (and) -318.99100 (e) 19.99180 (xperimental\055) ] TJ 11.95590 TL T* [ (ly) -305.00500 (e) 15.01280 (valuated) -306.00200 (on) -304.99800 (multiple) -305.01000 (datasets) -305.01000 (including) -305.98600 (CIF) 115.01500 (AR\055100\054) -318.98400 (S\055) ] TJ 11.95510 TL T* [ (tanfor) 37.00980 (d) -406.00600 (Do) 10.00630 (gs) -406 (and) -407.01500 (UEC) -405.99100 (FOOD\055100\056) -778 (The) -407.01500 (r) 37.01830 (es) 0.98268 (ults) -407.00600 (demon\055) ] TJ T* [ (str) 14.99750 (ate) -233.01200 (that) -232.99500 (DualNet) -232.98400 (can) -233.01400 (r) 37.01960 (eally) -233.00900 (help) -233.00800 (learn) -233.98100 (mor) 36.98890 (e) -232.98600 (accur) 14.98520 (ate) -233.01300 (im\055) ] TJ T* [ (a) 10.00320 (g) 10.00320 (e) -331.00800 (r) 37.01960 (epr) 36.98100 (esentation\054) -350.99800 (and) -330.98900 (thus) -330 (r) 37.01960 (esult) -330.98300 (in) -330.99100 (higher) -331.01800 (accur) 14.98520 (acy) -331.00600 (for) ] TJ T* [ (r) 37.01960 (eco) 9.99466 (gnition\056) -465.99600 (In) -301.98800 (particular) 111.01100 (\054) -315.00400 (the) -301.98100 (performance) -301.99900 (on) -302.01800 (CIF) 115.01500 (AR\055100) ] TJ T* [ (is) -249.98400 (state\055of\055the\055art) -249.98600 (compar) 36.99380 (ed) -249.99600 (to) -249.98500 (the) -249.99000 (r) 37.01960 (ecent) -249.99700 (works\056) ] TJ /R20 11.95520 Tf 37.11800 TL T* [ (1\056) -249.99000 (Intr) 18.01460 (oduction) ] TJ /R22 9.96260 Tf 11.95510 -19.34730 Td [ (Recent) -443.99200 (years) -444.00600 (ha) 19.99790 (v) 14.98280 (e) -444.98900 (witnessed) -444.01300 (the) -443.99700 (bloom) -444.00900 (of) -444.00200 (deep) -444.98200 (con\055) ] TJ -11.95510 -11.95510 Td [ (v) 20.00160 (olutional) -537.00400 (neural) -537.00400 (netw) 10.00940 (ork) -535.98200 (\050DCNN\051\054) -536.99000 (which) -536.99400 (has) -537.00100 (remark\055) ] TJ 11.95470 TL T* [ (ably) -518.99900 (boosted) -518.98200 (the) -517.98500 (performance) -519.01100 (of) -519.01000 (v) 24.98110 (arious) -518.99700 (visual) -518.98400 (assign\055) ] TJ T* [ (ments) -429 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 81.50430 152.73100 Tm (14) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 91.46680 152.73100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 98.23130 152.73100 Tm (29) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 108.19400 152.73100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 114.95800 152.73100 Tm (5) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 119.93900 152.73100 Tm [ (\135\056) -846.99700 (The) -428.98200 (success) -429.01700 (of) -428.98600 (DCNN) -429.00400 (is) -429.01400 (lar) 17.99700 (gely) -429.01400 (at\055) ] TJ -69.82730 -11.95510 Td [ (trib) 20.01260 (uted) -245.00500 (to) -245.00600 (its) -246.01700 (deep) -245.01700 (architecture) -245.01400 (and) -245.01200 (end\055to\055end) -245 (learning) -245.98100 (ap\055) ] TJ 11.95510 TL T* [ (proach\054) -374.01000 (which) -350.00400 (can) -349.98400 (learn) -349 (hierarchical) -350.01600 (representation) -349.01500 (of) -350.01800 (the) ] TJ 11.95590 TL T* [ (input\056) -656.01600 (And) -364.98500 (the) -366.01000 (fundamental) -365.00700 (research) -365.01000 (on) -366.00800 (DCNN) -365.01500 (is) -364.98600 (to) -366.00500 (de\055) ] TJ 11.95510 TL T* [ (v) 14.98280 (elop) -294.99700 (adv) 24.98170 (anced) -295.01200 (netw) 10.00940 (orks) -294.01700 (and) -295.00300 (corresponding) -295.01400 (training) -294.98000 (algo\055) ] TJ T* [ (rithms\054) -240.98200 (with) -238.01700 (the) -239.01200 (aims) -238.99800 (of) -237.99800 (e) 15.01220 (xtracting) -238.99400 (more) -237.99000 (discriminati) 24.98850 (v) 14.98280 (e) -238.98500 (fea\055) ] TJ T* [ (tures) -249.98700 (for) -249.99900 (recognition\056) ] TJ ET Q /R32 gs q 3112.25000 5046.18000 2314.51000 733.60200 re W n /R34 cs 0 scn 3112.25000 5046.18000 2314.51000 733.60200 re f Q /R32 gs q 3123.66000 5304.71000 236.97300 256.94900 re W n q 237.40200 0 0 257.24000 3123.43000 5304.48000 cm /R35 Do Q Q /R32 gs q 3112.25000 5043.12000 2315.29000 739.18800 re W n 0.65820 0.29712 0 0 k 3360.73000 5435.66000 m 3444.04000 5435.66000 l 3444.04000 5235.41000 l 3441.57000 5237.88000 l 3523.36000 5237.88000 l 3523.36000 5232.93000 l 3439.09000 5232.93000 l 3439.09000 5433.18000 l 3441.57000 5430.71000 l 3360.73000 5430.71000 l h 3520.06000 5245.30000 m 3539.84000 5235.41000 l 3520.06000 5225.52000 l f 3360.73000 5430.61000 m 3443.35000 5430.61000 l 3443.35000 5614.77000 l 3440.87000 5612.30000 l 3504.53000 5612.30000 l 3504.53000 5617.24000 l 3438.40000 5617.24000 l 3438.40000 5433.09000 l 3440.87000 5435.55000 l 3360.73000 5435.55000 l h 3501.24000 5604.88000 m 3521.02000 5614.77000 l 3501.24000 5624.66000 l f 0.51953 0.20898 0.00107 0 k 4576.36000 5359.30000 305.02000 146.17600 re f 0.58984 0.25220 0 0 k 4884.74000 5355.94000 m 4573 5355.94000 l 4573 5357.62000 l 4574.68000 5357.62000 l 4573 5357.62000 l 4573 5508.84000 l 4884.74000 5508.84000 l 4884.74000 5355.94000 l 4574.68000 5507.16000 m 4574.68000 5357.62000 l 4883.06000 5357.62000 l 4883.06000 5507.16000 l 4574.68000 5507.16000 l f 0.64453 0.28711 0 0 k 4883.06000 5357.62000 m 4574.68000 5357.62000 l 4574.68000 5507.16000 l 4883.06000 5507.16000 l 4883.06000 5357.62000 l 4576.36000 5359.30000 m 4881.38000 5359.30000 l 4881.38000 5505.48000 l 4576.36000 5505.48000 l 4576.36000 5359.30000 l f /R34 cs 1 scn q 10 0 0 10 0 0 cm BT /R36 5.28807 Tf 1 0 0 1 466.56400 544.46200 Tm (Fused) Tj 0.00158 Tc /R36 5.28149 Tf -2.65078 -6.33633 Td (Features) Tj ET Q 0.65820 0.29712 0 0 k 4325.54000 5642.46000 m 4325.54000 5643.02000 l 4323.06000 5640.55000 l 4728.90000 5640.55000 l 4726.43000 5643.02000 l 4726.43000 5523.48000 l 4731.38000 5523.48000 l 4731.38000 5645.50000 l 4320.59000 5645.50000 l 4320.59000 5642.46000 l h 4719.01000 5526.78000 m 4728.90000 5507 l 4738.79000 5526.78000 l f 0.15015 0.08936 0.04932 0 k 3844.96000 5568.09000 100.48400 114.13700 re f /R38 gs 3.36468 w 0.18115 0.15063 0.14917 0 K 3844.96000 5568.09000 100.48400 114.13700 re S /R34 cs 0.65039 scn 3862.17000 5550.48000 100.68400 114.33200 re f /R34 CS 0.50195 SCN 3862.17000 5550.48000 100.68400 114.33200 re S 0.15015 0.08936 0.04932 0 k 3886.30000 5529.12000 100.48400 114.13300 re f 0.18115 0.15063 0.14917 0 K 3886.30000 5529.12000 100.48400 114.13300 re S /R34 cs 0.65039 scn 3908.66000 5511.91000 100.48400 114.33200 re f /R34 CS 0.50195 SCN 3908.66000 5511.91000 100.48400 114.33200 re S 0.15015 0.08936 0.04932 0 k 3936.35000 5493.31000 100.68400 114.33600 re f 0.18115 0.15063 0.14917 0 K 3936.35000 5493.31000 100.68400 114.33600 re S 4002.02000 5670.36000 51.23050 50.24220 re f 4002.02000 5670.36000 51.23050 50.24220 re S /R34 cs 0.65039 scn 4013.10000 5657.50000 51.23050 50.44140 re f /R34 CS 0.50195 SCN 4013.10000 5657.50000 51.23050 50.44140 re S 0.15015 0.08936 0.04932 0 k 4030.51000 5639.50000 51.42970 50.44140 re f 0.18115 0.15063 0.14917 0 K 4030.51000 5639.50000 51.42970 50.44140 re S /R34 cs 0.65039 scn 4047.91000 5626.44000 51.42970 50.44530 re f /R34 CS 0.50195 SCN 4047.91000 5626.44000 51.42970 50.44530 re S 0.15015 0.08936 0.04932 0 k 4062.55000 5610.61000 51.43360 50.24610 re f 0.18115 0.15063 0.14917 0 K 4062.55000 5610.61000 51.43360 50.24610 re S /R34 cs 0.65039 scn 4082.93000 5600.33000 51.23440 50.24220 re f /R34 CS 0.50195 SCN 4082.93000 5600.33000 51.23440 50.24220 re S 0.15015 0.08936 0.04932 0 k 4095.19000 5584.90000 51.42970 50.24610 re f 0.18115 0.15063 0.14917 0 K 4095.19000 5584.90000 51.42970 50.24610 re S /R34 cs 0.65039 scn 4111.81000 5571.45000 51.23050 50.24220 re f /R34 CS 0.50195 SCN 4111.81000 5571.45000 51.23050 50.24220 re S 0.15015 0.08936 0.04932 0 k 4130.20000 5552.86000 51.23440 50.24220 re f 0.18115 0.15063 0.14917 0 K 4130.20000 5552.86000 51.23440 50.24220 re S /R34 cs 0.65039 scn 4147.61000 5538.42000 51.23440 50.44140 re f /R34 CS 0.50195 SCN 4147.61000 5538.42000 51.23440 50.44140 re S 0.15015 0.08936 0.04932 0 k 4165.02000 5525.36000 51.43360 50.24220 re f 0.18115 0.15063 0.14917 0 K 4165.02000 5525.36000 51.43360 50.24220 re S /R34 cs 0.65039 scn 4176.09000 5512.30000 51.23440 50.24220 re f /R34 CS 0.50195 SCN 4176.09000 5512.30000 51.23440 50.24220 re S 0.15015 0.08936 0.04932 0 k 4190.73000 5497.67000 51.23440 50.24220 re f 0.18115 0.15063 0.14917 0 K 4190.73000 5497.67000 51.23440 50.24220 re S /R34 cs 0.65039 scn 4208.14000 5484.61000 51.42970 50.24220 re f /R34 CS 0.50195 SCN 4208.14000 5484.61000 51.42970 50.24220 re S 0.15015 0.08936 0.04932 0 k 4225.55000 5471.56000 51.42970 50.24220 re f 0.18115 0.15063 0.14917 0 K 4225.55000 5471.56000 51.42970 50.24220 re S /R34 cs 0.65039 scn 4243.15000 5458.30000 51.23050 50.44530 re f /R34 CS 0.50195 SCN 4243.15000 5458.30000 51.23050 50.44530 re S [ 13.25330 13.25330 ] 0 d 13.25250 w 1 SCN 4160.66000 5646.81000 m 4233.86000 5646.02000 l 4208.54000 5605.77000 m 4278.13000 5608.04000 l 4259.96000 5559.98000 m 4325.73000 5559.98000 l 4309.42000 5518.60000 m 4377.96000 5519.23000 l S 0.15015 0.08936 0.04932 0 k 3520.95000 5503.01000 223.91800 223.72300 re f [ ] 0 d 3.36468 w 0.18115 0.15063 0.14917 0 K 3520.95000 5503.01000 223.91800 223.72300 re S /R34 cs 0.65039 scn 3538.56000 5487.58000 223.71900 223.71900 re f /R34 CS 0.50195 SCN 3538.56000 5487.58000 223.71900 223.71900 re S 0.15015 0.08936 0.04932 0 k 3555.96000 5469.58000 223.71900 223.92200 re f 0.18115 0.15063 0.14917 0 K 3555.96000 5469.58000 223.71900 223.92200 re S /R34 cs 0.65039 scn 3573.37000 5456.52000 223.72300 223.72300 re f /R34 CS 0.50195 SCN 3573.37000 5456.52000 223.72300 223.72300 re S 0.15015 0.08936 0.04932 0 k 3590.78000 5443.46000 223.92200 223.72300 re f 0.18115 0.15063 0.14917 0 K 3590.78000 5443.46000 223.92200 223.72300 re S /R34 cs 0.65039 scn 4193.70000 5714.66000 32.64060 32.04300 re f 0.64453 0.11255 1 0.00626 K 4193.70000 5714.66000 32.64060 32.04300 re S 0.15015 0.08936 0.04932 0 k 4207.15000 5698.64000 32.63670 32.04690 re f 4207.15000 5698.64000 32.63670 32.04690 re S /R34 cs 0.65039 scn 4224.56000 5685.39000 32.63670 32.04690 re f 4224.56000 5685.39000 32.63670 32.04690 re S 0.15015 0.08936 0.04932 0 k 4241.96000 5672.33000 32.63670 32.04300 re f 4241.96000 5672.33000 32.63670 32.04300 re S /R34 cs 0.65039 scn 4259.37000 5659.28000 32.63670 32.04300 re f 4259.37000 5659.28000 32.63670 32.04300 re S 0.15015 0.08936 0.04932 0 k 4271.64000 5643.85000 32.83590 32.04690 re f 4271.64000 5643.85000 32.83590 32.04690 re S /R34 cs 0.65039 scn 4289.24000 5628.42000 32.63670 32.04690 re f 4289.24000 5628.42000 32.63670 32.04690 re S 0.15015 0.08936 0.04932 0 k 4306.65000 5610.42000 32.63670 32.04300 re f 4306.65000 5610.42000 32.63670 32.04300 re S /R34 cs 0.65039 scn 4324.05000 5597.36000 32.63670 32.04300 re f 4324.05000 5597.36000 32.63670 32.04300 re S 0.15015 0.08936 0.04932 0 k 4341.46000 5584.31000 32.83590 32.04300 re f 4341.46000 5584.31000 32.83590 32.04300 re S /R34 cs 0.65039 scn 4359.07000 5571.25000 32.64060 32.04690 re f 4359.07000 5571.25000 32.64060 32.04690 re S 0.15015 0.08936 0.04932 0 k 4373.70000 5556.61000 32.83590 32.04300 re f 4373.70000 5556.61000 32.83590 32.04300 re S /R34 cs 0.65039 scn 4384.59000 5543.56000 32.83590 32.04690 re f 4384.59000 5543.56000 32.83590 32.04690 re S 0.15015 0.08936 0.04932 0 k 4402.19000 5530.50000 32.63670 32.04690 re f 4402.19000 5530.50000 32.63670 32.04690 re S /R34 cs 0.65039 scn 4419.60000 5517.25000 32.63670 32.04690 re f 4419.60000 5517.25000 32.63670 32.04690 re S 0.15015 0.08936 0.04932 0 k 4428.89000 5499.84000 32.63670 32.04690 re f 4428.89000 5499.84000 32.63670 32.04690 re S /R34 cs 0.65039 scn 4446.30000 5486.79000 32.63670 32.04690 re f 4446.30000 5486.79000 32.63670 32.04690 re S 0.15015 0.08936 0.04932 0 k 4459.16000 5472.55000 32.63670 32.04300 re f 4459.16000 5472.55000 32.63670 32.04300 re S /R34 cs 0.65039 scn 4472.02000 5459.09000 32.63670 32.04690 re f 4472.02000 5459.09000 32.63670 32.04690 re S 0.15015 0.08936 0.04932 0 k 4489.42000 5446.04000 32.63670 32.04300 re f 4489.42000 5446.04000 32.63670 32.04300 re S /R34 cs 0.65039 scn 3609.18000 5429.82000 223.92200 223.92200 re f /R34 CS 0.50195 SCN 3609.18000 5429.82000 223.92200 223.92200 re S 3958.11000 5476.70000 100.68400 114.13700 re f 3958.11000 5476.70000 100.68400 114.13700 re S [ 13.25330 13.25330 ] 0 d 13.25250 w 1 SCN 4123.28000 5686.57000 m 4196.47000 5685.78000 l S [ ] 0 d 3.36468 w 0.64453 0.11255 1 0.00626 K 3720.34000 5589.05000 37.58200 36.98830 re S /R34 CS 1 SCN 3760.11000 5626.44000 m 4014.85000 5559.95000 l S 3760.50000 5589.06000 m 4017.95000 5560.38000 l S 4033.28000 5571.25000 m 4266.95000 5484.58000 l S 4029.72000 5546.73000 m 4266.40000 5483.63000 l S 0.64453 0.11255 1 0.00626 K 4007.96000 5547.91000 m 4031.89000 5547.91000 l 4031.89000 5571.85000 l 4007.96000 5571.85000 l h 4256.80000 5473.73000 m 4278.56000 5473.73000 l 4278.56000 5496.48000 l 4256.80000 5496.48000 l h S 0.15015 0.08936 0.04932 0 k 3863.75000 5188.69000 100.68400 114.13700 re f 0.18115 0.15063 0.14917 0 K 3863.75000 5188.69000 100.68400 114.13700 re S /R34 cs 0.65039 scn 3881.16000 5171.09000 100.48400 114.13700 re f /R34 CS 0.50195 SCN 3881.16000 5171.09000 100.48400 114.13700 re S 0.15015 0.08936 0.04932 0 k 3905.10000 5149.53000 100.48400 114.33200 re f 0.18115 0.15063 0.14917 0 K 3905.10000 5149.53000 100.48400 114.33200 re S /R34 cs 0.65039 scn 3927.45000 5132.51000 100.68400 114.13300 re f /R34 CS 0.50195 SCN 3927.45000 5132.51000 100.68400 114.13300 re S 0.15015 0.08936 0.04932 0 k 3955.34000 5113.92000 100.48400 114.13300 re f 0.18115 0.15063 0.14917 0 K 3955.34000 5113.92000 100.48400 114.13300 re S 4020.81000 5290.96000 51.23440 50.24610 re f 4020.81000 5290.96000 51.23440 50.24610 re S /R34 cs 0.65039 scn 4031.89000 5278.10000 51.43360 50.24610 re f /R34 CS 0.50195 SCN 4031.89000 5278.10000 51.43360 50.24610 re S 0.15015 0.08936 0.04932 0 k 4049.30000 5260.10000 51.42970 50.24220 re f 0.18115 0.15063 0.14917 0 K 4049.30000 5260.10000 51.42970 50.24220 re S /R34 cs 0.65039 scn 4066.91000 5247.04000 51.23050 50.24610 re f /R34 CS 0.50195 SCN 4066.91000 5247.04000 51.23050 50.24610 re S 0.15015 0.08936 0.04932 0 k 4081.34000 5231.22000 51.42970 50.24610 re f 0.18115 0.15063 0.14917 0 K 4081.34000 5231.22000 51.42970 50.24610 re S /R34 cs 0.65039 scn 4101.72000 5220.93000 51.42970 50.24610 re f /R34 CS 0.50195 SCN 4101.72000 5220.93000 51.42970 50.24610 re S 0.15015 0.08936 0.04932 0 k 4113.98000 5205.50000 51.42970 50.24610 re f 0.18115 0.15063 0.14917 0 K 4113.98000 5205.50000 51.42970 50.24610 re S /R34 cs 0.65039 scn 4130.60000 5192.05000 51.23050 50.24220 re f /R34 CS 0.50195 SCN 4130.60000 5192.05000 51.23050 50.24220 re S 0.15015 0.08936 0.04932 0 k 4149 5173.46000 51.23050 50.24220 re f 0.18115 0.15063 0.14917 0 K 4149 5173.46000 51.23050 50.24220 re S /R34 cs 0.65039 scn 4166.40000 5159.02000 51.42970 50.24610 re f /R34 CS 0.50195 SCN 4166.40000 5159.02000 51.42970 50.24610 re S 0.15015 0.08936 0.04932 0 k 4183.81000 5145.96000 51.42970 50.24610 re f 0.18115 0.15063 0.14917 0 K 4183.81000 5145.96000 51.42970 50.24610 re S /R34 cs 0.65039 scn 4194.89000 5132.71000 51.23050 50.44140 re f /R34 CS 0.50195 SCN 4194.89000 5132.71000 51.23050 50.44140 re S 0.15015 0.08936 0.04932 0 k 4209.52000 5118.27000 51.42970 50.24610 re f 0.18115 0.15063 0.14917 0 K 4209.52000 5118.27000 51.42970 50.24610 re S /R34 cs 0.65039 scn 4226.93000 5105.02000 51.43360 50.44140 re f /R34 CS 0.50195 SCN 4226.93000 5105.02000 51.43360 50.44140 re S 0.15015 0.08936 0.04932 0 k 4244.34000 5091.96000 51.43360 50.44140 re f 0.18115 0.15063 0.14917 0 K 4244.34000 5091.96000 51.43360 50.44140 re S /R34 cs 0.65039 scn 4261.94000 5078.91000 51.23440 50.24610 re f /R34 CS 0.50195 SCN 4261.94000 5078.91000 51.23440 50.24610 re S [ 13.25330 13.25330 ] 0 d 13.25250 w 1 SCN 4179.65000 5267.22000 m 4252.84000 5266.43000 l 4227.53000 5226.37000 m 4297.12000 5228.65000 l 4278.76000 5180.58000 m 4344.53000 5180.58000 l 4328.21000 5139.21000 m 4396.75000 5139.83000 l S 0.15015 0.08936 0.04932 0 k 3539.74000 5123.41000 223.92200 223.91800 re f [ ] 0 d 3.36468 w 0.18115 0.15063 0.14917 0 K 3539.74000 5123.41000 223.92200 223.91800 re S /R34 cs 0.65039 scn 3557.35000 5108.18000 223.72300 223.72300 re f /R34 CS 0.50195 SCN 3557.35000 5108.18000 223.72300 223.72300 re S 0.15015 0.08936 0.04932 0 k 3574.75000 5090.18000 223.72300 223.72300 re f 0.18115 0.15063 0.14917 0 K 3574.75000 5090.18000 223.72300 223.72300 re S /R34 cs 0.65039 scn 3592.16000 5077.13000 223.92200 223.72300 re f /R34 CS 0.50195 SCN 3592.16000 5077.13000 223.92200 223.72300 re S 0.15015 0.08936 0.04932 0 k 3609.57000 5063.87000 223.91800 223.92200 re f 0.18115 0.15063 0.14917 0 K 3609.57000 5063.87000 223.91800 223.92200 re S /R34 cs 0.65039 scn 4212.49000 5335.27000 32.83590 32.04300 re f 0.03577 0.64453 1 0.00076 K 4212.49000 5335.27000 32.83590 32.04300 re S 0.15015 0.08936 0.04932 0 k 4225.94000 5319.05000 32.64060 32.04690 re f 4225.94000 5319.05000 32.64060 32.04690 re S /R34 cs 0.65039 scn 4243.35000 5305.99000 32.63670 32.04690 re f 4243.35000 5305.99000 32.63670 32.04690 re S 0.15015 0.08936 0.04932 0 k 4260.76000 5292.93000 32.63670 32.04690 re f 4260.76000 5292.93000 32.63670 32.04690 re S /R34 cs 0.65039 scn 4278.16000 5279.88000 32.83590 32.04690 re f 4278.16000 5279.88000 32.83590 32.04690 re S 0.15015 0.08936 0.04932 0 k 4290.63000 5264.45000 32.64060 32.04690 re f 4290.63000 5264.45000 32.64060 32.04690 re S /R34 cs 0.65039 scn 4308.04000 5249.02000 32.63670 32.04300 re f 4308.04000 5249.02000 32.63670 32.04300 re S 0.15015 0.08936 0.04932 0 k 4325.44000 5231.02000 32.63670 32.04690 re f 4325.44000 5231.02000 32.63670 32.04690 re S /R34 cs 0.65039 scn 4342.85000 5217.96000 32.83590 32.04690 re f 4342.85000 5217.96000 32.83590 32.04690 re S 0.15015 0.08936 0.04932 0 k 4360.45000 5204.91000 32.63670 32.04300 re f 4360.45000 5204.91000 32.63670 32.04300 re S /R34 cs 0.65039 scn 4377.86000 5191.86000 32.63670 32.04300 re f 4377.86000 5191.86000 32.63670 32.04300 re S 0.15015 0.08936 0.04932 0 k 4389.93000 5177.22000 32.63670 32.04300 re f 4389.93000 5177.22000 32.63670 32.04300 re S /R34 cs 0.65039 scn 4403.57000 5164.16000 32.63670 31.84380 re f 4403.57000 5164.16000 32.63670 31.84380 re S 0.15015 0.08936 0.04932 0 k 4420.98000 5150.91000 32.64060 32.04690 re f 4420.98000 5150.91000 32.64060 32.04690 re S /R34 cs 0.65039 scn 4438.39000 5137.85000 32.64060 32.04690 re f 4438.39000 5137.85000 32.64060 32.04690 re S 0.15015 0.08936 0.04932 0 k 4451.64000 5120.45000 32.83590 32.04690 re f 4451.64000 5120.45000 32.83590 32.04690 re S /R34 cs 0.65039 scn 4465.09000 5107.39000 32.64060 32.04690 re f 4465.09000 5107.39000 32.64060 32.04690 re S 0.15015 0.08936 0.04932 0 k 4477.55000 5092.95000 32.63670 32.04300 re f 4477.55000 5092.95000 32.63670 32.04300 re S /R34 cs 0.65039 scn 4490.81000 5079.70000 32.63670 32.04690 re f 4490.81000 5079.70000 32.63670 32.04690 re S 0.15015 0.08936 0.04932 0 k 4508.21000 5066.64000 32.63670 32.04690 re f 4508.21000 5066.64000 32.63670 32.04690 re S /R34 cs 0.65039 scn 3628.96000 5050.82000 223.71900 223.92200 re f /R34 CS 0.50195 SCN 3628.96000 5050.82000 223.71900 223.92200 re S 3976.90000 5097.11000 100.68400 114.33200 re f 3976.90000 5097.11000 100.68400 114.33200 re S [ 13.25330 13.25330 ] 0 d 13.25250 w 1 SCN 4142.07000 5307.18000 m 4215.26000 5306.39000 l S [ ] 0 d 3.36468 w 0.03577 0.64453 1 0.00076 K 3711.44000 5136.47000 37.58590 36.98830 re S /R34 CS 1 SCN 3751.40000 5139.41000 m 4025.13000 5139.83000 l S 4041.58000 5151.31000 m 4288.84000 5101.99000 l S 3751.79000 5173.27000 m 4026.02000 5141.71000 l S 4030.11000 5127.57000 m 4287.62000 5101.86000 l S 0.03577 0.64453 1 0.00076 K 4275.59000 5094.14000 m 4297.35000 5094.14000 l 4297.35000 5117.09000 l 4275.59000 5117.09000 l h 4018.04000 5127.57000 m 4041.98000 5127.57000 l 4041.98000 5151.50000 l 4018.04000 5151.50000 l h S 0.65820 0.29712 0 0 k 4396.55000 5223.90000 m 4396.55000 5222.74000 l 4394.08000 5225.22000 l 4728.74000 5225.22000 l 4726.27000 5222.74000 l 4726.27000 5341.13000 l 4731.21000 5341.13000 l 4731.21000 5220.27000 l 4391.61000 5220.27000 l 4391.61000 5223.90000 l h 4718.85000 5337.84000 m 4728.74000 5357.62000 l 4738.63000 5337.84000 l f /R34 CS 1 SCN 3276.86000 5444.42000 m 3717.97000 5623.87000 l S 0 1 1 0 K 3198.33000 5400.74000 78.53130 87.62890 re S /R34 CS 1 SCN 3276.86000 5444.52000 m 3723.61000 5587.28000 l S 3276.86000 5444.46000 m 3710.32000 5167.69000 l S 3276.86000 5444.46000 m 3709.47000 5133.77000 l S /R34 cs 1 scn q 10 0 0 10 0 0 cm BT 0.00317 Tc /R36 5.28149 Tf 1 0 0 1 361.85000 574.00800 Tm [ (Subnetwork) -240.27600 (1) ] TJ 0.83086 -38.21680 Td [ (Subnetwork) -240.27600 (2) ] TJ ET Q 0.51953 0.20898 0.00107 0 k 5108.46000 5359.50000 305.02000 145.98400 re f 0.58984 0.25220 0 0 k 5416.85000 5356.14000 m 5105.11000 5356.14000 l 5105.11000 5357.82000 l 5106.79000 5357.82000 l 5105.11000 5357.82000 l 5105.11000 5508.85000 l 5416.85000 5508.85000 l 5416.85000 5356.14000 l 5106.79000 5507.16000 m 5106.79000 5357.82000 l 5415.17000 5357.82000 l 5415.17000 5507.16000 l 5106.79000 5507.16000 l f 0.64453 0.28711 0 0 k 5415.17000 5357.82000 m 5106.79000 5357.82000 l 5106.79000 5507.16000 l 5415.17000 5507.16000 l 5415.17000 5357.82000 l 5108.46000 5359.50000 m 5413.49000 5359.50000 l 5413.49000 5505.48000 l 5108.46000 5505.48000 l 5108.46000 5359.50000 l f /R34 cs 1 scn q 10 0 0 10 0 0 cm BT /R36 5.28149 Tf 1 0 0 1 519.77400 544.47500 Tm (Fused) Tj -3.81758 -6.33008 Td (Classifier) Tj ET Q 0.02298 0.35962 0.52734 0 k 4854.38000 5569.67000 308.38300 149.54300 re f 0.02298 0.35962 0.52734 0 K 4854.38000 5569.67000 308.38300 149.54300 re S /R34 cs 1 scn q 10 0 0 10 0 0 cm BT 0.00211 Tc /R36 5.28149 Tf 1 0 0 1 490.72300 565.66700 Tm (Auxiliary) Tj 0 Tc -2.01758 -6.32969 Td 0.06866 Tw (Classifier 1) Tj ET Q 0.65820 0.29712 0 0 k 4728.77000 5641.47000 m 4837.83000 5641.90000 l 4837.80000 5646.85000 l 4728.77000 5646.42000 l h 4834.56000 5634.48000 m 4854.31000 5644.44000 l 4834.50000 5654.26000 l f 0.02298 0.35962 0.52734 0 k 4856.95000 5147.55000 308.58200 149.54300 re f 4856.95000 5147.55000 308.58200 149.54300 re S /R34 cs 1 scn q 10 0 0 10 0 0 cm BT 0.00211 Tc /R36 5.28149 Tf 1 0 0 1 490.99300 523.46100 Tm (Auxiliary) Tj -0.00212 Tc /R36 5.28807 Tf -2.01758 -6.32969 Td 0.06557 Tw (Classifier 2) Tj ET Q 0.65820 0.29712 0 0 k 4728.80000 5226.37000 m 4840.54000 5225.09000 l 4840.50000 5220.14000 l 4728.74000 5221.43000 l h 4837.33000 5232.54000 m 4857.02000 5222.42000 l 4837.11000 5212.76000 l f 4883.06000 5429.95000 m 5090.27000 5430.11000 l 5090.27000 5435.06000 l 4883.06000 5434.89000 l h 5086.97000 5422.70000 m 5106.75000 5432.59000 l 5086.94000 5442.48000 l f Q /R32 gs q 10 0 0 10 0 0 cm BT /R22 8.96640 Tf 1 0 0 1 308.86200 493.35400 Tm [ (Figure) -189.99400 (1\056) ] TJ /R20 8.96640 Tf 33.54690 0 Td [ (Illustration) -190.00800 (of) -190.00200 (the) -190.00200 (pr) 17.99250 (oposed) -191.01300 (DualNet) ] TJ /R22 8.96640 Tf 136.67100 0 Td [ (\056) -289.99300 (The) -190.01100 (input) -190.01600 (images) ] TJ -170.21800 -10.95900 Td [ (are) -228.98800 (fed) -228.01100 (into) -229.00700 (tw) 10.02000 (o) -228.98000 (subnetw) 10.00370 (orks\054) -233.02100 (which) -229.00200 (are) -227.98300 (coordinated) -228.99100 (to) -229.01300 (learn) -228.02100 (com\055) ] TJ 10.95900 TL T* [ (plementary) -378.01700 (features\056) -693 (The) -377.99800 (tw) 10.02000 (o\055stream) -378.01700 (features) -378 (are) -377.97900 (then) -377.98400 (fused) -376.99900 (to) ] TJ T* [ (form) -233.00700 (a) -233.00700 <756e69026564> -232.98000 (representation\054) -237.00100 (and) -233.01000 (passed) -233.01500 (into) -233.01500 (the) ] TJ /R28 8.96640 Tf 177.86900 0 Td [ (Fused) -233.01000 <436c61737369026572> ] TJ /R22 8.96640 Tf -177.86900 -10.95900 Td [ (for) -252.01000 (o) 14.98650 (v) 14.98650 (erall) -252.01500 <636c6173736902636174696f6e2e> -315.01300 (The) -252.00400 (auxiliary) -252.01000 <636c6173736902657273> -252.00400 (are) -251.98800 (appended) -250.99700 (to) ] TJ T* [ (k) 10.02000 (eep) -250.01700 (the) -249.98900 (separately) -250.00300 (learned) -249.99700 (features) -250.00600 (discriminati) 25.01200 (v) 14.98650 (e\056) ] TJ /R22 9.96260 Tf 11.95510 -31.90000 Td [ (There) -206.00700 (ha) 19.99670 (v) 14.98280 (e) -206.99000 (been) -206.00200 (considerable) -205.98500 (interests) -206.02000 (in) -205.99500 (enhancing) -207.00500 (DC\055) ] TJ -11.95510 -11.95470 Td [ (NN) -259.99100 (with) -260.01300 (greater) -260.00300 (capacity) 65.01610 (\054) -263.01000 (in) -259.98600 (which) -260.02000 (the) -259.98600 (netw) 10.00810 (orks) -261 (are) -260.00600 (gener) 19.99670 (\055) ] TJ 11.95510 TL T* [ (ally) -362.98400 (designed) -363.01300 (to) -364.00500 (be) ] TJ /R28 9.96260 Tf 81.98980 0 Td (deeper) Tj /R22 9.96260 Tf 30.95590 0 Td (or) Tj /R28 9.96260 Tf 11.91720 0 Td (wider) Tj /R22 9.96260 Tf 22.69490 0 Td [ (\056) -650.00400 (F) 14.99260 (or) -362.99800 (e) 15.01220 (xample\054) -391.00800 (He) ] TJ /R28 9.96260 Tf 81.49920 0 Td (et) Tj -229.05700 -11.95510 Td (al) Tj /R22 9.96260 Tf 7.76094 0 Td [ (\056) -414.98700 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 326.56600 370.79400 Tm (13) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 336.52800 370.79400 Tm [ (\135) -414.01200 (propose) -415.00900 (a) ] TJ /R39 9.96260 Tf 51.67190 0 Td (152) Tj /R22 9.96260 Tf 14.94410 0 Td [ (\055layer) -414.99400 (ResNet\054) -454.99800 (which) -415.01400 (is) ] TJ /R39 9.96260 Tf 102.98000 0 Td (8) Tj /R41 9.96260 Tf 4.98125 0 Td [ <02> -0.80379 ] TJ /R28 9.96260 Tf 11.88010 0 Td (deep\055) Tj -214.12300 -11.95510 Td (er) Tj /R22 9.96260 Tf 11.84380 0 Td [ (than) -332.99100 (V) 14.98030 (GGNet) -332.99100 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 383.63000 358.83900 Tm (31) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 393.59200 358.83900 Tm [ (\135) -331.98600 (and) -332.99800 (achie) 25.01540 (v) 14.98280 (es) -333.00300 (state\055of\055the\055art) -332.99300 (perfor) 19.99180 (\055) ] TJ -84.73010 -11.95510 Td [ (mance) -346.99600 (in) -348.00800 (se) 25.01790 (v) 14.98280 (eral) -347.00600 (ILSVRC2015) -347.99600 (tasks\056) -601.99300 (On) -348.01100 (the) -346.99100 (other) -348.01100 (hand\054) ] TJ 11.95590 TL (going) ' /R28 9.96260 Tf 26.04880 0 Td (wider) Tj /R22 9.96260 Tf 26.27700 0 Td [ (has) -336.99500 (also) -336.00800 (been) -337.00300 (pro) 14.98280 (v) 14.98280 (en) -337.00300 (applicable) -336.00300 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 497.72600 334.92800 Tm (30) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 507.68800 334.92800 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 513.53600 334.92800 Tm (37) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 523.49900 334.92800 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 529.33700 334.92800 Tm (36) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 539.30000 334.92800 Tm (\135\056) Tj -230.43800 -11.95510 Td [ (F) 14.99260 (or) -281.00900 (instance\054) -290.01000 (the) -281.00500 (recent) -281.99700 (WRN) -280.99700 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 434.85900 322.97300 Tm (36) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 444.82200 322.97300 Tm [ (\135) -281.01700 (decreases) -282.00200 (depth) -280.99200 (and) -281.98700 (in\055) ] TJ -135.96000 -11.95470 Td [ (creases) -357.98700 (width) -357.01200 (of) -358.01600 (ResNet) -358 (and) -356.99400 (achie) 25.01540 (v) 14.98280 (es) -358.01900 (comparable) -358.00400 (perfor) 19.99180 (\055) ] TJ 11.95510 TL T* [ (mance\056) -664 (In) -368.01500 (f) 9.99588 (act\054) -398.01200 (according) -368.00700 (to) -368.00700 (neurobiology) 65.01860 (\054) -398.00700 (human) -367.99300 (visual) ] TJ T* [ (system) -365.00500 (on) -1.00964 (l) 0.98758 (y) -366.01200 (acti) 24.98110 (v) 24.98110 (ates) -366.01200 (se) 25.01790 (v) 14.98280 (eral) -365.00300 (neurons) -365.99800 (of) -364.99800 (corte) 15.01710 (x) -366.01200 (for) -364.99800 (a) -365.98300 (cer) 19.98690 (\055) ] TJ T* [ (tain) -308.01200 (input) -307.99800 (pattern\054) -322.99000 (b) 20.00160 (ut) -308.01500 (the) -308.01700 (details) -308.00300 (of) -307.98800 (visual) -308.00300 (stimulus) -308.99300 (can) -307.99300 (be) ] TJ 11.95590 TL T* [ (perfectly) -326.01900 (percei) 25.01050 (v) 14.98280 (ed) -325.98500 (in) -326.01200 (the) -326.01400 (V) ] TJ /R43 6.97380 Tf 113.83900 -1.49414 Td [ (1) -0.49712 ] TJ /R22 9.96260 Tf 7.71602 1.49414 Td [ (zone\054) -344.99600 (especially) -326.00400 (for) -325.98500 (the) -326.01400 (area) ] TJ -121.55500 -11.95510 Td [ (of) -301.98600 (central) -301.98600 (fo) 15.01960 (v) 14.98280 (ea) -301.99900 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 378.44100 251.24200 Tm (9) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 383.42200 251.24200 Tm [ (\135\056) -464.98100 (Such) -302.00800 (po) 24.98600 (werful) -301.98400 (capability) -301.99900 (implies) -301.98900 (that) ] TJ -74.55980 -11.95510 Td [ (there) -355 (e) 15.01220 (xist) -353.99500 (plenty) -355.01400 (of) -354.99700 (neurons) -354.98000 (in) -354.01000 (visual) -355.01400 (corte) 15.01710 (x) -354.99500 (to) -354.99000 (represen\055) ] TJ 11.95470 TL T* [ (t) -344.01400 (the) -344.01400 (details) -343.99700 (of) -344.01900 (input) -343.99200 (stimulus\054) -367.99700 (although) -343.98700 (each) -343.99200 (of) -344.02100 (them) -344.00100 (just) ] TJ T* [ (has) -334.99600 (a) -335.00800 (simple) -335.00800 (response) -336.00800 (pattern\056) -564.98900 (Inspired) -334.98300 (by) -334.99300 (such) -336.01300 (a) -335.00800 (mecha\055) ] TJ T* [ (nism\054) -272.00100 (we) -267.01700 (particularly) -268.00900 (propose) -268.01400 (to) -267.00400 (construct) -268.00900 (a) -267.01900 (wider) -267.98500 (netw) 10.00810 (ork) ] TJ 11.95590 TL T* [ (to) -334.99100 (learn) -333.98300 (richer) -335.00500 (features) -335.00500 (for) -333.98300 (image) -334.98800 (recognition\054) ] TJ /R28 9.96260 Tf 189.81600 0 Td (i\056e) Tj /R22 9.96260 Tf 9.68398 0 Td [ (\056\054) -356.01400 (assign\055) ] TJ -199.50000 -11.95510 Td [ (ing) -274.01600 (more) -273.98400 (sibling) -273.99100 (nodes) -274.01600 (in) -273.98400 (each) -274.00300 (layer) 55.01040 (\056) -382.99000 (Ho) 24.98600 (we) 25.01540 (v) 14.98280 (er) 39.98350 (\054) -279.98800 (de) 25.01540 (v) 14.98280 (eloping) ] TJ 11.95510 TL T* [ (inno) 15 (v) 24.98110 (ati) 24.98600 (v) 14.98280 (e) -289.99600 (netw) 10.00810 (orks) -290.01800 (is) -290.01800 (nontri) 25 (vial\054) -300.00900 (which) -290.99600 (needs) -289.98100 (e) 15.01220 (xpertise) -290.01000 (in) ] TJ T* [ (neuroscience) -249.99000 (and) -249.99300 (labor) 20.00650 (\055intensi) 25.00560 (v) 14.98280 (e) -250.00200 (parameter) -249.99700 (tuning\056) ] TJ 11.95510 -14.82500 Td [ (In) -376.01300 (this) -375.01100 (w) 10 (ork\054) -406.98100 (we) -376.01800 (present) -376.00600 (a) -375.00100 (frame) 25.01050 (w) 10.00320 (ork) -376.01100 (named) -376 (DualNet) ] TJ -11.95510 -11.95510 Td [ (to) -294.99700 (ef) 25.00810 (fecti) 25.01790 (v) 14.98280 (ely) -295.00200 (learn) -295.01000 (more) -295 (accurate) -294.98500 (representation) -294.98500 (for) -295.01000 (image) ] TJ 11.95590 TL T* [ (recognition\054) -255.01900 (as) -253.99400 (illustrated) -253.01700 (in) -253.98700 (Figure) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 451.29800 116.86500 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R22 9.96260 Tf 1 0 0 1 456.27900 116.86500 Tm [ (\056) -321 (The) -253.99200 (core) -254.00200 (idea) -253.99200 (of) -253.99700 (Du\055) ] TJ -147.41700 -11.95510 Td [ (alNet) -247.99000 (is) -247.00500 (to) -247.98600 (coordinate) -248.02000 (tw) 10.00810 (o) -247.01300 (parallel) -247.98800 (DCNNs) -246.98800 (to) -247.98800 (learn) -247.99800 (features) ] TJ 11.95510 TL T* [ (complementary) -325.00500 (to) -326.01200 (each) -325.01200 (other) 40.00310 (\054) -344.01600 (and) -326.01900 (thus) -324.98000 (richer) -325.00900 (features) -325.98500 (can) ] TJ T* [ (be) -231.02000 (e) 15.01220 (xtracted) -231.01300 (from) -231.99100 (the) -231.01300 (ra) 15.00980 (w) -231.01500 (images\056) -304.00300 <53706563690263616c6c79> 65.01370 (\054) -235.01500 (we) -230.98100 (consider) ] 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 1 299.25000 35 Tm (502) 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 /DCTDecode
/Interpolate true
/Height 238
/Length 17713
/ColorSpace /DeviceCMYK
/Width 220
/BitsPerComponent 8
/Subtype /Image
>>
stream
Adobe d C
$, !$4.763.22:ASF:=N>22HbINVX]^]8EfmeZlS[]Y C" M Y K"
} !1AQa"q2#BR$3br
%&'()*456789:CDEFGHIJSTUVWXYZcdefghijstuvwxyz C M Y K ? "Ԟqm#E&1#Dc
DOyP=uA6+A<!]FrGz"Jjlމf2H:Ԓ+".
)IE 22 9 ó|Q
BO>ez2JQTHp6~Ti˻`ڊ(UJ`]Ҍjlx稠UiXh*9ޟ{ҫ$؉cm@P))#L=;f(.~oJ@ #?V#$;ERmi7 f\ GޢԮ=*qN~u
M!`vVӠJJvEP7S9ϽQE6ljvդ d46ȪVڏ
EU,pyVђ?|ũëQZ
w!܃sEQJjSt AXyg EGpWnQEE
іf9bSh#btJ(cS4liߥ+֊~ʞǽQEhr }je@Jy8wA߹8ERrNr[K$sYQۯh eLS
A葕]Ji$T$1
"FSv6T1ES:Sbi돛i;ITEr vk9߽QEV2
0.YZ -!֙?)
FU:(*54r^c0bcӡ E-`*ky$oMia#`V>KTS|y
qڊijw^Dj1]π-n }TM͢|ef@A9