%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 ] /Type /Pages /Count 8 >> endobj 2 0 obj << /Title (ReSeg\072 A Recurrent Neural Network\055Based Model for Semantic Segmentation) /Producer (PyPDF2) /Author (Francesco Visin\054 Marco Ciccone\054 Adriana Romero\054 Kyle Kastner\054 Kyunghyun Cho\054 Yoshua Bengio\054 Matteo Matteucci\054 Aaron Courville) /Subject (2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops) >> endobj 3 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 12 0 R /Resources << /XObject << /x8 13 0 R /x6 16 0 R /x12 19 0 R /x10 22 0 R >> /ExtGState << /s9 25 0 R /s11 28 0 R /a0 << /CA 1 /ca 1 >> /s5 31 0 R /s7 34 0 R /R26 37 0 R >> /Font << /R29 38 0 R /F2 42 0 R /F1 43 0 R /R37 44 0 R /R35 48 0 R /R33 52 0 R /R27 55 0 R /R31 58 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 62 0 R 63 0 R 64 0 R 65 0 R 66 0 R 67 0 R 68 0 R 69 0 R 70 0 R 71 0 R 72 0 R 73 0 R 74 0 R 75 0 R 76 0 R 77 0 R ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Contents 78 0 R /Resources << /ColorSpace << /R81 79 0 R >> /XObject << /R105 80 0 R /R137 85 0 R /R478 87 0 R /R362 88 0 R /R107 304 0 R /R331 269 0 R /R577 306 0 R /R373 307 0 R /R370 310 0 R /R371 309 0 R /R377 311 0 R /R374 314 0 R /R375 313 0 R /R378 315 0 R /R379 316 0 R /R541 317 0 R /R279 202 0 R /R278 203 0 R /R545 321 0 R /R547 325 0 R /R546 326 0 R /R549 327 0 R /R271 148 0 R /R270 260 0 R /R277 263 0 R /R275 265 0 R /R274 266 0 R /R178 111 0 R /R179 110 0 R /R429 329 0 R /R174 284 0 R /R175 283 0 R /R177 281 0 R /R170 285 0 R /R171 296 0 R /R173 294 0 R /R507 333 0 R /R531 336 0 R /R181 108 0 R /R183 122 0 R /R182 123 0 R /R185 120 0 R /R186 134 0 R /R189 162 0 R /R188 132 0 R /R148 339 0 R /R89 340 0 R /R538 320 0 R /R539 319 0 R /R493 342 0 R /R219 210 0 R /R491 344 0 R /R490 345 0 R /R497 346 0 R /R495 348 0 R /R494 349 0 R /R499 350 0 R /R498 351 0 R /R358 94 0 R /R210 222 0 R /R213 225 0 R /R212 220 0 R /R215 223 0 R /R216 234 0 R /R350 238 0 R /R351 237 0 R /R353 235 0 R /R354 245 0 R /R355 244 0 R /R357 242 0 R /R405 352 0 R /R406 356 0 R /R407 357 0 R /R401 358 0 R /R569 362 0 R /R403 354 0 R /R567 364 0 R /R566 365 0 R /R565 366 0 R /R93 370 0 R /R563 368 0 R /R562 369 0 R /R561 372 0 R /R97 375 0 R /R119 377 0 R /R99 381 0 R /R112 383 0 R /R113 384 0 R /R111 385 0 R /R116 380 0 R /R117 379 0 R /R115 389 0 R /R434 391 0 R /R168 287 0 R /R402 355 0 R /R431 434 0 R /R329 156 0 R /R91 440 0 R /R325 167 0 R /R327 158 0 R /R326 159 0 R /R321 197 0 R /R92 371 0 R /R323 169 0 R /R322 170 0 R /R606 442 0 R /R607 445 0 R /R288 185 0 R /R289 280 0 R /R603 446 0 R /R600 449 0 R /R601 448 0 R /R282 207 0 R /R283 206 0 R /R281 200 0 R /R286 187 0 R /R150 452 0 R /R285 204 0 R /R96 376 0 R /R615 454 0 R /R239 229 0 R /R425 424 0 R /R237 231 0 R /R236 300 0 R /R234 302 0 R /R233 246 0 R /R231 248 0 R /R230 249 0 R /R462 456 0 R /R131 459 0 R /R132 463 0 R /R133 464 0 R /R466 465 0 R /R135 466 0 R /R136 86 0 R /R465 468 0 R /R139 471 0 R /R469 473 0 R /R585 476 0 R /R587 479 0 R /R586 480 0 R /R580 481 0 R /R583 478 0 R /R582 482 0 R /R589 484 0 R /R619 486 0 R /R618 487 0 R /R309 149 0 R /R303 183 0 R /R302 184 0 R /R301 171 0 R /R307 151 0 R /R306 152 0 R /R305 181 0 R /R145 92 0 R /R628 488 0 R /R140 489 0 R /R143 490 0 R /R519 493 0 R /R624 495 0 R /R625 498 0 R /R514 499 0 R /R515 500 0 R /R513 501 0 R /R510 504 0 R /R511 503 0 R /R448 507 0 R /R441 508 0 R /R442 509 0 R /R444 510 0 R /R445 512 0 R /R447 513 0 R /R398 361 0 R /R518 494 0 R /R394 403 0 R /R395 402 0 R /R397 400 0 R /R390 439 0 R /R543 323 0 R /R95 515 0 R /R393 436 0 R /R542 324 0 R /R517 517 0 R /R614 455 0 R /R85 519 0 R /R627 521 0 R /R364 398 0 R /R367 394 0 R /R460 458 0 R /R621 523 0 R /R534 525 0 R /R273 146 0 R /R537 528 0 R /R622 497 0 R /R532 527 0 R /R249 163 0 R /R246 166 0 R /R247 165 0 R /R245 175 0 R /R242 178 0 R /R243 177 0 R /R240 180 0 R /R84 520 0 R /R162 196 0 R /R649 531 0 R /R167 188 0 R /R438 630 0 R /R165 190 0 R /R164 194 0 R /R642 620 0 R /R643 619 0 R /R437 631 0 R /R641 568 0 R /R646 533 0 R /R430 435 0 R /R433 432 0 R /R645 617 0 R /R78 634 0 R /R79 635 0 R /R72 636 0 R /R74 637 0 R /R141 492 0 R /R471 544 0 R /R579 540 0 R /R473 542 0 R /R426 332 0 R /R88 341 0 R /R427 331 0 R /R475 538 0 R /R264 211 0 R /R265 155 0 R /R267 153 0 R /R477 536 0 R /R349 124 0 R /R347 126 0 R /R422 427 0 R /R345 135 0 R /R343 137 0 R /R342 214 0 R /R423 426 0 R /R552 590 0 R /R553 551 0 R /R550 592 0 R /R556 557 0 R /R555 549 0 R /R558 555 0 R /R421 404 0 R /R109 387 0 R /R108 388 0 R /R419 406 0 R /R418 407 0 R /R101 638 0 R /R100 639 0 R /R103 640 0 R /R410 419 0 R /R417 428 0 R /R104 82 0 R /R415 430 0 R /R414 431 0 R /R576 565 0 R /R535 530 0 R /R192 299 0 R /R191 160 0 R /R197 226 0 R /R194 297 0 R /R195 228 0 R /R198 119 0 R /R199 118 0 R /R604 444 0 R /R218 232 0 R /R299 173 0 R /R298 174 0 R /R617 593 0 R /R611 603 0 R /R610 604 0 R /R613 601 0 R /R291 278 0 R /R292 290 0 R /R295 293 0 R /R294 288 0 R /R297 291 0 R /R409 408 0 R /R489 614 0 R /R484 623 0 R /R486 621 0 R /R487 616 0 R /R480 582 0 R /R481 628 0 R /R483 626 0 R /R202 131 0 R /R203 130 0 R /R201 116 0 R /R206 141 0 R /R207 140 0 R /R205 128 0 R /R209 138 0 R /R127 642 0 R /R470 545 0 R /R125 644 0 R /R124 645 0 R /R123 646 0 R /R474 539 0 R /R121 648 0 R /R120 649 0 R /R570 561 0 R /R82 650 0 R /R609 572 0 R /R87 652 0 R /R129 461 0 R /R128 462 0 R /R262 213 0 R /R346 127 0 R /R268 262 0 R /R155 277 0 R /R339 250 0 R /R336 253 0 R /R337 252 0 R /R334 255 0 R /R340 216 0 R /R333 267 0 R /R330 270 0 R /R399 360 0 R /R633 587 0 R /R631 589 0 R /R630 595 0 R /R637 597 0 R /R508 506 0 R /R635 599 0 R /R634 600 0 R /R505 335 0 R /R504 605 0 R /R639 570 0 R /R638 571 0 R /R501 608 0 R /R502 607 0 R /R650 654 0 R /R229 112 0 R /R221 208 0 R /R222 145 0 R /R223 144 0 R /R571 560 0 R /R225 142 0 R /R226 115 0 R /R227 114 0 R /R459 546 0 R /R457 548 0 R /R456 552 0 R /R454 554 0 R /R453 562 0 R /R451 564 0 R /R383 414 0 R /R382 415 0 R /R381 410 0 R /R559 374 0 R /R387 422 0 R /R386 423 0 R /R385 412 0 R /R389 420 0 R /R597 574 0 R /R594 577 0 R /R595 576 0 R /R593 578 0 R /R590 581 0 R /R591 580 0 R /R391 438 0 R /R598 451 0 R /R315 217 0 R /R316 241 0 R /R310 193 0 R /R312 191 0 R /R313 219 0 R /R573 558 0 R /R318 239 0 R /R319 199 0 R /R259 101 0 R /R255 258 0 R /R254 259 0 R /R257 256 0 R /R251 273 0 R /R250 274 0 R /R253 271 0 R /R157 275 0 R /R529 338 0 R /R528 584 0 R /R152 97 0 R /R574 567 0 R /R463 470 0 R /R523 612 0 R /R522 613 0 R /R521 624 0 R /R526 586 0 R /R525 610 0 R /R159 105 0 R /R413 416 0 R /R411 418 0 R /R467 475 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] /Pattern << /R361 89 0 R /R338 251 0 R /R149 453 0 R /R536 529 0 R /R530 337 0 R /R248 164 0 R /R533 526 0 R /R244 176 0 R /R241 179 0 R /R163 195 0 R /R648 532 0 R /R166 189 0 R /R435 632 0 R /R169 286 0 R /R647 629 0 R /R644 618 0 R /R432 433 0 R /R588 485 0 R /R592 579 0 R /R372 308 0 R /R376 312 0 R /R540 318 0 R /R544 322 0 R /R272 147 0 R /R276 264 0 R /R428 330 0 R /R424 425 0 R /R172 295 0 R /R176 282 0 R /R122 647 0 R /R180 109 0 R /R266 154 0 R /R184 121 0 R /R187 133 0 R /R348 125 0 R /R344 136 0 R /R269 261 0 R /R341 215 0 R /R551 591 0 R /R557 556 0 R /R554 550 0 R /R412 417 0 R /R102 641 0 R /R416 429 0 R /R106 305 0 R /R492 343 0 R /R496 347 0 R /R211 221 0 R /R359 303 0 R /R190 161 0 R /R196 227 0 R /R214 224 0 R /R217 233 0 R /R352 236 0 R /R356 243 0 R /R98 382 0 R /R400 359 0 R /R548 328 0 R /R568 363 0 R /R90 441 0 R /R564 367 0 R /R94 516 0 R /R560 373 0 R /R404 353 0 R /R118 378 0 R /R616 594 0 R /R612 602 0 R /R290 279 0 R /R293 289 0 R /R114 390 0 R /R296 292 0 R /R488 615 0 R /R485 622 0 R /R640 569 0 R /R482 627 0 R /R200 117 0 R /R204 129 0 R /R208 139 0 R /R578 541 0 R /R126 643 0 R /R472 543 0 R /R328 157 0 R /R476 537 0 R /R479 583 0 R /R324 168 0 R /R572 559 0 R /R80 651 0 R /R575 566 0 R /R605 443 0 R /R602 447 0 R /R408 409 0 R /R280 201 0 R /R263 212 0 R /R287 186 0 R /R284 205 0 R /R238 230 0 R /R235 301 0 R /R232 247 0 R /R130 460 0 R /R461 457 0 R /R134 467 0 R /R464 469 0 R /R138 472 0 R /R468 474 0 R /R335 254 0 R /R332 268 0 R /R632 588 0 R /R509 505 0 R /R636 598 0 R /R506 334 0 R /R500 609 0 R /R503 606 0 R /R584 477 0 R /R581 483 0 R /R110 386 0 R /R228 113 0 R /R220 209 0 R /R224 143 0 R /R608 573 0 R /R308 150 0 R /R458 547 0 R /R455 553 0 R /R300 172 0 R /R452 563 0 R /R304 182 0 R /R380 411 0 R /R629 596 0 R /R384 413 0 R /R516 518 0 R /R626 522 0 R /R388 421 0 R /R512 502 0 R /R623 496 0 R /R596 575 0 R /R320 198 0 R /R599 450 0 R /R314 218 0 R /R317 240 0 R /R311 192 0 R /R420 405 0 R /R193 298 0 R /R256 257 0 R /R446 514 0 R /R252 272 0 R /R156 276 0 R /R443 511 0 R /R86 653 0 R /R142 491 0 R /R396 401 0 R /R520 625 0 R /R527 585 0 R /R392 437 0 R /R524 611 0 R /R620 524 0 R >> /ExtGState << /R360 90 0 R /R363 399 0 R /R261 99 0 R /R366 396 0 R /R369 392 0 R /R73 395 0 R /R71 81 0 R /R76 658 0 R /R154 95 0 R /R83 655 0 R /R258 102 0 R /R440 656 0 R /R450 534 0 R /R144 93 0 R /R147 107 0 R /R151 98 0 R /R436 633 0 R /R158 106 0 R /R161 103 0 R /R26 37 0 R >> /Font << /R659 660 0 R /F2 664 0 R /R651 665 0 R /R653 669 0 R /R655 672 0 R /R657 675 0 R /F1 679 0 R /R29 38 0 R /R661 680 0 R /R663 683 0 R /R665 688 0 R /R37 44 0 R /R35 48 0 R /R27 55 0 R >> >> /Group 84 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 693 0 R 694 0 R 695 0 R 696 0 R 697 0 R 698 0 R 699 0 R 700 0 R 701 0 R 702 0 R 703 0 R 704 0 R 705 0 R 706 0 R 707 0 R 708 0 R 709 0 R 710 0 R 711 0 R 712 0 R 713 0 R 714 0 R 715 0 R 716 0 R 717 0 R 718 0 R ] /Type /Page >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 719 0 R /Resources << /ExtGState << /R26 37 0 R >> /Font << /R659 660 0 R /F2 720 0 R /R35 48 0 R /R653 669 0 R /R655 672 0 R /R657 675 0 R /F1 721 0 R /R29 38 0 R /R661 680 0 R /R663 683 0 R /R665 688 0 R /R689 722 0 R /R687 725 0 R /R685 729 0 R /R683 732 0 R /R27 55 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 735 0 R 736 0 R 737 0 R 738 0 R 739 0 R 740 0 R 741 0 R 742 0 R ] >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Contents 743 0 R /Resources << /XObject << /R734 744 0 R /R72 636 0 R /R720 745 0 R /R735 746 0 R /R732 747 0 R /R719 748 0 R /R730 749 0 R /R731 750 0 R /R736 751 0 R /R737 752 0 R /R727 753 0 R /R726 754 0 R /R729 755 0 R /R728 756 0 R /R738 757 0 R /R739 758 0 R /R714 759 0 R /R715 760 0 R /R716 761 0 R /R717 762 0 R /R721 763 0 R /R713 764 0 R /R733 765 0 R /R742 766 0 R /R718 770 0 R /R740 771 0 R /R723 772 0 R /R722 773 0 R /R725 774 0 R /R741 775 0 R /R724 776 0 R >> /ExtGState << /R707 767 0 R /R706 768 0 R /R71 81 0 R /R26 37 0 R /R708 769 0 R >> /Font << /R659 660 0 R /R29 38 0 R /F1 784 0 R /R657 675 0 R /R710 777 0 R /R653 669 0 R /F2 785 0 R /R27 55 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /Group 84 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 786 0 R 787 0 R 788 0 R 789 0 R 790 0 R 791 0 R 792 0 R 793 0 R 794 0 R 795 0 R ] /Type /Page >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 796 0 R /Resources << /ExtGState << /R26 37 0 R >> /Font << /R29 38 0 R /F2 797 0 R /R766 798 0 R /R768 801 0 R /R651 665 0 R /R653 669 0 R /R35 48 0 R /R27 55 0 R /F1 805 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 806 0 R 807 0 R 808 0 R 809 0 R 810 0 R 811 0 R 812 0 R 813 0 R 814 0 R 815 0 R 816 0 R 817 0 R 818 0 R 819 0 R 820 0 R 821 0 R 822 0 R ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 823 0 R /Resources << /ExtGState << /R26 37 0 R >> /Font << /R29 38 0 R /F2 824 0 R /F1 825 0 R /R35 48 0 R /R27 55 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 826 0 R 827 0 R 828 0 R 829 0 R 830 0 R 831 0 R 832 0 R 833 0 R ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 834 0 R /Resources << /XObject << /R789 835 0 R /R788 836 0 R >> /ExtGState << /R26 37 0 R >> /Font << /R29 38 0 R /F2 837 0 R /F1 838 0 R /R35 48 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 839 0 R /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 840 0 R /Resources << /ExtGState << /R26 37 0 R >> /Font << /R29 38 0 R /F2 841 0 R /F1 842 0 R /R35 48 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 11 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 12 0 obj << /Length 16289 >> stream q q q 0.10000 0 0 0.10000 0 0 cm /R26 gs 0 g q 10 0 0 10 0 0 cm BT /R27 14.34620 Tf 1 0 0 1 142.99700 675.06700 Tm [ (ReSeg\072) -309.99300 (A) -250.00200 (Recurr) 18 (ent) -250.00800 (Neural) -250.00800 (Netw) 9.99455 (ork\055based) -250.01200 (Model) ] TJ 71.91720 -17.93320 Td [ (f) 24.99230 (or) -249.99500 (Semantic) -250 (Segmentation) ] TJ /R29 11.95520 Tf -50.59410 -37.85780 Td [ (Francesco) -249.99100 (V) 59.99160 (isin) ] TJ /R31 7.97010 Tf 76.64410 4.33867 Td [ <03> -219.31300 (y) -0.19911 ] TJ /R33 8.96640 Tf -102.58100 -18.28590 Td (francesco\056visin\100polimi\056it) Tj /R29 11.95520 Tf 27.24020 -14.05780 Td [ (Adriana) -249.99800 (Romero) ] TJ /R31 7.97010 Tf 80.01480 4.33906 Td [ (y) -0.19911 ] TJ /R33 8.96640 Tf -134.15400 -18.28710 Td (adriana\056romero\056soriano\100umontreal\056ca) Tj /R29 11.95520 Tf 260.25400 41.95310 Td [ (Marco) -249.99300 (Ciccone) ] TJ /R31 7.97010 Tf 73.36800 4.33867 Td [ <03> -0.30019 ] TJ /R33 8.96640 Tf -112.00100 -18.28590 Td (marco\056ciccone\100mail\056polimi\056it) Tj /R29 11.95520 Tf 43.76170 -14.05780 Td [ (K) 24.99770 (yle) -250 (Kastner) ] TJ /R31 7.97010 Tf 63.11130 4.33906 Td [ (y) -0.20217 ] TJ /R33 8.96640 Tf -98.80310 -18.28710 Td (kyle\056kastner\100umontreal\056ca) Tj /R29 11.95520 Tf -171.43500 -20.03520 Td [ (K) 24.99670 (yungh) 5.00730 (yun) -249.98900 (Cho) ] TJ /R31 7.97010 Tf 79.01210 4.33906 Td [ (z) -0.19911 ] TJ /R33 8.96640 Tf -95.99410 -18.28590 Td (kyunghyun\056cho\100nyu\056edu) Tj /R29 11.95520 Tf 14.15510 -13.94800 Td [ (Matteo) -249.99400 (Matteucci) ] TJ /R31 7.97010 Tf 84.66480 4.33789 Td [ <03> -0.30019 ] TJ /R33 8.96640 Tf -112.27000 -18.28590 Td (matteo\056matteucci\100polimi\056it) Tj /R29 11.95520 Tf 238.93900 41.84300 Td [ (Y) 110.01600 (oshua) -250.01400 (Bengio) ] TJ /R31 7.97010 Tf 72.73400 4.33906 Td [ (y) -278.21900 (x) -0.20217 ] TJ /R33 8.96640 Tf -104.81000 -18.28590 Td (yoshua\056bengio\100umontreal\056ca) Tj /R29 11.95520 Tf 32.41600 -14.05780 Td [ (Aaron) -250 (Courville) ] TJ /R31 7.97010 Tf 78.03090 4.33789 Td [ (y) -0.20217 ] TJ /R33 8.96640 Tf -114.33300 -18.28590 Td (aaron\056courville\100umontreal\056ca) Tj /R27 11.95520 Tf -196.29000 -41.04610 Td (Abstract) Tj /R35 9.96260 Tf -83.92810 -25.31090 Td [ (W) 91.98650 (e) -345.00600 (pr) 44.98390 (opose) -344.00400 (a) -344.99600 (structur) 37.01220 (ed) -343.98100 (pr) 36.98520 (ediction) -345.01300 (ar) 36.98650 (c) 15.01220 (hitectur) 37.00360 (e) 9.99343 (\054) -368.01500 (whic) 15 (h) ] TJ -11.95470 -11.95510 Td [ (e) 19.99240 (xploits) -416.01500 (the) -416.98100 (local) -415.98900 (g) 10.00320 (eneric) -416.98400 (featur) 37 (es) -416.00800 (e) 19.99180 (xtr) 14.98770 (acted) -416.00200 (by) -416.98900 (Con) 40.01540 (volu\055) ] TJ 11.95510 TL T* [ (tional) -255.99900 (Neur) 14.99810 (al) -255.00400 (Networks) -255.99400 (and) -255.00200 (the) -255.98900 (capacity) -256.01900 (of) -255.00400 (Recurr) 36.98650 (ent) -255.98900 (Neu\055) ] TJ T* [ (r) 14.98400 (al) -324.01200 (Networks) -323.98300 (\050RNN\051) -324 (to) -324.01200 (r) 37.01960 (etrie) 14.99010 (ve) -323.99400 (distant) -323.98300 (dependencies\056) -532.99000 (The) ] TJ T* [ (pr) 44.98390 (oposed) -427.00500 (ar) 36.98520 (c) 15.01220 (hitectur) 37.00360 (e) 9.99343 (\054) -471.01700 (called) -427.01100 (ReSe) 39.99330 (g) 10.00320 (\054) -471.01700 (is) -427.01500 (based) -427.01000 (on) -427.01700 (the) -427.01900 (r) 37.01830 (e\055) ] TJ 11.95630 TL T* [ (cently) -253.99100 (intr) 44.99860 (oduced) -253.98600 (ReNet) -253.98100 (model) -253.98100 (for) -254.01800 (ima) 10.01300 (g) 10.00320 (e) -254.00200 <636c6173736902636174696f6e2e> -322.00500 (W) 91.98710 (e) ] TJ 11.95470 TL T* [ (modify) -310.00400 (and) -308.99200 (e) 19.99180 (xtend) -310.01800 (it) -310.01200 (to) -310.01400 (perform) -309.01800 (the) -310.01900 (mor) 36.98890 (e) -309.99200 (c) 15.01220 (hallenging) -310.01900 (task) ] TJ T* [ (of) -221.99000 (semantic) -222.01700 (se) 39.99460 (gmentation\056) -301 (Eac) 14.98280 (h) -221.99700 (ReNet) -221.98600 (layer) -221.99200 (is) -221.99000 (composed) -221.98300 (of) ] TJ T* [ (four) -292.98700 (RNN) -293.01800 (that) -292.98500 (sweep) -292.99400 (the) -293.00300 (ima) 10.01300 (g) 10.00320 (e) -293.99500 (horizontally) -292.98800 (and) -292.99500 (vertically) ] TJ T* [ (in) -445.01200 (both) -445.00200 (dir) 36.99260 (ect) 1.01821 (ions\054) -494.00900 (encoding) -445 (patc) 14.99010 (hes) -443.99700 (or) -445.01200 (activations\054) -493.98600 (and) ] TJ T* [ (pr) 44.98390 (o) 10.00320 (viding) -433.98100 (r) 37.01960 (ele) 15.01590 (vant) -435.01300 (global) -434.01100 (information\056) -863.00500 (Mor) 36.98650 (eo) 9.99833 (ver) 110.99900 (\054) -481.01500 (ReNet) ] TJ 11.95630 TL T* [ (layer) 10.00810 (s) -305.00200 (ar) 36.98520 (e) -305.01200 (stac) 20.01010 (k) 9.99343 (ed) -305.00700 (on) -304.99800 (top) -304.99100 (of) -306.01500 (pr) 36.98520 (e\055tr) 14.98400 (ained) -304.99100 (con) 39.99820 (volutional) -304.99800 (lay\055) ] TJ 11.95510 TL T* [ (er) 10 (s\054) -491.00800 <62656e650274696e67> -442.99300 (fr) 44.98640 (om) -443.01700 (g) 10.00320 (eneric) -442 (local) -443.00500 (featur) 37.00120 (es\056) -888.98400 (Upsampling) ] TJ T* [ (layer) 10.00810 (s) -406.00500 (follow) -406.00500 (ReNet) -405.01500 (layer) 10.00810 (s) -406.00500 (to) -405.99800 (r) 37.01960 (eco) 9.99466 (ver) -406.01300 (the) -406.00300 (original) -406.00300 (ima) 10.01300 (g) 10.00320 (e) ] TJ T* [ (r) 37.01960 (esolution) -444.98000 (in) -445.99200 (the) -445.01600 <026e616c> -445.00200 (pr) 36.98520 (edictions\056) -896.01000 (The) -445.00900 (pr) 44.98510 (oposed) -445.98200 (ReSe) 39.99330 (g) ] TJ T* [ (ar) 36.98520 (c) 15.01280 (hitectur) 37.00300 (e) -456.00700 (is) -457.00800 (ef) 18 <026369656e742c> -508.01400 <0365> 19.99790 (xible) -457.01100 (and) -455.98800 (suitable) -456.98300 (for) -455.98500 (a) -457.01700 (vari\055) ] TJ 11.95590 TL T* [ (ety) -309.00800 (of) -310.01400 (semantic) -308.98300 (se) 39.99460 (gmentation) -309.98100 (tasks\056) -488.01400 (W) 91.98710 (e) -309.99200 (e) 15.01220 (valuate) -308.98800 (ReSe) 39.99330 (g) -309.98300 (on) ] TJ 11.95510 TL T* [ (se) 15.01890 (ver) 15.01470 (al) -271.00100 (widely\055used) -270.98200 (semantic) -270.00900 (se) 39.99460 (gmentation) -271.00900 (datasets\072) -351.98500 (W) 91.98710 (eiz\055) ] TJ T* [ (mann) -266.01600 (Hor) 10.01240 (se) 10 (\054) -269.99200 (Oxfor) 36.99140 (d) -265.01000 (Flower) 110.99300 (\054) -269.99200 (and) -266.01900 (CamV) 74.01220 (id\073) -273.98400 (ac) 15.01710 (hie) 14.98520 (ving) -265.98300 (state\055) ] TJ T* [ (of\055the\055art) -244.98600 (performance) 15.00730 (\056) -307.98500 (Results) -244.00700 (show) -244.98900 (that) -244.99300 (ReSe) 39.99330 (g) -243.99400 (can) -245.01300 (act) -245.01100 (as) ] TJ T* [ (a) -211.01900 (suitable) -210.00500 (ar) 36.98520 (c) 15.01220 (hitectur) 37.00360 (e) -210.98900 (for) -211.00500 (semantic) -210.01900 (se) 39.99460 (gmentation) -211.01900 (tasks\054) -219 (and) ] TJ T* [ (may) -200.00200 (have) -200.00500 (further) -200.01300 (applications) -199.98500 (in) -199.99400 (other) -199.98700 (structur) 37.01340 (ed) -200.00600 (pr) 36.98650 (ediction) ] TJ 11.95630 TL T* [ (pr) 44.98390 (oblems\056) -304.98300 (The) -237.00500 (sour) 36.99630 (ce) -236.00800 (code) -235.99900 (and) -235.98500 (model) -237.00300 (hype) 0.98268 (rpar) 15 (ameter) 10.01060 (s) -237.01400 (ar) 36.98650 (e) ] TJ 11.95470 TL T* [ (available) -250.00400 (on) -249.98800 (https\072\057\057github) 39.99090 (\056com\057fvisin\057r) 36.98890 (ese) 39.99090 (g\056) ] TJ ET Q 3.98000 w 0 G 501.12100 1482.18000 m 1446.11000 1482.18000 l S q 10 0 0 10 0 0 cm BT /R37 5.97760 Tf 1 0 0 1 60.14100 141.61600 Tm [ <03> -0.90058 ] TJ /R29 7.97010 Tf 4.31680 -2.81289 Td [ (Dipartimento) -409.99800 (di) -409.98600 (Elettronica) -410.01200 (Informazione) -410.00900 (e) -410.02200 (Bioinge) 14.98520 (gneria\054) -450.01600 (Politec\055) ] TJ -14.34570 -9.46406 Td [ (nico) -250.01900 (di) -250.01200 (Milano\054) -249.98500 (Milan\054) -250.02000 (20133\054) -249.98200 (Italy) ] TJ /R37 5.97760 Tf 10.41600 -6.99102 Td [ (y) -0.10006 ] TJ /R29 7.97010 Tf 3.92969 -2.81211 Td [ (Montreal) -440.02000 (Institute) -439.99700 (for) -440.00200 (Learning) -440 (Algorithms) -440.01700 (\050MILA\051\054) -440.00500 (Uni) 25.00500 (v) 14.98520 (ersity) -440 (of) ] TJ -14.34570 -9.46484 Td [ (Montreal\054) -250.01100 (Montreal\054) -250.01000 (QC\054) -249.99400 (H3T) -249.98100 (1J4\054) -249.99400 (Canada) ] TJ /R37 5.97760 Tf 10.41600 -6.99023 Td [ (z) -0.10006 ] TJ /R29 7.97010 Tf 3.92969 -2.81289 Td [ (Courant) -292.99300 (Ins) 0.98099 (titute) -293.01400 (and) -291.98000 (Center) -293.00800 (for) -291.98800 (Data) -293.00300 (Science\054) -303.00600 (Ne) 25.01720 (w) -293.02300 (Y) 109.99700 (ork) -292.01900 (Uni) 25.00500 (v) 14.98520 (ersity) 65.01350 (\054) ] TJ -14.34570 -9.46484 Td [ (Ne) 25.01640 (w) -249.99200 (Y) 109.99600 (ork\054) -250.02300 (NY) -249.97800 (10012\054) -249.98200 (United) -249.99600 (States) ] TJ /R37 5.97760 Tf 10.41600 -6.99023 Td [ (x) -0.10006 ] TJ /R29 7.97010 Tf 3.92969 -2.81289 Td [ (CIF) 73.99640 (AR) -249.98800 (Senior) -249.98700 (Fello) 25.02030 (w) ] TJ /R27 11.95520 Tf 244.40400 393.28900 Td [ (1\056) -249.98900 (Intr) 18.01570 (oduction) ] TJ /R29 9.96260 Tf 11.95510 -20.17890 Td [ (In) -303.98600 (recent) -303.99300 (years\054) -317.98400 (Con) 40.01540 (v) 20.00160 (olutional) -303.98400 (Neural) -305.00300 (Netw) 10.00810 (orks) -304.01300 (\050CNN\051) ] TJ -11.95510 -11.95510 Td [ (ha) 19.99670 (v) 14.98280 (e) -369.00200 (become) -370.00700 (the) ] TJ /R35 9.96260 Tf 72.65590 0 Td [ (de) -368.99700 (facto) ] TJ /R29 9.96260 Tf 36.68910 0 Td [ (standard) -368.98300 (in) -370.00700 (man) 14.99260 (y) -368.99200 (computer) -369.01200 (vi\055) ] TJ -109.34500 -11.95510 Td [ (sion) -387.01100 (tasks\054) -421.98600 (such) -388.00100 (as) -386.99200 (image) -387.01900 <636c6173736902636174696f6e> -388.00400 (and) -386.98900 (object) -387.99900 (detec\055) ] TJ 11.95510 TL T* [ (tion) -377.99100 (\13323\054) -378.00600 (15\135\056) -695.01100 (T) 79.99160 (op) -378.00600 (performing) -377.99100 (image) -379.02000 <636c617373690263617469> 1.01944 (on) -378.98600 (archi\055) ] TJ T* [ (tectures) -427.99700 (usually) -426.99500 (in) 40.00560 (v) 20.00160 (olv) 14.99500 (e) ] TJ /R35 9.96260 Tf 101.68800 0 Td (very) Tj /R29 9.96260 Tf 21.40590 0 Td [ (deep) -428.00700 (CNN) -427.00700 (trained) -427.99200 (in) -427.01700 (a) -428.01200 (su\055) ] TJ -123.09400 -11.95630 Td [ (pervised) -334.00600 (f) 9.99588 (ashion) -333.99800 (on) -332.99300 (a) -333.98800 (lar) 17.99700 (ge) -333.98300 (datasets) -334.00300 (\13328\054) -332.99300 (39\054) -334.00800 (43\135) -334.01800 (and) -334.01800 (ha) 19.99670 (v) 14.98280 (e) ] TJ T* [ (been) -210.00200 (sho) 24.99340 (wn) -209.99700 (to) -209.01200 (produce) -209.99700 (generic) -210.00400 (hierarchical) -210 (visual) -210.01900 (represen\055) ] TJ T* [ (tations) -293.99500 (that) -292.99500 (perform) -293.98300 (well) -292.99800 (on) -294.02000 (a) -293.01500 (wide) -294.02000 (v) 24.98110 (ariety) -293.98000 (of) -293.01000 (vision) -293.99500 (tasks\056) ] TJ T* [ (Ho) 24.98360 (we) 25.01300 (v) 14.98280 (er) 39.98600 (\054) -231.01800 (these) -227.01100 (deep) -226 (CNNs) -226.99600 (hea) 19.99180 (vily) -226.01600 (reduce) -226.98700 (the) -225.99200 (input) -226.99200 (resolu\055) ] TJ T* [ (tion) -282.98700 (through) -282.00200 (successi) 24.99340 (v) 14.98280 (e) -283.01700 (applications) -281.98700 (of) -283.01200 (pooling) -281.99200 (or) -283.01200 (subsam\055) ] TJ 11.95590 TL T* [ (pling) -286.98200 (layers\056) -421.01800 (While) -286.99600 (these) -287.00100 (layers) -287.98600 (se) 0.98023 (em) -287.98100 (to) -287.00100 (contrib) 20.01630 (ute) -287.00100 <7369676e69022d> ] TJ 11.95510 TL T* [ (cantly) -261 (to) -261.00300 (the) -261.98800 (desirable) -261 (in) 40.00560 (v) 24.98110 (ariance) -260.98600 (properties) -260.99600 (of) -261.01500 (deep) -261.99500 (CNNs\054) ] TJ T* [ (the) 14.98520 (y) -217.99800 (also) -219.00800 (mak) 10.01060 (e) -218.00800 (it) -217.98800 (challenging) -218.98800 (t) 0.98513 (o) -219.01700 (use) -217.99800 (these) -217.99300 (pre\055trained) -219.01700 (CNNs) ] TJ T* [ (for) -289.01300 (tasks) -288.99100 (such) -288.99800 (as) -289.00800 (semantic) -288.00600 (se) 15.01710 (gmentation\054) -299 (where) -289.01600 (a) -289.01600 (per) -289.01600 (pix) 14.99750 (el) ] TJ T* [ (prediction) -250.00700 (is) -249.98500 (required\056) ] TJ 11.95510 -13.20510 Td [ (Recent) -310.01400 (adv) 24.98110 (ances) -309.99000 (in) -308.99500 (semantic) -310.00200 (se) 15.01710 (gmentation) -309.98300 (tend) -310.01200 (to) -310.01700 (con\055) ] TJ -11.95510 -11.95590 Td [ (v) 14.98280 (ert) -327.98400 (the) -328.01600 (standard) -328.00700 (deep) -327.98200 (CNN) -328.00400 <636c61737369026572> -328 (into) -328 (Fully) -327.98400 (Con) 40.01780 (v) 20.00160 (olu\055) ] TJ T* [ (tional) -280.98500 (Netw) 10.00570 (orks) -281 (\050FCN\051) -280.98700 (\13330\054) -281.00200 (33\054) -280.99700 (2\054) -281.00200 (36\135) -281.00700 (to) -281.00200 (obtain) -280.98700 (coarse) -281.01700 (im\055) ] TJ T* [ (age) -333.98600 (representations\054) -355.00700 (which) -332.98900 (are) -333.99300 (subsequently) -334.01300 (upsampled) -333.98300 (to) ] TJ T* [ (reco) 15.00980 (v) 14.98280 (er) -416.99700 (the) -416.98200 (lost) -417.00400 (resolution\056) -810.01700 (Ho) 24.98600 (we) 25.01540 (v) 14.98280 (er) 39.98350 (\054) -459.01700 (these) -417.01900 (methods) -416.99400 (are) ] TJ T* [ (not) -354.00200 (designed) -353.99500 (to) -354.00700 (tak) 10.00570 (e) -353.98500 (into) -353.99500 (account) -354.01000 (and) -354.99500 (preserv) 15.01710 (e) -353.98500 (both) ] TJ /R35 9.96260 Tf 216.32500 0 Td (local) Tj /R29 9.96260 Tf -216.32500 -11.95470 Td (and) Tj /R35 9.96260 Tf 18.29690 0 Td (global) Tj /R29 9.96260 Tf 29.38590 0 Td [ (conte) 14.98520 (xtual) -393.01300 (dependencies\054) -427.98700 (which) -391.99800 (has) -392.98800 (sho) 24.99090 (wn) -392.00300 (to) ] TJ -47.68280 -11.95630 Td [ (be) -317.00600 (useful) -318.01100 (for) -317.00800 (semantic) -316.98100 (se) 15.01710 (gmentation) -317.00100 (tasks) -318.00600 (\13340\054) -316.99600 (17\135\056) -511.98300 (These) ] TJ T* [ (models) -379.98300 (often) -378.98600 (emplo) 9.98363 (y) -380.01000 (Conditional) -379.01000 (Random) -380.02000 (Fields) -380.02000 (\050CRFs\051) ] TJ T* [ (as) -307.98500 (a) -307.99300 (post\055processing) -308.02000 (step) -308.01200 (to) -308.01700 (locally) -308.00300 (smooth) -307.98800 (the) -308.01700 (model) -308.00300 (pre\055) ] TJ T* [ (dictions\054) -386.99200 (ho) 24.98600 (we) 25.01300 (v) 14.98280 (er) -359.98600 (the) -360.01100 (long\055range) -360.00400 (conte) 14.98770 (xtual) -359.99900 (dependencies) ] TJ T* [ (remain) -249.98500 (relati) 24.98600 (v) 14.98280 (ely) -249.99000 (une) 14.98280 (xploited\056) ] TJ 11.95510 -13.20510 Td [ (Recurrent) -195.99700 (Neural) -196.00400 (Netw) 10.00810 (orks) -195.99200 (\050RNN\051) -195.99200 (ha) 19.99670 (v) 14.98280 (e) -196.99200 (been) -196.00700 (introduced) ] TJ -11.95510 -11.95590 Td [ (in) -296.01700 (the) -295.98200 (literature) -296.99500 (to) -296.01700 (retrie) 25.01540 (v) 14.98280 (e) -295.99500 (global) -296.00500 (spatial) -296.00500 (dependencies) -296.99500 (and) ] TJ T* [ (further) -227.99900 (impro) 15.00480 (v) 14.98280 (e) -228.00600 (semantic) -228.01600 (se) 15.01710 (gmentation) -227.99600 (\13334\054) -227.99100 (17\054) -227.98600 (9\054) -227.99100 (8\135\056) -303.00300 (Ho) 24.98600 (w\055) ] TJ T* [ (e) 25.01050 (v) 14.98280 (er) 39.98600 (\054) -222 (training) -214.99400 (spatially) -214.98600 (recurrent) -214.00800 (neural) -215.01800 (netw) 10.00810 (orks) -215.00800 (tends) -215.00300 (to) -215.01300 (be) ] TJ T* [ (computationally) -250.01000 (intensi) 25.01050 (v) 14.98280 (e\056) ] TJ -13.74100 -29.88790 Td (1) 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 47 72 14 re f* 0.50000 0.50000 0.50000 rg BT /F2 9 Tf 10.80000 TL ET BT 1 0 0 1 301.50000 50 Tm (41) Tj T* ET Q endstream endobj 13 0 obj << /Filter /FlateDecode /Resources << /ExtGState << /a0 << /CA 1 /ca 1 >> >> /XObject << /x18 14 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 14 0 obj << /Filter /FlateDecode /Resources 15 0 R /Length 107 /Type /XObject /BBox [ 78 746 96 765 ] /Subtype /Form >> stream xe AC̬wʠ =p,?]%+H-
Jc "82w8VSnGW;"
endstream
endobj
15 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
16 0 obj
<<
/Filter /FlateDecode
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x15 17 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
17 0 obj
<<
/Filter /FlateDecode
/Resources 18 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
18 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
19 0 obj
<<
/Filter /FlateDecode
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x24 20 0 R
>>
>>
/Length 28
/Group <<
/Type /Group
/S /Transparency
/CS /DeviceRGB
/I true
>>
/BBox [ 112 751 500 772 ]
/Type /XObject
/Subtype /Form
>>
stream
x+O4PH/VЯ02Qp
0
endstream
endobj
20 0 obj
<<
/Filter /FlateDecode
/Resources 21 0 R
/Length 56490
/Type /XObject
/BBox [ 112 751 500 772 ]
/Subtype /Form
>>
stream
xtIJ5*|^~x?P9)<<ҥ+kh4}/?>]漿վ]Z Ǭ57W'b~?Kwk6:>rAニxeG1k-/LfߗA̺(egk5>
=KO1{Vux}Ol|_s؟|*>5=k|*a5x}On :97~1s7rX {|>IQQo6|'\#x_ڽC}M7(췀(N
سW#^Ň}|zblnB'\o=r;$s:z-
V3+έ昵 WD/nl ;q"3Pg휅\3C`k7760c9-Cȸ