%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 (LCR\055Net\072 Localization\055Classification\055Regression for Human Pose) /Producer (PyPDF2) /Author (Gregory Rogez\054 Philippe Weinzaepfel\054 Cordelia Schmid) /Subject (2017 IEEE Conference on Computer Vision and Pattern Recognition) >> endobj 3 0 obj << /Parent 1 0 R /Rotate 0 /Contents 13 0 R /Resources << /XObject << /x8 14 0 R /x10 17 0 R /x6 20 0 R /x12 23 0 R /R30 26 0 R /R31 27 0 R >> /ExtGState << /s9 28 0 R /s11 31 0 R /R16 34 0 R /a0 << /CA 1 /ca 1 >> /s5 35 0 R /s7 38 0 R >> /Font << /F2 41 0 R /F1 42 0 R /R17 43 0 R /R21 47 0 R /R19 50 0 R /R23 54 0 R /R25 58 0 R /R27 62 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 66 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 67 0 R 68 0 R 69 0 R 70 0 R 71 0 R 72 0 R 73 0 R ] /Type /Page >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Contents 74 0 R /Resources << /XObject << /R102 75 0 R /R136 78 0 R /R105 79 0 R /R137 80 0 R /R104 81 0 R /R107 82 0 R /R106 83 0 R /R372 84 0 R /R373 85 0 R /R370 86 0 R /R371 87 0 R /R376 88 0 R /R377 89 0 R /R374 90 0 R /R375 91 0 R /R378 92 0 R /R379 93 0 R /R279 94 0 R /R278 95 0 R /R273 96 0 R /R272 97 0 R /R271 98 0 R /R270 99 0 R /R277 100 0 R /R276 101 0 R /R275 102 0 R /R274 103 0 R /R178 104 0 R /R179 105 0 R /R428 106 0 R /R429 107 0 R /R174 108 0 R /R175 109 0 R /R176 110 0 R /R177 111 0 R /R170 112 0 R /R171 113 0 R /R172 114 0 R /R173 115 0 R /R181 116 0 R /R180 117 0 R /R183 118 0 R /R182 119 0 R /R185 120 0 R /R184 121 0 R /R187 122 0 R /R186 123 0 R /R189 124 0 R /R188 125 0 R /R219 126 0 R /R218 127 0 R /R358 128 0 R /R359 129 0 R /R213 130 0 R /R212 131 0 R /R215 132 0 R /R214 133 0 R /R217 134 0 R /R216 135 0 R /R350 136 0 R /R351 137 0 R /R352 138 0 R /R353 139 0 R /R354 140 0 R /R355 141 0 R /R356 142 0 R /R357 143 0 R /R404 144 0 R /R405 145 0 R /R406 146 0 R /R407 147 0 R /R400 148 0 R /R401 149 0 R /R402 150 0 R /R403 151 0 R /R90 152 0 R /R91 153 0 R /R92 154 0 R /R93 155 0 R /R94 156 0 R /R409 157 0 R /R96 158 0 R /R97 159 0 R /R98 160 0 R /R118 161 0 R /R119 162 0 R /R99 163 0 R /R112 164 0 R /R113 165 0 R /R110 166 0 R /R111 167 0 R /R116 168 0 R /R117 169 0 R /R114 170 0 R /R115 171 0 R /R437 172 0 R /R436 173 0 R /R329 174 0 R /R328 175 0 R /R325 176 0 R /R324 177 0 R /R327 178 0 R /R326 179 0 R /R321 180 0 R /R320 181 0 R /R323 182 0 R /R322 183 0 R /R288 184 0 R /R289 185 0 R /R282 186 0 R /R408 187 0 R /R280 188 0 R /R281 189 0 R /R286 190 0 R /R287 191 0 R /R284 192 0 R /R285 193 0 R /R221 194 0 R /R239 195 0 R /R238 196 0 R /R237 197 0 R /R236 198 0 R /R235 199 0 R /R234 200 0 R /R233 201 0 R /R232 202 0 R /R231 203 0 R /R230 204 0 R /R462 205 0 R /R463 206 0 R /R132 207 0 R /R133 208 0 R /R134 209 0 R /R135 210 0 R /R464 211 0 R /R465 212 0 R /R138 213 0 R /R139 214 0 R /R425 215 0 R /R309 216 0 R /R308 217 0 R /R303 218 0 R /R302 219 0 R /R301 220 0 R /R300 221 0 R /R307 222 0 R /R306 223 0 R /R305 224 0 R /R304 225 0 R /R145 226 0 R /R144 227 0 R /R147 228 0 R /R146 229 0 R /R141 230 0 R /R140 231 0 R /R143 232 0 R /R142 233 0 R /R149 234 0 R /R148 235 0 R /R423 236 0 R /R211 237 0 R /R448 238 0 R /R449 239 0 R /R440 240 0 R /R441 241 0 R /R442 242 0 R /R443 243 0 R /R444 244 0 R /R445 245 0 R /R446 246 0 R /R447 247 0 R /R398 248 0 R /R399 249 0 R /R394 250 0 R /R395 251 0 R /R396 252 0 R /R397 253 0 R /R390 254 0 R /R391 255 0 R /R95 256 0 R /R393 257 0 R /R361 258 0 R /R360 259 0 R /R363 260 0 R /R362 261 0 R /R365 262 0 R /R364 263 0 R /R367 264 0 R /R366 265 0 R /R369 266 0 R /R368 267 0 R /R248 268 0 R /R249 269 0 R /R246 270 0 R /R247 271 0 R /R244 272 0 R /R245 273 0 R /R242 274 0 R /R243 275 0 R /R240 276 0 R /R241 277 0 R /R163 278 0 R /R162 279 0 R /R161 280 0 R /R160 281 0 R /R439 282 0 R /R438 283 0 R /R165 284 0 R /R164 285 0 R /R435 286 0 R /R434 287 0 R /R169 288 0 R /R168 289 0 R /R431 290 0 R /R430 291 0 R /R433 292 0 R /R432 293 0 R /R78 294 0 R /R79 295 0 R /R73 296 0 R /R71 297 0 R /R76 298 0 R /R77 299 0 R /R74 300 0 R /R75 301 0 R /R471 302 0 R /R470 303 0 R /R473 304 0 R /R426 305 0 R /R472 306 0 R /R427 307 0 R /R475 308 0 R /R424 309 0 R /R474 310 0 R /R264 311 0 R /R265 312 0 R /R266 313 0 R /R267 314 0 R /R260 315 0 R /R261 316 0 R /R349 317 0 R /R348 318 0 R /R347 319 0 R /R422 320 0 R /R345 321 0 R /R344 322 0 R /R343 323 0 R /R269 324 0 R /R341 325 0 R /R340 326 0 R /R420 327 0 R /R421 328 0 R /R109 329 0 R /R108 330 0 R /R419 331 0 R /R418 332 0 R /R101 333 0 R /R100 334 0 R /R103 335 0 R /R410 336 0 R /R417 337 0 R /R416 338 0 R /R415 339 0 R /R414 340 0 R /R85 341 0 R /R84 342 0 R /R192 343 0 R /R193 344 0 R /R190 345 0 R /R191 346 0 R /R196 347 0 R /R197 348 0 R /R194 349 0 R /R195 350 0 R /R198 351 0 R /R199 352 0 R /R166 353 0 R /R299 354 0 R /R298 355 0 R /R291 356 0 R /R290 357 0 R /R293 358 0 R /R292 359 0 R /R295 360 0 R /R294 361 0 R /R297 362 0 R /R296 363 0 R /R283 364 0 R /R484 365 0 R /R480 384 0 R /R481 385 0 R /R482 386 0 R /R483 387 0 R /R202 388 0 R /R203 389 0 R /R200 390 0 R /R201 391 0 R /R206 392 0 R /R207 393 0 R /R204 394 0 R /R205 395 0 R /R208 396 0 R /R209 397 0 R /R127 374 0 R /R126 375 0 R /R125 376 0 R /R124 377 0 R /R123 378 0 R /R122 379 0 R /R477 398 0 R /R476 399 0 R /R479 400 0 R /R478 401 0 R /R81 402 0 R /R80 403 0 R /R87 404 0 R /R86 405 0 R /R129 382 0 R /R128 383 0 R /R262 406 0 R /R263 371 0 R /R346 407 0 R /R167 408 0 R /R157 470 0 R /R268 380 0 R /R342 381 0 R /R121 409 0 R /R338 410 0 R /R339 411 0 R /R336 412 0 R /R337 413 0 R /R334 414 0 R /R335 415 0 R /R332 416 0 R /R333 417 0 R /R330 418 0 R /R331 419 0 R /R151 476 0 R /R120 420 0 R /R228 421 0 R /R229 422 0 R /R220 423 0 R /R210 370 0 R /R222 424 0 R /R223 425 0 R /R224 426 0 R /R225 427 0 R /R226 428 0 R /R227 429 0 R /R392 430 0 R /R459 431 0 R /R458 432 0 R /R457 433 0 R /R456 434 0 R /R455 435 0 R /R454 436 0 R /R453 437 0 R /R452 438 0 R /R451 439 0 R /R450 440 0 R /R383 441 0 R /R382 442 0 R /R381 443 0 R /R380 444 0 R /R387 445 0 R /R386 446 0 R /R385 447 0 R /R384 448 0 R /R389 449 0 R /R388 450 0 R /R314 451 0 R /R315 452 0 R /R316 453 0 R /R310 454 0 R /R311 455 0 R /R312 456 0 R /R313 457 0 R /R319 458 0 R /R259 459 0 R /R258 460 0 R /R255 461 0 R /R254 462 0 R /R257 463 0 R /R256 464 0 R /R251 465 0 R /R250 466 0 R /R253 467 0 R /R252 468 0 R /R156 469 0 R /R130 372 0 R /R154 471 0 R /R155 472 0 R /R152 473 0 R /R153 474 0 R /R150 475 0 R /R131 373 0 R /R460 477 0 R /R158 478 0 R /R159 479 0 R /R413 480 0 R /R461 481 0 R /R412 482 0 R /R466 483 0 R /R411 484 0 R /R467 485 0 R >> /ExtGState << /R317 368 0 R /R16 34 0 R /R83 366 0 R /R82 367 0 R /R70 76 0 R /R318 369 0 R >> /Font << /F1 494 0 R /F2 495 0 R /R88 490 0 R /R17 43 0 R /R19 50 0 R /R468 486 0 R /R25 58 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /Group 66 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 496 0 R 497 0 R 498 0 R 499 0 R 500 0 R 501 0 R 502 0 R 503 0 R 504 0 R 505 0 R 506 0 R 507 0 R 508 0 R 509 0 R 510 0 R 511 0 R 512 0 R 513 0 R 514 0 R 515 0 R 516 0 R 517 0 R 518 0 R 519 0 R 520 0 R 521 0 R 522 0 R 523 0 R 524 0 R 525 0 R ] /Type /Page >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 526 0 R /Resources << /ExtGState << /R16 34 0 R >> /Font << /R518 527 0 R /R516 531 0 R /R522 535 0 R /R520 539 0 R /R526 544 0 R /R524 547 0 R /F2 550 0 R /F1 551 0 R /R17 43 0 R /R19 50 0 R /R25 58 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 552 0 R 553 0 R 554 0 R 555 0 R 556 0 R 557 0 R 558 0 R 559 0 R 560 0 R 561 0 R 562 0 R 563 0 R 564 0 R 565 0 R 566 0 R 567 0 R 568 0 R 569 0 R 570 0 R 571 0 R 572 0 R 573 0 R 574 0 R 575 0 R 576 0 R ] >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Contents 577 0 R /Resources << /XObject << /R578 578 0 R /R579 579 0 R /R537 580 0 R /R570 581 0 R /R538 582 0 R /R575 583 0 R /R606 586 0 R /R607 587 0 R /R604 588 0 R /R605 589 0 R /R602 590 0 R /R603 591 0 R /R600 592 0 R /R601 593 0 R /R608 594 0 R /R609 595 0 R /R71 297 0 R /R541 596 0 R /R540 597 0 R /R543 598 0 R /R542 599 0 R /R545 600 0 R /R544 601 0 R /R547 602 0 R /R546 603 0 R /R549 604 0 R /R548 605 0 R /R585 606 0 R /R584 607 0 R /R587 608 0 R /R586 609 0 R /R581 610 0 R /R580 611 0 R /R583 612 0 R /R582 613 0 R /R589 614 0 R /R588 615 0 R /R552 616 0 R /R553 617 0 R /R550 618 0 R /R551 619 0 R /R556 620 0 R /R557 621 0 R /R554 622 0 R /R555 623 0 R /R558 624 0 R /R559 625 0 R /R628 626 0 R /R627 627 0 R /R620 628 0 R /R621 629 0 R /R622 630 0 R /R539 634 0 R /R597 635 0 R /R594 637 0 R /R595 636 0 R /R592 640 0 R /R593 641 0 R /R590 638 0 R /R591 639 0 R /R598 642 0 R /R599 643 0 R /R569 644 0 R /R568 645 0 R /R567 646 0 R /R566 663 0 R /R565 647 0 R /R564 648 0 R /R563 649 0 R /R562 650 0 R /R561 651 0 R /R560 652 0 R /R615 653 0 R /R614 654 0 R /R617 655 0 R /R616 656 0 R /R611 657 0 R /R610 658 0 R /R613 659 0 R /R612 660 0 R /R619 661 0 R /R618 662 0 R >> /ExtGState << /R596 631 0 R /R70 76 0 R /R574 584 0 R /R16 34 0 R /R577 632 0 R >> /Font << /R631 668 0 R /R629 673 0 R /R518 527 0 R /R516 531 0 R /R625 678 0 R /F1 682 0 R /R520 539 0 R /R571 664 0 R /R526 544 0 R /R524 547 0 R /F2 683 0 R /R522 535 0 R /R17 43 0 R /R19 50 0 R /R623 684 0 R /R25 58 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 66 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 688 0 R 689 0 R 690 0 R 691 0 R 692 0 R ] /Type /Page >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 693 0 R /Resources << /ExtGState << /R16 34 0 R >> /Font << /F2 694 0 R /F1 695 0 R /R518 527 0 R /R17 43 0 R /R516 531 0 R /R522 535 0 R /R25 58 0 R /R19 50 0 R /R524 547 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 719 0 R 720 0 R 721 0 R 722 0 R 723 0 R 724 0 R 725 0 R 726 0 R 727 0 R 728 0 R 729 0 R 730 0 R 731 0 R ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Contents 732 0 R /Resources << /XObject << /R699 733 0 R /R700 734 0 R >> /ExtGState << /R16 34 0 R >> /Font << /R623 684 0 R /F2 735 0 R /F1 736 0 R /R17 43 0 R /R19 50 0 R /R25 58 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 66 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 737 0 R 738 0 R 739 0 R 740 0 R 741 0 R 742 0 R 743 0 R 744 0 R 745 0 R 746 0 R 747 0 R 748 0 R 749 0 R 750 0 R 751 0 R 752 0 R 753 0 R 754 0 R 755 0 R ] /Type /Page >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 756 0 R /Resources << /XObject << /R718 757 0 R /R719 758 0 R >> /ExtGState << /R16 34 0 R >> /Font << /F2 759 0 R /F1 760 0 R /R518 527 0 R /R17 43 0 R /R516 531 0 R /R522 535 0 R /R25 58 0 R /R19 50 0 R /R524 547 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 761 0 R 762 0 R 763 0 R 764 0 R 765 0 R 766 0 R 767 0 R 768 0 R 769 0 R 770 0 R 771 0 R 772 0 R ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 773 0 R /Resources << /XObject << /R732 774 0 R >> /ExtGState << /R16 34 0 R >> /Font << /R516 531 0 R /F2 775 0 R /F1 776 0 R /R17 43 0 R /R19 50 0 R /R25 58 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 777 0 R 778 0 R 779 0 R 780 0 R 781 0 R 782 0 R ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 783 0 R /Resources << /ExtGState << /R16 34 0 R >> /Font << /F2 784 0 R /R19 50 0 R /F1 785 0 R /R25 58 0 R /R17 43 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /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 796 0 R 797 0 R 798 0 R 799 0 R 800 0 R 801 0 R 802 0 R 803 0 R 804 0 R 805 0 R 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 823 0 R 824 0 R 825 0 R 826 0 R 827 0 R 828 0 R 829 0 R 830 0 R 831 0 R 832 0 R 833 0 R 834 0 R 835 0 R 836 0 R 837 0 R 838 0 R 839 0 R 840 0 R 841 0 R 842 0 R 843 0 R 844 0 R 845 0 R 846 0 R 847 0 R 848 0 R 849 0 R 850 0 R 851 0 R 852 0 R 853 0 R 854 0 R ] >> endobj 12 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 13 0 obj << /Length 14668 >> stream q q q 0.10000 0 0 0.10000 0 0 cm /R16 gs 0 g q 10 0 0 10 0 0 cm BT /R17 14.34620 Tf 1 0 0 1 96.40900 675.06700 Tm [ (LCR\055Net\072) -310.00800 <4c6f63616c697a6174696f6e2d436c6173736902636174696f6e2d52656772> 17.99460 (ession) -250.00200 (f) 24.99230 (or) -249.99500 (Human) -249.99100 (P) 20.00610 (ose) ] TJ /R19 11.95520 Tf 36.03520 -37.85820 Td (Gr) Tj 13.27580 0.06016 Td (\264) Tj -0.66406 -0.06016 Td [ (egory) -250.01300 (Rogez) ] TJ /R21 7.97010 Tf 60.75630 4.33906 Td [ (1) -0.30019 ] TJ /R19 11.95520 Tf 34.61990 -4.33906 Td [ (Philippe) -249.98500 (W) 80 (einzaepfel) ] TJ /R21 7.97010 Tf 102.29900 4.33906 Td [ (2) -0.30019 ] TJ /R19 11.95520 Tf 34.62110 -4.33906 Td [ (Cordelia) -249.99700 (Schmid) ] TJ /R21 7.97010 Tf 80.69610 4.33906 Td [ (1) -0.30019 ] TJ -267.42000 -27.89610 Td [ (1) -0.29866 ] TJ /R19 11.95520 Tf 4.73203 -4.33789 Td (Inria) Tj /R23 7.97010 Tf 22.57070 4.33789 Td [ <03> -0.30019 ] TJ /R21 7.97010 Tf 32.87700 0 Td [ (2) -0.30019 ] TJ /R19 11.95520 Tf 4.73203 -4.33789 Td [ (Xerox) -250 (Research) -250.00600 (Centre) -249.99700 (Europe) ] TJ /R17 11.95520 Tf -109.54500 -41.04610 Td (Abstract) Tj /R25 9.96260 Tf -83.92810 -23.91090 Td [ (W) 91.98650 (e) -287.01500 (pr) 44.98390 (opose) -286.99400 (an) -287.98100 (end\055to\055end) -286.99400 (ar) 36.98520 (c) 15.01220 (hitectur) 37.00360 (e) -287.01600 (for) -286.99400 (joint) -287.01800 (2) -1.01454 (D) -287.00800 (and) ] TJ -11.95470 -11.95510 Td [ (3D) -344.01300 (human) -343.99800 (pose) -342.98900 (estimation) -344.01200 (in) -344.00900 (natur) 15.00610 (al) -344.00900 (ima) 10.01300 (g) 10.00320 (es\056) -590.99500 (K) 34.98680 (e) 29.99010 (y) -343.98700 (to) -344.00900 (our) ] TJ 11.95510 TL T* [ (appr) 44.99370 (oac) 14.98340 (h) -229.99600 (is) -229.98700 (the) -229.99300 (g) 10.00320 (ener) 15.01960 (ation) -230.01100 (and) -229.98600 (scoring) -230.01100 (of) -229.98900 (a) -229.99600 (number) -229.98100 (of) -229.98900 (pose) ] TJ T* [ (pr) 44.98390 (oposals) -400.99200 (per) -400.98500 (ima) 10.01300 (g) 10.00320 (e) 9.99343 (\054) -438.00300 (whic) 14.99870 (h) -400.98700 (allows) -400.98700 (us) -400.98000 (to) -401.01900 (pr) 36.98650 (edict) -400.98200 (2D) -400.98500 (and) ] TJ T* [ (3D) -265.98700 (pose) -265.98300 (of) -265.98300 (multiple) -267.01700 (people) -265.98100 (simultaneously) 54.99330 (\056) -358.01600 (Hence) 9.99343 (\054) -271.01100 (our) -266.01700 (ap\055) ] TJ 11.95630 TL T* [ (pr) 44.98390 (oac) 14.98340 (h) -277.98800 (does) -279 (not) -278.01500 (r) 37.01960 (equir) 36.99260 (e) -277.99800 (an) -279.00200 (appr) 44.99370 (oximate) -278.01200 (localization) -278.00800 (of) -279 (the) ] TJ 11.95510 TL T* [ (humans) -375.00700 (for) -375.01700 (initialization\056) -683.99100 (Our) -374.98300 (ar) 36.98520 (c) 15.01220 (hitectur) 37.00360 (e) 9.99343 (\054) -406.00800 (named) -374.98200 (LCR\055) ] TJ T* [ (Net\054) -211.00500 (contains) -202.00900 (3) -202 (main) -201.98600 (components\072) -286.00100 (1\051) -200.98500 (the) -201.99800 (pose) -201.99300 (pr) 44.98510 (oposal) -202.01000 (g) 10.00320 (en\055) ] TJ T* [ (er) 15.01890 (ator) -246.01400 (that) -246.01300 (sug) 10.01430 (g) 10.00320 (ests) -245.98300 (potential) -245.99300 (poses) -246.01900 (at) -247.00500 (dif) 18.01660 (fer) 36.98400 (ent) -245.99100 (locations) -245.99300 (in) ] TJ T* [ (the) -263.98700 (ima) 10.01360 (g) 10.00320 (e\073) -272.00100 (2\051) -263.99400 (a) -265.01000 <636c61737369026572> -264 (that) -264.01000 (scor) 36.98650 (es) -265.01300 (the) -263.98800 (dif) 18.01660 (fer) 36.98400 (ent) -263.98800 (pose) -265.00200 (pr) 44.98510 (o\055) ] TJ T* [ (posals\073) -301.99700 (and) -284.01600 (3\051) -283.99100 (a) -285.00600 (r) 37.01960 (e) 39.98840 (gr) 36.98520 (essor) -284.01300 (that) -284.98700 (r) 37.01960 <65026e6573> -283.98400 (pose) -284.01900 (pr) 44.98510 (oposals) -285.01100 (both) ] TJ 11.95590 TL T* [ (in) -265.00200 (2D) -265.98700 (and) -265 (3D\056) -265.98500 (All) -264.99600 (thr) 36.99260 (ee) -266.00300 (sta) 10.01670 (g) 10.00320 (es) -265.01300 (shar) 36.99630 (e) -266 (the) -265.00700 (con) 39.99820 (volutional) -265.98500 (fea\055) ] TJ 11.95510 TL T* [ (tur) 36.99260 (e) -214.00800 (layer) 10.00810 (s) -213.01700 (and) -213.98900 (ar) 36.98520 (e) -212.98900 (tr) 14.99140 (ained) -213.98500 (jointly) 55.00550 (\056) -297.98700 (The) -213.00900 <026e> -1.00964 (al) -213.01100 (pose) -213.99100 (estimation) ] TJ T* [ (is) -318.01200 (obtained) -317.99000 (by) -317.00500 (inte) 40.00800 (gr) 14.98890 (ating) -317.99600 (o) 10.00320 (ver) -317.98900 (neighboring) -318.01300 (pose) -318.01300 (hypothe\055) ] TJ T* [ (ses\054) -354.98900 (whic) 14.99870 (h) -334.01800 (is) -334.00900 (shown) -333.00800 (to) -334.01000 (impr) 44.99370 (o) 10.00320 (ve) -333.99200 (o) 10.00320 (ver) -333.98600 (a) -334.01800 (standar) 37.01340 (d) -334.01800 (non) -334.00800 (max\055) ] TJ T* [ (imum) -389.01500 (suppr) 37.00120 (ession) -389.00900 (algorithm\056) -727.00200 (Our) -389.02000 (appr) 44.99490 (oac) 14.98280 (h) -388.98900 <7369676e690263616e746c79> ] TJ T* [ (outperforms) -354.98800 (the) -354.01200 (state) -355.01800 (of) -354.98700 (the) -354.01200 (art) -354.98100 (in) -354.98700 (3D) -354.01200 (pose) -354.98700 (estimation) -354.99000 (on) ] TJ 11.95590 TL T* [ (Human3\0566M\054) -263.01600 (a) -263.99000 (contr) 44.99130 (olled) -262.99500 (en) 39.99460 (vir) 44.98150 (onment\056) -351.01700 (Mor) 36.98650 (eo) 9.99833 (ver) 110.99900 (\054) -265.99200 (it) -263.98000 (shows) ] TJ 11.95510 TL T* [ (pr) 44.98390 (omising) -273.99400 (r) 37.01960 (esults) -272.98600 (on) -273.98400 (r) 37.01960 (eal) -273.98600 (ima) 10.01300 (g) 10.00320 (es) -273.01200 (for) -274.01400 (both) -272.99100 (single) -274.00600 (and) -274.01800 (multi\055) ] TJ T* [ (per) 10.00510 (son) -249.98200 (subsets) -250.00600 (of) -249.98500 (the) -249.99000 (MPII) -249.99900 (2D) -249.99000 (pose) -249.98500 (benc) 15.01960 (hmark\056) ] TJ /R17 11.95520 Tf 20.94800 TL T* [ (1\056) -249.99000 (Intr) 18.01460 (oduction) ] TJ /R19 9.96260 Tf 11.95470 -18.92890 Td [ (State\055of\055the\055art) -318.00600 (methods) -317.01000 (for) -317.98700 (2D) -316.99900 (human) -318.00300 (pose) -318.01300 (estimation) ] TJ -11.95470 -11.95510 Td [ (in) -223.99000 (real) -224.98700 (images) -224.01900 (obtain) -224.99700 (e) 15.01220 (xcellent) -223.98300 (performance) -224.00200 (using) -224.99200 (Con) 40.01540 (v) 20.00160 (olu\055) ] TJ 11.95590 TL T* [ (tional) -317.99800 (Neural) -317.98200 (Netw) 10.00690 (ork) -318.01800 (\050CNN\051) -318.01300 (architectures) -318.01600 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 232.39800 253.42100 Tm (4) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 237.37900 253.42100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 243.03800 253.42100 Tm (19) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 253 253.42100 Tm [ (\135\056) -513.99300 (Ho) 24.98360 (w\055) ] TJ -202.88800 -11.95510 Td [ (e) 25.01110 (v) 14.98280 (er) 39.98600 (\054) -366.99500 (occlusion) -343.00900 (still) -343.00700 (remains) -344.00300 (a) -343.00700 <7369676e690263616e74> -342.99200 (challenge) -342.98900 (as) -344.01900 (an\055) ] TJ 11.95510 TL T* [ (alyzed) -400.98800 (in) -402 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 95.18280 229.51100 Tm (19) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 105.14500 229.51100 Tm [ (\135\056) -763.99100 (Numerical) -401.99300 (e) 25.01050 (v) 24.98110 (aluations) -400.99700 (do) -402.00200 (not) -401.01400 (clearly) -402.00900 (re\055) ] TJ -55.03320 -11.95470 Td [ <03656374> -386.00100 (this) -387.00800 (f) 9.99527 (act) -386.01500 (since) -386.98400 (occluded) -386 (joints) -386.01500 (are) -387.00700 (often) -386.00400 (not) -387.01600 (labeled\054) ] TJ 11.95510 TL T* [ (and) -289.00500 (ne) 25.01600 (v) 14.98280 (er) -289.99800 (e) 25.01110 (v) 24.98110 (al) 0.98268 (uated) -289.98200 (in) -288.99800 (standard) -288.99500 (datasets\056) -427.98500 (In) -289.00800 (man) 14.99010 (y) -289.00600 (cases) -289.99100 (of) ] TJ T* [ (occlusions\054) -360.99700 (the) -338.99500 (pose) -338.01000 (is) -338.98900 (not) -338.98500 (ambiguous) -338.99500 (and) -338.01700 (can) -339.00500 (still) -339.00700 (be) -339.00200 (es\055) ] TJ 11.95590 TL T* [ (timated) -367.98700 (entirely) 64.98920 (\056) -664.00400 (One) -368.01300 (w) 10 (ay) -368.01600 (to) -368.00500 (reco) 15.00980 (v) 14.98280 (er) -367.98500 (body) -367.99700 (part) -368.01200 (locations) ] TJ 11.95510 TL T* [ (in) -447.01100 (such) -445.99200 (cases) -446.98500 (is) -447.01000 (to) -445.99200 (reason) -447.02000 (about) -447.00500 (the) -445.99700 (full\055body) -446.99200 (3D) -447.01600 (pose\056) ] TJ T* [ (Methods) -371.98100 (for) -372.99800 (3D) -372.00900 (human) -373.01300 (pose) -372.00400 (understanding) -372.01100 (require) -372.99400 (train\055) ] TJ T* [ (ing) -219.98500 (data) -221.01800 (that) -219.98700 (is) -219.98900 (only) -221 (a) 19.99180 (v) 24.98110 (ail) 0.99003 (able) -221.01800 (through) -220.01200 (Motion) -220 (Capture) -221.00200 (\050Mo\055) ] TJ T* [ (Cap\051) -423.99700 (systems\056) -832.01700 (Ev) 14.98650 (en) -424.00600 (if) -424.00400 (the) 14.98520 (y) -424.98300 (sho) 24.99220 (w) -424.00500 (accurate) -423.98100 (pose) -423.99500 (estima\055) ] TJ 11.95590 TL T* [ (tion) -345.99600 (results) -345.99700 (\050including) -345.98100 (occluded) -346.00600 (joints\051) -345.98600 (in) -346.00800 (controlled) -345.99100 (en) 39.99330 (vi\055) ] TJ 11.95510 TL T* [ (ronments\054) -371.98100 (these) -346.99100 (approaches) -346.99500 (do) -348.01100 (not) -346.98400 (generalize) -347 (well) -346.98900 (to) -348.00800 (real) ] TJ T* [ (images\054) -417.98400 (with) -383.99200 (the) -384.98700 (e) 15.01220 (xception) -383.98900 (of) -384.99300 (recent) -384.01800 (w) 10 (ork) -384.98700 (based) -384.00700 (on) -384.98500 (data) ] TJ ET Q 3.98000 w 0 G 501.12100 904.14800 m 1446.11000 904.14800 l S q 10 0 0 10 0 0 cm BT /R27 5.97760 Tf 1 0 0 1 60.14100 83.81290 Tm [ <03> -0.90058 ] TJ /R19 7.97010 Tf 4.31680 -2.81289 Td [ (Thoth) -250.01400 (team\054) -249.99700 (Inria\054) -249.97800 (Laboratoire) -250 (Jean) -250.01000 (K) 15.01120 (untzmann\054) -250.00400 (Grenoble\054) -250 (France\056) ] TJ ET Q q 2362.43000 0 0 3091.72000 3088.62000 2690.56000 cm /R31 Do Q q 10 0 0 10 0 0 cm BT /R19 8.96640 Tf 1 0 0 1 308.86200 258.09700 Tm [ (Figure) -276.99400 (1\056) -277.01100 (Exam) 0.98567 (ples) -276.99400 (of) -277.00300 (joint) -277.00500 (2D\0553D) -276.02000 (pose) -277.00500 (detections) -277.01600 (in) -276.97800 (natural) -276.02000 (im\055) ] TJ 10.95900 TL T* [ (ages\056) -296.99600 (Ev) 14.98110 (en) -212.00800 (in) -211.98100 (case) -211.99800 (of) -212.00300 (occlusion) -212.00600 (or) -211.00400 (truncation\054) -220.01100 (we) -212.01700 (estimate) -212.00600 (the) -210.99800 (joint) ] TJ T* [ (locations) -249.98700 (by) -249.97800 (reasoning) -250.01900 (in) -250.01400 (term) -249.99500 (of) -249.99500 (full\055body) -249.98900 (2D\0553D) -250.01100 (poses\056) ] TJ /R19 9.96260 Tf 21.66680 TL T* [ (synthesis) -329 (that) -328.98900 (sho) 24.99340 (ws) -328.99400 (promising) -328.99400 (results) -329.01900 (in) -328.99400 (the) -328.99400 (wild) -328.97900 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 518.59500 214.51200 Tm (5) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 523.57600 214.51200 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 529.34400 214.51200 Tm (23) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 539.30700 214.51200 Tm (\135\056) Tj -230.44500 -11.95510 Td [ (In) -299.00600 (this) -300.00400 (paper) 39.99090 (\054) -311.00400 (we) -299.99200 (propose) -298.98900 (a) -299.01400 (method) -299.99900 (that) -298.99400 (results) -298.98400 (in) -300.01900 (multiple) ] TJ 11.95510 TL T* [ (full\055body) -337.99000 (2D) -338.99500 (and) -338.01700 (3D) -338.01500 (pose) -338.99200 (h) 4.98446 (ypotheses) -337.99300 (in) -338.01200 (dif) 24.98600 (ferent) -339.00700 (re) 15.00730 (gions) ] TJ T* [ (of) -243.01600 (the) -243.01100 (image\056) -308.01000 (These) ] TJ /R25 9.96260 Tf 81.43590 0 Td [ (pose) -243.00600 (pr) 44.98270 (oposals) ] TJ /R19 9.96260 Tf 61.96020 0 Td [ (are) -242.98900 (ef) 25.00560 <026369656e746c79> -242.97900 (sampled\054) ] TJ -143.39600 -11.95470 Td [ (scored) -372.99200 (and) -372.01100 <7265026e6564> -372.98400 (using) -373.00600 (an) -372.01600 (end\055to\055end) -373.02100 (CNN) -373.01600 (architecture) ] TJ 11.95630 TL T* [ (inspired) -220.99500 (by) -221.01200 (the) -221.01500 (latest) -221.00200 (w) 10 (ork) -221.01700 (on) -221.01200 (object) -221.00700 (detection) -220.99700 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 496.26900 154.73600 Tm (22) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 506.23200 154.73600 Tm [ (\135\056) -301.00900 (Finally) 65.00880 (\054) ] TJ -197.37000 -11.95510 Td [ (the) -283.00400 (pose) -284.01900 (proposals) -283.01900 (are) -284.00400 (combined) -282.98200 (to) -283.00200 (estimate) -284.00700 (both) -282.98700 (the) -283.98200 (loca\055) ] TJ 11.95470 TL T* [ (tion) -357.01400 (and) -358.01400 (the) -356.99200 (2D\0573D) -357.01600 (pose) -358.00900 (of) -357 (the) -358.00900 (indi) 25 (viduals) -357.00900 (present) -356.98900 (in) -358.00900 (the) ] TJ T* [ (observ) 14.99260 (ed) -231.02000 (scene\056) -303.98800 (Our) -231.01500 (method) -230.99100 (reco) 15.01220 (v) 14.98280 (ers) -230.98100 (full\055body) -230.98600 (poses\054) -235 (e) 25.01050 (v) 14.98280 (en) ] TJ T* [ (when) -259.00800 (the) -259.00800 (persons) -258.99600 (are) -258.98900 (partially) -258.99100 (occluded) -259 (or) -259.01600 (truncated) -259 (by) -259.00600 (the) ] TJ T* [ (image) -249.98300 (boundary) 64.99160 (\054) -249.99500 (see) -250 (Figure) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 421.38000 94.96090 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 426.36100 94.96090 Tm (\056) Tj -105.54400 -13.96090 Td [ (CNNs) -222.01700 (ha) 19.99670 (v) 14.98280 (e) -220.98800 (been) -222 (used) -221.99000 (for) -222.00200 (full\055body) -220.98800 (pose) -221.99200 (estimation) -221.99200 (both) ] TJ -25.69610 -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 1 297 50 Tm (3433) 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 <<
/x21 18 0 R
>>
>>
/Length 28
/Group <<
/Type /Group
/S /Transparency
/CS /DeviceRGB
/I true
>>
/BBox [ 96 752 110 775 ]
/Type /XObject
/Subtype /Form
>>
stream
x+O4PH/VЯ02Tp
0w
endstream
endobj
18 0 obj
<<
/Filter /FlateDecode
/Resources 19 0 R
/Length 118
/Type /XObject
/BBox [ 96 752 110 775 ]
/Subtype /Form
>>
stream
xe=QSp#lZq|ddLB:D[c¸>*FI&(\T=s&GuJѩIY\I}#
.!.
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 <<
/x15 21 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
21 0 obj
<<
/Filter /FlateDecode
/Resources 22 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
22 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
23 0 obj
<<
/Filter /FlateDecode
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x24 24 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
24 0 obj
<<
/Filter /FlateDecode
/Resources 25 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