%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 (Learning a Complete Image Indexing Pipeline) /Producer (PyPDF2) /Author (Himalaya Jain\054 Joaquin Zepeda\054 Patrick Perez\054 Remi Gribonval) /Subject (2018 IEEE Conference on Computer Vision and Pattern Recognition) >> 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 /x12 20 0 R /x10 23 0 R >> /ExtGState << /s9 26 0 R /s11 29 0 R /R16 32 0 R /a0 << /CA 1 /ca 1 >> /s5 33 0 R /s7 36 0 R >> /Font << /F2 39 0 R /F1 40 0 R /R17 41 0 R /R21 45 0 R /R19 48 0 R /R23 52 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 56 0 R 57 0 R 58 0 R 59 0 R 60 0 R 61 0 R 62 0 R 63 0 R ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 64 0 R /Resources << /ExtGState << /R16 32 0 R >> /Font << /R79 65 0 R /R73 68 0 R /R71 72 0 R /R77 76 0 R /R75 79 0 R /F2 83 0 R /R89 84 0 R /F1 89 0 R /R83 90 0 R /R91 93 0 R /R81 96 0 R /R93 100 0 R /R87 103 0 R /R95 108 0 R /R85 112 0 R /R97 116 0 R /R65 119 0 R /R67 122 0 R /R63 127 0 R /R17 41 0 R /R21 45 0 R /R19 48 0 R /R23 52 0 R /R69 132 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 144 0 R 145 0 R 146 0 R 147 0 R 148 0 R 149 0 R 150 0 R 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 165 0 R 166 0 R ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Contents 167 0 R /Resources << /XObject << /R130 168 0 R /R133 171 0 R /R141 172 0 R /R140 173 0 R /R134 174 0 R /R129 175 0 R >> /ExtGState << /R127 176 0 R /R125 177 0 R /R16 32 0 R /R128 169 0 R >> /Font << /R79 65 0 R /R73 68 0 R /R71 72 0 R /R75 79 0 R /F2 178 0 R /R131 179 0 R /R89 84 0 R /F1 182 0 R /R123 183 0 R /R135 187 0 R /R121 191 0 R /R137 195 0 R /R83 90 0 R /R93 100 0 R /R95 108 0 R /R142 199 0 R /R65 119 0 R /R67 122 0 R /R63 127 0 R /R17 41 0 R /R19 48 0 R /R23 52 0 R /R69 132 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 202 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 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 214 0 R 215 0 R 216 0 R 217 0 R 218 0 R ] /Type /Page >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 219 0 R /Resources << /ColorSpace << /R162 220 0 R >> /XObject << /R168 221 0 R /R173 222 0 R /R163 223 0 R /R160 225 0 R /R167 226 0 R /R166 227 0 R /R165 228 0 R /R164 229 0 R /R174 230 0 R /R175 231 0 R /R176 232 0 R /R177 233 0 R /R170 234 0 R /R171 235 0 R /R172 236 0 R /R159 237 0 R /R169 238 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] /Pattern << /R161 224 0 R >> /ExtGState << /R127 176 0 R /R125 177 0 R /R158 239 0 R /R128 169 0 R >> /Font << /R180 240 0 R /R79 65 0 R /R73 68 0 R /R71 72 0 R /R75 79 0 R /F2 243 0 R /R131 179 0 R /R89 84 0 R /F1 244 0 R /R123 183 0 R /R135 187 0 R /R121 191 0 R /R137 195 0 R /R83 90 0 R /R91 93 0 R /R87 103 0 R /R95 108 0 R /R97 116 0 R /R178 245 0 R /R142 199 0 R /R65 119 0 R /R67 122 0 R /R63 127 0 R /R17 41 0 R /R19 48 0 R /R23 52 0 R /R69 132 0 R >> >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 258 0 R /Resources << /ExtGState << /R16 32 0 R >> /Font << /F2 259 0 R /R73 68 0 R /R71 72 0 R /R89 84 0 R /R226 260 0 R /R75 79 0 R /R65 119 0 R /R67 122 0 R /F1 263 0 R /R19 48 0 R /R63 127 0 R /R17 41 0 R /R91 93 0 R /R23 52 0 R /R93 100 0 R /R69 132 0 R /R95 108 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 300 0 R /Resources << /XObject << /R362 301 0 R /R368 302 0 R /R433 303 0 R /R372 304 0 R /R373 305 0 R /R370 306 0 R /R371 307 0 R /R376 308 0 R /R377 309 0 R /R374 310 0 R /R375 311 0 R /R378 312 0 R /R379 313 0 R /R541 314 0 R /R540 315 0 R /R279 316 0 R /R278 317 0 R /R545 318 0 R /R544 319 0 R /R547 320 0 R /R546 321 0 R /R549 322 0 R /R548 323 0 R /R271 324 0 R /R270 325 0 R /R277 326 0 R /R276 327 0 R /R275 328 0 R /R274 329 0 R /R428 330 0 R /R429 331 0 R /R426 332 0 R /R427 333 0 R /R424 334 0 R /R425 335 0 R /R422 336 0 R /R423 337 0 R /R420 338 0 R /R421 339 0 R /R507 340 0 R /R531 341 0 R /R506 342 0 R /R532 343 0 R /R533 344 0 R /R245 345 0 R /R493 346 0 R /R492 347 0 R /R491 348 0 R /R490 349 0 R /R497 350 0 R /R496 351 0 R /R495 352 0 R /R494 353 0 R /R499 354 0 R /R498 355 0 R /R358 356 0 R /R359 357 0 R /R350 358 0 R /R351 359 0 R /R352 360 0 R /R353 361 0 R /R354 362 0 R /R355 363 0 R /R356 364 0 R /R357 365 0 R /R404 366 0 R /R405 367 0 R /R406 368 0 R /R407 369 0 R /R400 370 0 R /R401 371 0 R /R569 372 0 R /R568 373 0 R /R567 374 0 R /R566 375 0 R /R565 376 0 R /R564 377 0 R /R563 378 0 R /R562 379 0 R /R561 380 0 R /R560 381 0 R /R435 382 0 R /R434 383 0 R /R437 384 0 R /R436 385 0 R /R402 386 0 R /R431 387 0 R /R403 388 0 R /R430 389 0 R /R329 390 0 R /R328 391 0 R /R325 392 0 R /R324 393 0 R /R327 394 0 R /R326 395 0 R /R321 396 0 R /R320 397 0 R /R323 398 0 R /R322 399 0 R /R606 400 0 R /R607 401 0 R /R288 402 0 R /R289 403 0 R /R602 404 0 R /R603 405 0 R /R600 406 0 R /R601 407 0 R /R282 408 0 R /R283 409 0 R /R280 410 0 R /R281 411 0 R /R286 412 0 R /R287 413 0 R /R608 414 0 R /R285 415 0 R /R615 416 0 R /R614 417 0 R /R462 418 0 R /R463 419 0 R /R460 420 0 R /R461 421 0 R /R466 422 0 R /R467 423 0 R /R464 424 0 R /R465 425 0 R /R468 426 0 R /R469 427 0 R /R585 428 0 R /R584 429 0 R /R587 430 0 R /R586 431 0 R /R581 432 0 R /R580 433 0 R /R583 434 0 R /R582 435 0 R /R589 436 0 R /R588 437 0 R /R619 438 0 R /R618 439 0 R /R309 440 0 R /R308 441 0 R /R272 442 0 R /R303 443 0 R /R302 444 0 R /R301 445 0 R /R300 446 0 R /R307 447 0 R /R306 448 0 R /R305 449 0 R /R304 450 0 R /R628 451 0 R /R629 452 0 R /R518 453 0 R /R519 454 0 R /R624 455 0 R /R625 456 0 R /R626 457 0 R /R515 458 0 R /R512 459 0 R /R621 460 0 R /R510 461 0 R /R623 462 0 R /R448 463 0 R /R449 464 0 R /R440 465 0 R /R441 466 0 R /R442 467 0 R /R443 468 0 R /R444 469 0 R /R445 470 0 R /R446 471 0 R /R447 472 0 R /R398 473 0 R /R399 474 0 R /R394 475 0 R /R395 476 0 R /R396 477 0 R /R397 478 0 R /R390 479 0 R /R543 480 0 R /R392 481 0 R /R393 482 0 R /R516 483 0 R /R542 484 0 R /R517 485 0 R /R514 486 0 R /R361 487 0 R /R360 488 0 R /R363 489 0 R /R627 490 0 R /R365 491 0 R /R364 492 0 R /R367 493 0 R /R366 494 0 R /R369 495 0 R /R620 496 0 R /R513 497 0 R /R534 498 0 R /R273 499 0 R /R536 500 0 R /R537 501 0 R /R530 502 0 R /R622 503 0 R /R248 504 0 R /R249 505 0 R /R246 506 0 R /R247 507 0 R /R244 508 0 R /R511 509 0 R /R538 510 0 R /R539 511 0 R /R648 512 0 R /R649 513 0 R /R439 514 0 R /R438 515 0 R /R642 516 0 R /R643 517 0 R /R640 518 0 R /R641 519 0 R /R646 520 0 R /R647 521 0 R /R644 522 0 R /R432 523 0 R /R578 524 0 R /R579 525 0 R /R474 526 0 R /R264 527 0 R /R265 528 0 R /R266 529 0 R /R267 530 0 R /R260 531 0 R /R261 532 0 R /R349 533 0 R /R348 534 0 R /R347 535 0 R /R346 536 0 R /R345 537 0 R /R344 538 0 R /R343 539 0 R /R342 540 0 R /R341 541 0 R /R340 542 0 R /R552 543 0 R /R570 544 0 R /R550 545 0 R /R551 546 0 R /R556 547 0 R /R557 548 0 R /R554 549 0 R /R535 550 0 R /R558 551 0 R /R559 552 0 R /R419 553 0 R /R418 554 0 R /R413 555 0 R /R412 556 0 R /R411 557 0 R /R410 558 0 R /R417 559 0 R /R416 560 0 R /R415 561 0 R /R414 562 0 R /R509 563 0 R /R604 564 0 R /R605 565 0 R /R408 566 0 R /R299 567 0 R /R298 568 0 R /R617 569 0 R /R616 570 0 R /R611 571 0 R /R610 572 0 R /R613 573 0 R /R612 574 0 R /R291 575 0 R /R290 576 0 R /R293 577 0 R /R292 578 0 R /R295 579 0 R /R294 580 0 R /R297 581 0 R /R296 582 0 R /R409 583 0 R /R488 584 0 R /R489 585 0 R /R484 586 0 R /R485 587 0 R /R486 588 0 R /R487 589 0 R /R480 590 0 R /R481 591 0 R /R482 592 0 R /R483 593 0 R /R471 594 0 R /R470 595 0 R /R473 596 0 R /R472 597 0 R /R475 598 0 R /R284 599 0 R /R477 600 0 R /R476 601 0 R /R479 602 0 R /R478 603 0 R /R572 604 0 R /R609 605 0 R /R574 606 0 R /R575 607 0 R /R576 608 0 R /R577 609 0 R /R262 610 0 R /R263 611 0 R /R268 612 0 R /R269 613 0 R /R508 614 0 R /R338 615 0 R /R339 616 0 R /R336 617 0 R /R337 618 0 R /R334 619 0 R /R335 620 0 R /R332 621 0 R /R333 622 0 R /R330 623 0 R /R331 624 0 R /R633 625 0 R /R632 626 0 R /R631 627 0 R /R630 628 0 R /R637 629 0 R /R636 630 0 R /R635 631 0 R /R634 632 0 R /R505 633 0 R /R504 634 0 R /R639 635 0 R /R638 636 0 R /R501 637 0 R /R500 638 0 R /R503 639 0 R /R502 640 0 R /R553 641 0 R /R645 642 0 R /R555 643 0 R /R571 644 0 R /R391 645 0 R /R459 646 0 R /R458 647 0 R /R457 648 0 R /R456 649 0 R /R455 650 0 R /R454 651 0 R /R453 652 0 R /R452 653 0 R /R451 654 0 R /R450 655 0 R /R383 656 0 R /R382 657 0 R /R381 658 0 R /R380 659 0 R /R387 660 0 R /R386 661 0 R /R385 662 0 R /R384 663 0 R /R389 664 0 R /R388 665 0 R /R596 666 0 R /R597 667 0 R /R594 668 0 R /R595 669 0 R /R592 670 0 R /R593 671 0 R /R590 672 0 R /R591 673 0 R /R598 674 0 R /R599 675 0 R /R314 676 0 R /R315 677 0 R /R316 678 0 R /R317 679 0 R /R310 680 0 R /R311 681 0 R /R312 682 0 R /R313 683 0 R /R573 684 0 R /R318 685 0 R /R319 686 0 R /R259 687 0 R /R258 688 0 R /R255 689 0 R /R254 690 0 R /R257 691 0 R /R256 692 0 R /R251 693 0 R /R250 694 0 R /R253 695 0 R /R252 696 0 R /R529 697 0 R /R528 698 0 R /R523 699 0 R /R522 700 0 R /R521 701 0 R /R520 702 0 R /R527 703 0 R /R526 704 0 R /R525 705 0 R /R524 706 0 R >> /ExtGState << /R16 32 0 R /R128 169 0 R >> /Font << /F2 707 0 R /R142 199 0 R /R73 68 0 R /R137 195 0 R /R226 260 0 R /R75 79 0 R /R65 119 0 R /R67 122 0 R /F1 708 0 R /R63 127 0 R /R17 41 0 R /R83 90 0 R /R19 48 0 R /R23 52 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 719 0 R ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 720 0 R /Resources << /XObject << /R732 721 0 R /R733 722 0 R /R730 723 0 R /R731 724 0 R /R736 725 0 R /R737 726 0 R /R734 727 0 R /R735 728 0 R /R738 729 0 R /R739 730 0 R /R938 731 0 R /R939 732 0 R /R677 733 0 R /R676 734 0 R /R675 735 0 R /R674 736 0 R /R673 737 0 R /R672 738 0 R /R671 739 0 R /R670 740 0 R /R679 741 0 R /R678 742 0 R /R831 743 0 R /R830 744 0 R /R785 745 0 R /R784 746 0 R /R835 747 0 R /R782 748 0 R /R837 749 0 R /R836 750 0 R /R930 751 0 R /R931 752 0 R /R932 753 0 R /R933 754 0 R /R934 755 0 R /R935 756 0 R /R936 757 0 R /R937 758 0 R /R718 759 0 R /R719 760 0 R /R710 761 0 R /R711 762 0 R /R712 763 0 R /R713 764 0 R /R714 765 0 R /R715 766 0 R /R716 767 0 R /R717 768 0 R /R949 769 0 R /R948 770 0 R /R945 771 0 R /R944 772 0 R /R947 773 0 R /R946 774 0 R /R941 775 0 R /R940 776 0 R /R943 777 0 R /R942 778 0 R /R699 779 0 R /R698 780 0 R /R695 781 0 R /R694 782 0 R /R697 783 0 R /R696 784 0 R /R691 785 0 R /R690 786 0 R /R693 787 0 R /R692 788 0 R /R769 789 0 R /R768 790 0 R /R819 791 0 R /R818 792 0 R /R817 793 0 R /R816 794 0 R /R815 795 0 R /R814 796 0 R /R813 797 0 R /R812 798 0 R /R811 799 0 R /R810 800 0 R /R923 801 0 R /R922 802 0 R /R783 803 0 R /R880 804 0 R /R881 805 0 R /R882 806 0 R /R883 807 0 R /R884 808 0 R /R885 809 0 R /R886 810 0 R /R887 811 0 R /R963 812 0 R /R962 813 0 R /R961 814 0 R /R960 815 0 R /R967 816 0 R /R966 817 0 R /R965 818 0 R /R964 819 0 R /R754 820 0 R /R749 821 0 R /R748 822 0 R /R743 823 0 R /R742 824 0 R /R741 825 0 R /R740 826 0 R /R747 827 0 R /R746 828 0 R /R745 829 0 R /R744 830 0 R /R765 831 0 R /R764 832 0 R /R767 833 0 R /R766 834 0 R /R761 835 0 R /R760 836 0 R /R763 837 0 R /R762 838 0 R /R901 839 0 R /R900 840 0 R /R903 841 0 R /R902 842 0 R /R905 843 0 R /R904 844 0 R /R907 845 0 R /R906 846 0 R /R909 847 0 R /R908 848 0 R /R868 849 0 R /R869 850 0 R /R866 851 0 R /R867 852 0 R /R864 853 0 R /R865 854 0 R /R862 855 0 R /R863 856 0 R /R860 857 0 R /R861 858 0 R /R958 859 0 R /R959 860 0 R /R721 861 0 R /R720 862 0 R /R723 863 0 R /R722 864 0 R /R725 865 0 R /R724 866 0 R /R727 867 0 R /R726 868 0 R /R729 869 0 R /R728 870 0 R /R899 871 0 R /R951 872 0 R /R969 873 0 R /R844 874 0 R /R845 875 0 R /R846 876 0 R /R847 877 0 R /R840 878 0 R /R841 879 0 R /R842 880 0 R /R843 881 0 R /R927 882 0 R /R926 883 0 R /R925 884 0 R /R924 885 0 R /R848 886 0 R /R849 887 0 R /R921 888 0 R /R920 889 0 R /R700 890 0 R /R787 891 0 R /R786 892 0 R /R833 893 0 R /R776 894 0 R /R832 895 0 R /R709 896 0 R /R708 897 0 R /R707 898 0 R /R706 899 0 R /R705 900 0 R /R704 901 0 R /R703 902 0 R /R702 903 0 R /R701 904 0 R /R834 905 0 R /R771 906 0 R /R781 907 0 R /R780 908 0 R /R777 909 0 R /R839 910 0 R /R838 911 0 R /R774 912 0 R /R660 913 0 R /R661 914 0 R /R662 915 0 R /R663 916 0 R /R664 917 0 R /R789 918 0 R /R666 919 0 R /R667 920 0 R /R668 921 0 R /R669 922 0 R /R788 923 0 R /R822 924 0 R /R791 925 0 R /R820 926 0 R /R821 927 0 R /R826 928 0 R /R827 929 0 R /R824 930 0 R /R825 931 0 R /R798 932 0 R /R799 933 0 R /R828 934 0 R /R829 935 0 R /R796 936 0 R /R897 937 0 R /R896 938 0 R /R895 939 0 R /R894 940 0 R /R893 941 0 R /R892 942 0 R /R891 943 0 R /R890 944 0 R /R956 945 0 R /R957 946 0 R /R954 947 0 R /R955 948 0 R /R952 949 0 R /R953 950 0 R /R950 951 0 R /R898 952 0 R /R775 953 0 R /R804 954 0 R /R797 955 0 R /R773 956 0 R /R770 957 0 R /R688 958 0 R /R689 959 0 R /R686 960 0 R /R687 961 0 R /R684 962 0 R /R685 963 0 R /R682 964 0 R /R683 965 0 R /R680 966 0 R /R681 967 0 R /R808 968 0 R /R809 969 0 R /R778 970 0 R /R779 971 0 R /R800 972 0 R /R801 973 0 R /R802 974 0 R /R803 975 0 R /R772 976 0 R /R805 977 0 R /R806 978 0 R /R807 979 0 R /R968 980 0 R /R981 981 0 R /R980 982 0 R /R983 983 0 R /R929 984 0 R /R984 985 0 R /R888 986 0 R /R889 987 0 R /R974 988 0 R /R975 989 0 R /R976 990 0 R /R977 991 0 R /R970 992 0 R /R971 993 0 R /R972 994 0 R /R973 995 0 R /R928 996 0 R /R978 997 0 R /R979 998 0 R /R879 999 0 R /R878 1000 0 R /R875 1001 0 R /R874 1002 0 R /R877 1003 0 R /R876 1004 0 R /R871 1005 0 R /R870 1006 0 R /R873 1007 0 R /R872 1008 0 R /R665 1009 0 R /R755 1010 0 R /R756 1011 0 R /R757 1012 0 R /R750 1013 0 R /R751 1014 0 R /R752 1015 0 R /R753 1016 0 R /R758 1017 0 R /R759 1018 0 R /R790 1019 0 R /R982 1020 0 R /R823 1021 0 R /R792 1022 0 R /R793 1023 0 R /R794 1024 0 R /R795 1025 0 R /R912 1026 0 R /R913 1027 0 R /R910 1028 0 R /R911 1029 0 R /R916 1030 0 R /R917 1031 0 R /R914 1032 0 R /R915 1033 0 R /R918 1034 0 R /R919 1035 0 R /R859 1036 0 R /R858 1037 0 R /R853 1038 0 R /R852 1039 0 R /R851 1040 0 R /R850 1041 0 R /R857 1042 0 R /R856 1043 0 R /R855 1044 0 R /R854 1045 0 R >> /ExtGState << /R16 32 0 R /R128 169 0 R >> /Font << /F2 1046 0 R /R73 68 0 R /R71 72 0 R /R75 79 0 R /R65 119 0 R /R67 122 0 R /F1 1047 0 R /R63 127 0 R /R17 41 0 R /R19 48 0 R /R23 52 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 1048 0 R 1049 0 R 1050 0 R 1051 0 R ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 1052 0 R /Resources << /XObject << /R1050 1053 0 R /R1030 1054 0 R /R1013 1055 0 R /R1012 1056 0 R /R1028 1057 0 R /R1007 1058 0 R /R1024 1059 0 R /R1025 1060 0 R /R1026 1061 0 R /R1027 1062 0 R /R1020 1063 0 R /R1021 1064 0 R /R1022 1065 0 R /R1029 1066 0 R /R1048 1067 0 R /R1049 1068 0 R /R1046 1069 0 R /R1047 1070 0 R /R1044 1071 0 R /R1045 1072 0 R /R1042 1073 0 R /R1043 1074 0 R /R1040 1075 0 R /R1041 1076 0 R /R1019 1077 0 R /R1018 1078 0 R /R1008 1079 0 R /R1009 1080 0 R /R1011 1081 0 R /R1010 1082 0 R /R1039 1083 0 R /R1038 1084 0 R /R1015 1085 0 R /R1014 1086 0 R /R1017 1087 0 R /R1016 1088 0 R /R1033 1089 0 R /R1032 1090 0 R /R1031 1091 0 R /R1023 1092 0 R /R1037 1093 0 R /R1036 1094 0 R /R1035 1095 0 R /R1034 1096 0 R >> /ExtGState << /R16 32 0 R /R128 169 0 R >> /Font << /F2 1097 0 R /R73 68 0 R /R71 72 0 R /R89 84 0 R /R75 79 0 R /R65 119 0 R /R67 122 0 R /F1 1098 0 R /R63 127 0 R /R17 41 0 R /R19 48 0 R /R23 52 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 1099 0 R 1100 0 R 1101 0 R 1102 0 R 1103 0 R 1104 0 R 1105 0 R 1106 0 R 1107 0 R 1108 0 R 1109 0 R 1110 0 R 1111 0 R 1112 0 R 1113 0 R 1114 0 R ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 1115 0 R /Resources << /ExtGState << /R16 32 0 R >> /Font << /F2 1116 0 R /R19 48 0 R /R23 52 0 R /F1 1117 0 R /R17 41 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 1118 0 R 1119 0 R 1120 0 R 1121 0 R 1122 0 R 1123 0 R 1124 0 R 1125 0 R 1126 0 R 1127 0 R 1128 0 R 1129 0 R 1130 0 R 1131 0 R 1132 0 R 1133 0 R 1134 0 R 1135 0 R 1136 0 R 1137 0 R 1138 0 R 1139 0 R 1140 0 R 1141 0 R 1142 0 R 1143 0 R 1144 0 R 1145 0 R 1146 0 R 1147 0 R 1148 0 R 1149 0 R 1150 0 R 1151 0 R 1152 0 R 1153 0 R 1154 0 R 1155 0 R 1156 0 R 1157 0 R 1158 0 R 1159 0 R 1160 0 R 1161 0 R 1162 0 R 1163 0 R 1164 0 R 1165 0 R 1166 0 R 1167 0 R 1168 0 R 1169 0 R 1170 0 R 1171 0 R 1172 0 R 1173 0 R 1174 0 R 1175 0 R 1176 0 R 1177 0 R 1178 0 R 1179 0 R ] >> endobj 12 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 13 0 obj << /Length 18001 >> stream q q q 0.1 0 0 0.1 0 0 cm /R16 gs 0 g q 10 0 0 10 0 0 cm BT /R17 14.3462 Tf 1 0 0 1 156.447 675.067 Tm [ (Lear) 14.9893 (ning) -249.993 (a) -250.008 (Complete) -250.012 (Image) -250.005 (Indexing) -249.996 (Pipeline) ] TJ /R19 11.9552 Tf -34.832 -47.8203 Td [ (Himalaya) -250.007 (Jain) ] TJ /R19 7.9701 Tf 68.7301 4.33828 Td (1\0542) Tj /R19 11.9552 Tf 10.4609 -4.33828 Td [ (\054) -250.012 (Joaquin) -249.985 (Zepeda) ] TJ /R19 7.9701 Tf 81.3422 4.33828 Td (3) Tj /R19 11.9552 Tf 4.48281 -4.33828 Td [ (\054) -250.012 (P) 15.0158 (atrick) -250.012 (P) ] TJ 49.966 0.05937 Td (\264) Tj -0.66289 -0.05937 Td (erez) Tj /R19 7.9701 Tf 19.9051 4.33828 Td (1\0544) Tj /R19 11.9552 Tf 10.4609 -4.33828 Td [ (\054) -250.012 (and) -249.987 (R) ] TJ 34.8672 0.05937 Td (\264) Tj -0.66406 -0.05937 Td [ (emi) -249.989 (Gribon) 39.989 (v) 24.9834 (al) ] TJ /R19 7.9701 Tf 68.6219 4.33828 Td (2) Tj -414.282 -23.9102 Td (1) Tj /R19 11.9552 Tf 4.48398 -4.33906 Td [ (T) 70.0154 (echnicolor) 39.9941 (\054) -250.012 (Rennes\054) -250.01 (France) ] TJ /R21 7.9701 Tf 142.11 4.33906 Td [ (2) -0.30019 ] TJ /R19 11.9552 Tf 4.73203 -4.33906 Td [ (Inria\054) -249.983 (Rennes\054) -250.01 (France) ] TJ /R21 7.9701 Tf 108.229 4.33906 Td [ (3) -0.30019 ] TJ /R19 11.9552 Tf 4.73203 -4.33906 Td [ (Amazon\054) -249.985 (Seattle\054) -249.989 (W) 119.991 (A) ] TJ /R21 7.9701 Tf 109.461 4.33906 Td [ (4) -0.30019 ] TJ /R19 11.9552 Tf 4.73203 -4.33906 Td [ (V) 110.994 (aleo\056ai\054) -249.985 (P) 15.0137 (aris\054) -250.01 (France) ] TJ /R17 11.9552 Tf -287.328 -48.5098 Td (Abstract) Tj /R23 9.9626 Tf -83.9277 -24.0102 Td [ (T) 91.9987 (o) -204.98 (work) -205.004 (at) -205.012 (scale) 10.0081 (\054) -214.001 (a) -204.98 (complete) -205.01 (ima) 10.013 (g) 10.0032 (e) -204.99 (inde) 20.0089 (xing) -205.012 (system) -205.01 (com\055) ] TJ -11.9551 -11.9551 Td [ (prises) -401.985 (t) 0.98758 (wo) -401.993 (components\072) -613.006 (An) -402.003 (in) 40.0056 (verted) -400.987 <026c65> -402.004 (inde) 20.0089 (x) -400.997 (to) -402 (r) 37.0183 (estrict) ] TJ 11.9559 TL T* [ (the) -277.005 (actual) -276.007 (sear) 36.9865 (c) 15.0122 (h) -277.008 (to) -275.981 (only) -277 (a) -275.988 (subset) -276.988 (that) -276.988 (should) -275.998 (contain) -276.983 (most) ] TJ 11.9551 TL T* [ (of) -449.991 (the) -449.015 (items) -449.984 (r) 37.0196 (ele) 15.0159 (vant) -449.991 (to) -449.011 (the) -449.996 (query\073) -549.003 (An) -449.994 (appr) 44.9949 (oximate) -449.984 (dis\055) ] TJ T* [ (tance) -380.006 (computation) -380.004 (mec) 15.011 (hanism) -381.004 (to) -380.003 (r) 14.984 (apidly) -379.991 (scan) -380.003 (these) -380.985 (lists\056) ] TJ T* [ (While) -393.996 (supervi) 1.00106 (sed) -394.005 (deep) -394.011 (learning) -392.997 (has) -393.997 (r) 37.0183 (ecently) -392.991 (enabled) -393.993 (im\055) ] TJ T* [ (pr) 44.9839 (o) 10.0032 (vements) -332.995 (to) -334.01 (the) -332.996 (latter) 110.99 (\054) -354.017 (the) -332.996 (former) -334 (continues) -333.011 (to) -332.991 (be) -333.983 (based) ] TJ T* [ (on) -191.997 (unsupervised) -192.008 (clustering) -190.987 (in) -191.995 (the) -192 (liter) 15.0012 (atur) 36.9963 (e) 15.0122 (\056) -291.008 (In) -190.985 (this) -191.983 (work\054) -203.983 (we) ] TJ 11.9559 TL T* [ (pr) 44.9839 (opose) -245.982 (a) -245.993 <0272> 10.0094 (st) -245.985 (system) -245.004 (that) -246.013 (learns) -246.013 (both) -246.015 (components) -246.006 (within) -245.993 (a) ] TJ 11.9551 TL T* [ (unifying) -212.986 (neur) 14.9901 (al) -213.011 (fr) 14.9914 (ame) 14.9816 (work) -213.984 (of) -213.011 (structur) 37.0122 (ed) -212.984 (binary) -212.999 (encoding) 15.0024 (\056) ] TJ /R17 11.9552 Tf 36.166 TL T* [ (1\056) -249.99 (Intr) 18.0146 (oduction) ] TJ /R19 9.9626 Tf 11.9551 -19.0289 Td [ (Decades) -353.004 (of) -352.999 (research) -353.012 (ha) 19.9979 (v) 14.9828 (e) -353.005 (produced) -352.988 (po) 24.986 (werful) -352.995 (means) -352.985 (to) ] TJ -11.9551 -11.9551 Td [ (e) 15.0128 (xtract) -307 (features) -305.989 (from) -306.997 (images\054) -320.981 (ef) 25.0081 (fecti) 25.0179 (v) 14.9828 (ely) -306.02 (casting) -306.986 (the) -307 (visual) ] TJ 11.9551 TL T* [ (comparison) -347.987 (problem) -347.993 (into) -349.015 (one) -348.014 (of) -348.019 (distance) -348.003 (computations) -348.983 (in) ] TJ T* [ (abstract) -310.998 (spaces\056) -493.01 (Whether) -311 (engineered) -311 (or) -311.985 (trained) -310.995 (using) -311.017 (con\055) ] TJ 11.9559 TL T* [ (v) 20.0016 (olutional) -223.017 (deep) -224 (netw) 10.0094 (orks\054) -229.005 (such) -223.009 (v) 14.9828 (ector) -224.002 (representations) -222.992 (are) -224.014 (at) ] TJ 11.9551 TL T* [ (the) -221.994 (core) -222.989 (of) -222 (all) -223.012 (content\055based) -222.017 (visual) -222.996 (search) -222.007 (engines\056) -300.987 (This) -223 (ap\055) ] TJ T* [ (plies) -260.014 (particularly) -260.011 (to) -259.984 (e) 15.0122 (xample\055based) -260.011 (image) -261 (retrie) 25.0154 (v) 24.9811 (al) -259.993 (systems) ] TJ T* [ (where) -287.995 (a) -287.015 (query) -287.984 (image) -288.014 (is) -288.017 (used) -286.999 (to) -288.018 (scan) -287.989 (a) -287.016 (database) -287.986 (for) -287.994 (images) ] TJ T* [ (that) -314.991 (are) -315.998 (similar) -315.014 (to) -314.994 (the) -314.999 (query) -316.018 (in) -314.994 (some) -314.988 (w) 10 (ay\072) -441.017 (in) -314.994 (that) -314.992 (the) 14.9852 (y) -315.982 (are) ] TJ T* [ (the) -245.99 (same) -245.988 (image) -245.982 (b) 20.0016 (ut) -245.986 (one) -245.992 (has) -245.991 (been) -247.016 (edi) 0.98758 (ted) -247.01 (\050) ] TJ /R23 9.9626 Tf 163.283 0 Td [ (near) -245.986 (duplicate) -246.006 (de\055) ] TJ -163.283 -11.9559 Td (tection) Tj /R19 9.9626 Tf 27.118 0 Td [ (\051\054) -343.002 (or) -323.983 (because) -325.006 (the) 14.9852 (y) -324.019 (are) -325.017 (images) -324.002 (of) -325.002 (t) 0.98758 (he) -325.005 (same) -324.015 (object) -324.99 (or) ] TJ -27.118 -11.9551 Td [ (scene) -253.999 (\050) ] TJ /R23 9.9626 Tf 27.9777 0 Td [ (instance) -254.009 (r) 37.0196 (etrie) 14.9901 (val) ] TJ /R19 9.9626 Tf 69.5422 0 Td [ (\051\054) -255.017 (or) -255.015 (because) -253.998 (the) 14.9852 (y) -253.992 (depict) -255.002 (objects) -254.014 (or) ] TJ -97.5199 -11.9551 Td [ (scenes) -249.993 (from) -249.987 (the) -249.99 (same) -249.988 (semantic) -250.012 (class) -249.986 (\050) ] TJ /R23 9.9626 Tf 151.061 0 Td [ (cate) 39.9958 (gory) -249.985 (r) 37.0183 (etrie) 14.9901 (val) ] TJ /R19 9.9626 Tf 70.7539 0 Td (\051\056) Tj -209.86 -12.0547 Td [ (Deplo) 10.0143 (ying) -560.982 (such) -560.992 (systems) -561.006 (requires) -560.996 (conducting) -561.007 (nearest) ] TJ -11.9551 -11.9551 Td [ (neighbour) -230.991 (search) -230.986 (in) -231.988 (a) -230.986 (high\055dimensional) -230.988 (feature) -230.988 (space\056) -303.988 (Both) ] TJ 11.9563 TL T* [ (the) -410.982 (dimension) -410.001 (of) -410.989 (this) -411.004 (space) -410.012 (and) -410.984 (the) -410.983 (size) -410.005 (of) -410.988 (the) -410.983 (database) ] TJ 11.9547 TL T* [ (can) -222.006 (be) -222.982 (v) 14.9828 (ery) -222.005 (lar) 17.997 (ge\054) -227.997 (which) -221.986 (imposes) -222.985 (se) 25.0167 (v) 14.9828 (ere) -222.014 (constraints) -222.005 (on) -223.012 (stor) 20.0114 (\055) ] TJ T* [ (age) -277.016 (\050memory) -276.989 (footprint) -277.016 (of) -277.011 (database) -277.987 (item) 1.00228 (s\051) -277.99 (and) -277.008 (computation) ] TJ T* [ (\050search) -349.989 (comple) 14.9987 (xity\051\056) -609.012 (Exhausti) 25.0118 (v) 14.9828 (e) -349.005 (e) 15.0122 (xact) -350.018 (search) -349.005 (must) -349.991 (be) -350.02 (re\055) ] TJ T* [ (placed) -253.993 (by) ] TJ /R23 9.9626 Tf 41.023 0 Td [ (appr) 44.9937 (oximate) 10.0167 (\054) -255.014 (non\055e) 20.004 (xhaustive) ] TJ /R19 9.9626 Tf 117.486 0 Td [ (search\056) -321.988 (T) 79.9916 (o) -253.012 (this) -254.012 (end\054) ] TJ -158.509 -11.9551 Td [ (tw) 10.0081 (o) -311.982 (main) -312.006 (com) 0.99248 (p) -1.01454 (l) 0.98758 (ementary) -312.013 (methods) -311.991 (ha) 19.9979 (v) 14.9828 (e) -311.992 (emer) 17.997 (ged\054) -326.997 (both) -312.004 (re\055) ] TJ 11.9559 TL T* [ (lying) -230.991 (on) -231.991 (v) 24.9811 (ari) 1.01883 (ants) -231.987 (of) -231.019 (unsupervised) -230.982 (v) 14.9828 (ector) -230.981 (quantization) -231.998 (\050VQ\051\056) ] TJ 11.9551 TL T* [ (The) -323 <02727374> -322.98 (such) -322.993 (method\054) -341.008 (introduced) -323.017 (by) -322.995 (Si) 24.9983 (vic) -322.998 (and) -323 (Zisserman) ] TJ (\133) ' ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 53.4297 92.9551 Tm (25) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 63.3922 92.9551 Tm [ (\135) -194.01 (is) -193.993 (the) -193.999 (in) 40.0056 (v) 14.9828 (erted) -194.007 <026c65> -193.009 (system) -194.014 (that) -193.992 (relies) -194 (on) -193.997 (a) -194.012 (partition) -194.009 (of) -194.004 (the) ] TJ -13.2801 -11.9547 Td [ (feature) -268.982 (space) -269.997 (into) -268.989 (a) -270 (set) -269.005 (of) -269.993 (mutually) -269.009 (e) 15.0122 (xclusi) 25.0032 (v) 14.9828 (e) -269.019 (bins\056) -369.009 (Search\055) ] TJ 258.75 473.826 Td [ (ing) -205.988 (thus) -207.002 (amounts) -206.007 (to) -205.993 <02727374> -207 (assigning) -206 (the) -205.995 (query) -207.014 (image) -205.99 (to) -205.995 (one) -207.019 (or) ] TJ 11.9551 TL T* [ (se) 25.0179 (v) 14.9828 (eral) -240.984 (such) -241.006 (bins\054) -242.991 (and) -241.994 (then) -241.004 (ranking) -240.999 (the) -241.009 (resulting) -242.004 (short) 1 (list) -242.009 (of) ] TJ T* [ (images) -201.003 (associated) -199.986 (to) -201.013 (these) -201.015 (bins) -201 (using) -200.016 (the) -201.015 (Euclidean) -201.006 (distance) ] TJ T* [ (\050or) -250 (some) -250.017 (other) -249.988 (similarity) -249.985 (measure\051) -249.993 (in) -249.988 (feature) -250.002 (space\056) ] TJ 11.9551 -13.8492 Td [ (The) -208 (second) -209.012 (method\054) -216.991 (introduced) -208.014 (by) -209.014 (Je) 15.0171 (gou) ] TJ /R23 9.9626 Tf 163.746 0 Td [ (et) -208 (al) ] TJ /R19 9.9626 Tf 17.0301 0 Td [ (\056) -208 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 509.473 505.112 Tm (15) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 519.436 505.112 Tm [ (\135\054) -216.983 (con\055) ] TJ -210.574 -11.9551 Td [ (sists) -345.989 (of) -344.999 (using) -345.991 (ef) 25.0081 <026369656e74> -345.996 (approxi) 1 (mate) -346.011 (distance) -346.001 (computations) ] TJ 11.9559 TL T* [ (as) -339.98 (part) -338.997 (of) -339.98 (the) -340.014 (ranking) -338.983 (process\056) -578.987 (This) -339.997 (is) -338.988 (enabled) -340.012 (by) -340.012 (feature) ] TJ 11.9551 TL T* [ (encoders) -305.003 (producing) -305.998 (compact) -304.993 (representations) -305.018 (of) -305.008 (the) -306.018 (feature) ] TJ T* [ (v) 14.9828 (ectors) -322.017 (that) -322.99 (further) -321.983 (do) -322.015 (not) -322.005 (need) -323.005 (to) -322.015 (be) -321.985 (decompressed) -322.98 (when) ] TJ T* [ (computing) -459.014 (the) -457.995 (approximate) -458.992 (distances\056) -936.015 (This) -458.997 (type) -459.007 (of) -458.982 (ap\055) ] TJ T* [ (proaches\054) -243.991 (which) -243.004 (can) -242.982 (be) -243.018 (seen) -243.018 (as) -243.018 (emplo) 9.98363 (ying) -242.994 (block\055structured) ] TJ 11.9559 TL T* [ (binary) -191.992 (representations\054) -202.993 (superseded) -191.012 (the) -191.997 (\050unstructured\051) -191.983 (binary) ] TJ 11.9551 TL T* [ (hashing) -250.007 (schemes) -249.98 (that) -249.983 (dominated) -249.997 (approximate) -250.007 (search\056) ] TJ 11.9551 -13.8488 Td [ (Despite) -197.987 (its) -197.006 (impressi) 25.013 (v) 14.9828 (e) -198.011 (impact) -197.001 (o) -1.01454 (n) -196.982 (the) -197.996 (design) -197.001 (of) -198.006 (image) -197.991 (rep\055) ] TJ -11.9551 -11.9551 Td [ (resentations) -240.007 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 362.162 383.666 Tm (11) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 372.125 383.666 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 377.006 383.666 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 381.988 383.666 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 386.869 383.666 Tm (10) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 396.832 383.666 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 401.704 383.666 Tm (23) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 411.666 383.666 Tm [ (\135\054) -241.999 (supervised) -240.009 (deep) -240 (learning) -239.98 (is) -239.984 (still) ] TJ -102.804 -11.9551 Td [ (limited) -269.992 (in) -269.982 (what) -271.004 (concerns) -269.989 (the) -269.984 (approximate) -270.004 (search) -271.018 (syst) 1.00473 (em) -271.004 (it\055) ] TJ 11.9551 TL T* [ (self\056) -606.989 (Most) -349.01 (recent) -349.005 (ef) 25.0081 (forts) -348.988 (focus) -348.991 (on) -348.991 (supervised) -349.01 (deep) -349 (binary) ] TJ T* [ (hashing) -351.99 (schemes\054) -377.016 (as) -350.998 (discussed) -351.99 (in) -352.01 (the) -350.99 (ne) 15.0171 (xt) -352.01 (section\056) -615.01 (As) -352.01 (an) ] TJ T* [ (e) 15.0122 (xception\054) -442.995 (the) -404.984 (w) 10 (ork) -404.004 (of) -404.989 (Jain) ] TJ /R23 9.9626 Tf 118.512 0 Td [ (et) -404.986 (al) ] TJ /R19 9.9626 Tf 18.9852 0 Td [ (\056) -404.986 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 456.202 335.846 Tm (13) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 466.164 335.846 Tm [ (\135) -404.016 (emplo) 9.98363 (ys) -405.021 (a) -404.016 (block\055) ] TJ -157.302 -11.9563 Td [ (structured) -262.015 (approach) -261.01 (inspired) -262.005 (by) -261.005 (the) -261.986 (successful) -260.996 (compact) -262.02 (en\055) ] TJ 11.9547 TL T* [ (coders) -295.005 (referenced) -294.012 (abo) 14.9828 (v) 14.9828 (e\056) -444.007 (Y) 99.9882 (et) -293.985 (the) -295 (binning) -293.99 (mechanisms) -295.01 (that) ] TJ T* [ (enable) -436.981 (the) -437.018 (usage) -437.018 (of) -436.983 (in) 40.0056 (v) 14.9828 (erted) -438.005 <026c65732c> -482.993 (and) -438 (hence) -436.991 (lar) 17.997 (ge\055scale) ] TJ T* [ (search\054) -250 (ha) 19.9967 (v) 14.9828 (e) -250.002 (so) -249.985 (f) 9.99588 (ar) -250.005 (been) -249.995 (ne) 15.0171 (glected\056) ] TJ 11.9551 -13.8488 Td [ (In) -388.991 (this) -389.009 (w) 10 (ork) -388.987 (we) -388.996 (introduce) -389.009 (a) -390.018 (no) 14.9877 (v) 14.9828 (el) -388.989 (supervised) -389.004 (in) 40.0031 (v) 14.9828 (erted) ] TJ -11.9551 -11.9551 Td [ <026c65> -403.014 (sys) 0.99738 (tem) -403.016 (along) -403.014 (with) -401.989 (a) -402.996 (supervised\054) -440.015 (block\055structured) -402.996 (en\055) ] TJ T* [ (coder) -349.983 (that) -348.986 (together) -350.003 (specify) -348.991 (a) -349.986 (complete\054) -373.992 (supervised\054) -375.006 (image) ] TJ T* [ (inde) 14.9901 (xing) -282.009 (pipeli) 1.00718 (n) -1.01454 (e) 1.01454 (\056) -404.989 (Our) -281.987 (design) -280.987 (is) -282.017 (inspired) -280.983 (by) -281.982 (the) -281.002 (tw) 10.0081 (o) -281.987 (meth\055) ] TJ 11.9559 TL T* [ (ods) -231.003 (of) -231.998 (successful) -231 (inde) 14.9901 (xing) -232.015 (pipelines) -230.986 (described) -231.991 (abo) 14.9828 (v) 14.9828 (e\054) -234.98 (while) ] TJ 11.9551 TL T* [ (borro) 24.9836 (wing) -250.017 (ideas) -249.988 (from) -249.988 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 400.747 214.4 Tm (13) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 410.71 214.4 Tm [ (\135) -250.002 (to) -249.988 (implement) -249.988 (this) -250.012 (philosoph) 4.98936 (y) 65.0137 (\056) ] TJ -89.8926 -13.8488 Td [ (Our) -327 (main) -326.985 (contrib) 20.0187 (utions) -327.009 (are) -327.014 (as) -327.004 (follo) 24.9958 (ws\072) -465.006 (\0501\051) -327.004 (W) 79.9866 (e) -327.009 (propose) ] TJ -11.9551 -11.9551 Td [ (the) -303 <027273742c> -317.018 (to) -302.996 (our) -303 (kno) 24.9909 (wledge\054) -316.991 (image) -302.994 (inde) 14.9926 (xing) -302.984 (system) -303.013 (to) -304.018 (reap) ] TJ 11.9551 TL T* [ (the) -295.982 <62656e65027473> -294.98 (of) -295.987 (deep) -295.987 (learning) -296.009 (for) -295.01 (both) -296.005 (data) -295.985 (partitioning) -296.014 (and) ] TJ T* [ (feature) -287.018 (encoding\073) -305.015 (\0502\051) -287.013 (Our) -287.006 (data) -287.006 (partitioning) -286.996 (scheme\054) -296.014 (in) -287.001 (par) 19.9918 (\055) ] TJ T* [ (ticular) 40.008 (\054) -335 (is) -316.994 (the) -318.018 <02727374> -318 (to) -318.013 (replace) -317.996 (unsupervised) -317.006 (VQ) -317.981 (by) -318.016 (a) -317.991 (super) 20.0065 (\055) ] TJ 11.9559 TL T* [ (vised) -260.015 (approach\073) -265.005 (\0503\051) -259.998 (W) 79.9866 (e) -260 (tak) 10.0081 (e) -260 (steps) -260.015 (to) 24.986 (w) 10.0032 (ards) -261.01 (learning) -260.015 (the) -259.986 (fea\055) ] TJ 11.9551 TL T* [ (ture) -412.005 (encoder) -412.012 (and) -410.985 (in) 40.0056 (v) 14.9828 (erted) -412.01 <026c65> -411.99 (binning) -412.01 (mechanism) -412.015 (simul\055) ] TJ T* [ (taneously) -406.018 (as) -404.989 (part) -406.006 (of) -404.989 (the) -406.003 (same) -404.981 (learning) -405.991 (objecti) 25 (v) 14.9828 (e\073) -483.013 (\0504\051) -406.011 (W) 79.9866 (e) ] TJ T* [ (establish) -343.987 (a) -343.987 (wide) -344.991 (mar) 18.0019 (gin) -344.004 (of) -344.021 (impro) 15.0024 (v) 14.9828 (ement) -344.006 (o) 14.9828 (v) 14.9828 (er) -345.011 (t) 0.98513 (he) -345.001 (e) 15.0122 (xisting) ] TJ T* [ (baselines) -345.016 (emplo) 9.98363 (ying) -343.999 (state\055of\055the) -344.987 (art) -345.001 (deep) -343.982 (features\054) -368.997 (feature) ] TJ T* [ (encoders) -249.993 (and) -249.993 (binning) -249.997 (mechanism\056) ] TJ -13.741 -29.8879 Td (1) Tj ET Q Q Q q q 1 1 1 rg /a0 gs 48.406 786.422 515.188 -52.699 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 14.4 TL ET 1 1 1 rg n 270 47 72 14 re f* 0.5 0.5 0.5 rg BT /F2 9 Tf 10.8 TL ET BT 1 0 0 1 297 50 Tm (4933) 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 [ 132 751 480 772 ]
/Type /XObject
/Subtype /Form
>>
stream
x+O4PH/VЯ02Qp
0
endstream
endobj
21 0 obj
<<
/Filter /FlateDecode
/Resources 22 0 R
/Length 53223
/Type /XObject
/BBox [ 132 751 480 772 ]
/Subtype /Form
>>
stream
xtI:6%Q㨈?7rA= u%6 ?Y(WbWo{B>9
x`Znϳ|8{3?0x*z ǃ|,@:w>`c|*ϻⳅKO3`g
:_|}}><.6`Z{{3]#<_o"~:ͺgk7/Ұ@|K yp ]03ʷCmş8˽Y?>(3!Bwqs.Z8,~~=rMT̩y+/*w: uBZ_`ߵp`%M?ɝ1ɳw=vDۉy&xb4Q>d@ sg~lA