%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 12 0 R ] /Type /Pages /Count 10 >> endobj 2 0 obj << /Title (Learning Video Object Segmentation From Static Images) /Producer (PyPDF2) /Author (Federico Perazzi\054 Anna Khoreva\054 Rodrigo Benenson\054 Bernt Schiele\054 Alexander Sorkine\055Hornung) /Subject (2017 IEEE Conference on Computer Vision and Pattern Recognition) >> endobj 3 0 obj << /Parent 1 0 R /Rotate 0 /Contents 14 0 R /Resources << /XObject << /x8 15 0 R /R49 18 0 R /R32 23 0 R /x6 52 0 R /R40 22 0 R /R29 24 0 R /R28 25 0 R /R39 26 0 R /R34 27 0 R /x12 55 0 R /R33 28 0 R /x10 58 0 R /R31 29 0 R >> /ExtGState << /s9 61 0 R /s5 64 0 R /s7 67 0 R /s11 70 0 R /R16 73 0 R /a0 << /CA 1 /ca 1 >> /R25 19 0 R /R30 20 0 R /R26 21 0 R >> /Font << /R54 74 0 R /R46 37 0 R /R43 44 0 R /R52 78 0 R /F2 82 0 R /R36 30 0 R /F1 83 0 R /R17 84 0 R /R21 88 0 R /R19 92 0 R /R23 96 0 R /R50 100 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /Group 51 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 104 0 R 105 0 R 106 0 R 107 0 R 108 0 R 109 0 R ] /Type /Page >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 110 0 R /Resources << /ExtGState << /R16 73 0 R >> /Font << /F2 111 0 R /R19 92 0 R /F1 112 0 R /R111 113 0 R /R17 84 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 116 0 R 117 0 R 118 0 R 119 0 R 120 0 R 121 0 R 122 0 R 123 0 R 124 0 R 125 0 R 126 0 R 127 0 R 128 0 R 129 0 R 130 0 R 131 0 R 132 0 R 133 0 R 134 0 R 135 0 R 136 0 R 137 0 R 138 0 R 139 0 R 140 0 R 141 0 R 142 0 R 143 0 R 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 ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 164 0 R /Resources << /ExtGState << /R16 73 0 R >> /Font << /F2 165 0 R /R54 74 0 R /F1 166 0 R /R17 84 0 R /R21 88 0 R /R139 167 0 R /R50 100 0 R /R19 92 0 R /R52 78 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 170 0 R 171 0 R 172 0 R 173 0 R 174 0 R 175 0 R 176 0 R 177 0 R 178 0 R 179 0 R 180 0 R 181 0 R 182 0 R 183 0 R 184 0 R 185 0 R 186 0 R 187 0 R 188 0 R 189 0 R ] >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 190 0 R /Resources << /XObject << /R163 191 0 R /R167 192 0 R /R166 193 0 R /R165 194 0 R /R164 195 0 R /R168 196 0 R >> /ExtGState << /R16 73 0 R >> /Font << /R54 74 0 R /R169 197 0 R /R111 113 0 R /R50 100 0 R /R52 78 0 R /F2 200 0 R /F1 201 0 R /R17 84 0 R /R19 92 0 R /R139 167 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 202 0 R 203 0 R 204 0 R 205 0 R 206 0 R 207 0 R 208 0 R 209 0 R 210 0 R 211 0 R 212 0 R 213 0 R 214 0 R 215 0 R 216 0 R 217 0 R 218 0 R ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 219 0 R /Resources << /XObject << /R200 220 0 R /R201 221 0 R /R196 222 0 R /R197 223 0 R /R198 224 0 R /R199 225 0 R >> /ExtGState << /R16 73 0 R >> /Font << /R202 226 0 R /R204 229 0 R /R54 74 0 R /R111 113 0 R /R50 100 0 R /R52 78 0 R /F2 232 0 R /F1 233 0 R /R17 84 0 R /R21 88 0 R /R19 92 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 234 0 R 235 0 R 236 0 R 237 0 R 238 0 R 239 0 R 240 0 R 241 0 R 242 0 R 243 0 R 244 0 R 245 0 R 246 0 R 247 0 R 248 0 R 249 0 R 250 0 R 251 0 R 252 0 R ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 253 0 R /Resources << /ExtGState << /R16 73 0 R >> /Font << /R54 74 0 R /R169 197 0 R /R111 113 0 R /R50 100 0 R /R52 78 0 R /F2 254 0 R /F1 255 0 R /R17 84 0 R /R21 88 0 R /R19 92 0 R /R139 167 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 256 0 R 257 0 R 258 0 R 259 0 R 260 0 R 261 0 R 262 0 R 263 0 R 264 0 R 265 0 R 266 0 R 267 0 R 268 0 R 269 0 R 270 0 R 271 0 R 272 0 R 273 0 R 274 0 R 275 0 R ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Contents 276 0 R /Resources << /XObject << /R361 277 0 R /R360 279 0 R /R363 280 0 R /R362 281 0 R /R365 282 0 R /R364 283 0 R /R367 284 0 R /R366 285 0 R /R369 286 0 R /R368 287 0 R /R339 288 0 R /R248 289 0 R /R249 290 0 R /R247 291 0 R /R334 292 0 R /R335 293 0 R /R439 294 0 R /R438 295 0 R /R434 296 0 R /R437 383 0 R /R431 298 0 R /R430 299 0 R /R433 300 0 R /R432 301 0 R /R372 302 0 R /R373 303 0 R /R370 304 0 R /R371 305 0 R /R376 306 0 R /R377 307 0 R /R374 308 0 R /R375 309 0 R /R378 310 0 R /R379 311 0 R /R279 384 0 R /R278 385 0 R /R255 386 0 R /R273 387 0 R /R272 388 0 R /R271 389 0 R /R270 390 0 R /R277 391 0 R /R276 392 0 R /R275 393 0 R /R274 394 0 R /R302 395 0 R /R428 312 0 R /R429 313 0 R /R426 314 0 R /R427 315 0 R /R424 316 0 R /R425 317 0 R /R422 318 0 R /R423 319 0 R /R420 320 0 R /R421 321 0 R /R254 396 0 R /R329 397 0 R /R328 398 0 R /R264 399 0 R /R265 400 0 R /R266 401 0 R /R267 402 0 R /R260 403 0 R /R261 404 0 R /R349 322 0 R /R348 323 0 R /R347 324 0 R /R346 325 0 R /R345 326 0 R /R344 327 0 R /R343 328 0 R /R269 405 0 R /R257 406 0 R /R325 407 0 R /R250 408 0 R /R324 409 0 R /R419 332 0 R /R418 333 0 R /R413 338 0 R /R412 339 0 R /R411 340 0 R /R410 341 0 R /R417 342 0 R /R416 343 0 R /R415 344 0 R /R414 345 0 R /R493 410 0 R /R492 411 0 R /R491 412 0 R /R490 413 0 R /R497 414 0 R /R496 415 0 R /R495 416 0 R /R494 417 0 R /R499 418 0 R /R498 419 0 R /R358 346 0 R /R359 347 0 R /R350 348 0 R /R351 349 0 R /R352 350 0 R /R353 351 0 R /R354 352 0 R /R355 353 0 R /R356 354 0 R /R357 355 0 R /R404 356 0 R /R405 357 0 R /R406 358 0 R /R407 359 0 R /R400 360 0 R /R401 361 0 R /R402 362 0 R /R403 363 0 R /R408 364 0 R /R409 365 0 R /R299 420 0 R /R298 421 0 R /R291 422 0 R /R290 423 0 R /R293 424 0 R /R292 425 0 R /R295 426 0 R /R294 427 0 R /R297 428 0 R /R296 429 0 R /R488 430 0 R /R489 431 0 R /R484 432 0 R /R485 433 0 R /R486 434 0 R /R487 435 0 R /R480 436 0 R /R481 437 0 R /R482 438 0 R /R483 439 0 R /R263 440 0 R /R471 441 0 R /R470 442 0 R /R473 443 0 R /R472 444 0 R /R475 445 0 R /R474 446 0 R /R477 447 0 R /R476 448 0 R /R479 449 0 R /R478 450 0 R /R327 451 0 R /R326 452 0 R /R321 453 0 R /R320 454 0 R /R323 455 0 R /R322 456 0 R /R288 457 0 R /R289 458 0 R /R262 459 0 R /R282 460 0 R /R283 461 0 R /R280 462 0 R /R281 463 0 R /R286 464 0 R /R287 465 0 R /R284 466 0 R /R285 467 0 R /R253 468 0 R /R252 469 0 R /R268 470 0 R /R455 471 0 R /R342 472 0 R /R462 503 0 R /R463 504 0 R /R460 505 0 R /R461 506 0 R /R466 507 0 R /R467 508 0 R /R464 509 0 R /R465 510 0 R /R336 474 0 R /R337 498 0 R /R468 511 0 R /R469 512 0 R /R332 482 0 R /R333 477 0 R /R330 475 0 R /R331 476 0 R /R501 513 0 R /R500 514 0 R /R303 480 0 R /R309 478 0 R /R308 479 0 R /R459 515 0 R /R458 516 0 R /R457 517 0 R /R456 518 0 R /R301 481 0 R /R300 487 0 R /R453 520 0 R /R306 484 0 R /R451 522 0 R /R450 523 0 R /R383 330 0 R /R382 331 0 R /R381 366 0 R /R454 519 0 R /R387 334 0 R /R386 335 0 R /R385 336 0 R /R384 337 0 R /R307 483 0 R /R389 297 0 R /R388 374 0 R /R452 521 0 R /R251 502 0 R /R305 485 0 R /R304 486 0 R /R314 488 0 R /R315 489 0 R /R316 490 0 R /R317 491 0 R /R310 492 0 R /R311 493 0 R /R312 494 0 R /R313 495 0 R /R318 496 0 R /R319 497 0 R /R448 524 0 R /R449 525 0 R /R380 377 0 R /R259 499 0 R /R258 500 0 R /R440 526 0 R /R441 527 0 R /R442 528 0 R /R256 501 0 R /R444 530 0 R /R445 531 0 R /R446 532 0 R /R447 533 0 R /R443 529 0 R /R398 367 0 R /R399 368 0 R /R394 369 0 R /R395 370 0 R /R396 371 0 R /R397 372 0 R /R390 373 0 R /R391 329 0 R /R392 375 0 R /R393 376 0 R >> /ExtGState << /R25 19 0 R /R16 73 0 R /R30 20 0 R /R338 473 0 R >> /Font << /R435 534 0 R /R169 197 0 R /R111 113 0 R /R50 100 0 R /R52 78 0 R /R340 378 0 R /F2 538 0 R /R54 74 0 R /F1 539 0 R /R17 84 0 R /R19 92 0 R /R139 167 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /Group 382 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 540 0 R 541 0 R 542 0 R 543 0 R 544 0 R 545 0 R 546 0 R 547 0 R 548 0 R ] /Type /Page >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 549 0 R /Resources << /XObject << /R515 550 0 R /R510 551 0 R /R512 552 0 R /R513 553 0 R /R534 554 0 R /R535 555 0 R /R536 556 0 R /R530 557 0 R /R531 558 0 R /R532 559 0 R /R533 560 0 R /R511 561 0 R /R521 562 0 R /R529 563 0 R /R528 564 0 R /R509 565 0 R /R508 566 0 R /R518 567 0 R /R519 568 0 R /R516 569 0 R /R517 570 0 R /R507 571 0 R /R520 572 0 R /R527 573 0 R /R526 574 0 R /R525 575 0 R /R524 576 0 R /R523 577 0 R /R522 578 0 R /R514 579 0 R >> /ExtGState << /R16 73 0 R >> /Font << /R202 226 0 R /F2 580 0 R /F1 581 0 R /R17 84 0 R /R54 74 0 R /R19 92 0 R /R50 100 0 R /R52 78 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 582 0 R /Resources << /ExtGState << /R16 73 0 R >> /Font << /R21 88 0 R /R19 92 0 R /F1 583 0 R /F2 584 0 R /R17 84 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 585 0 R 586 0 R 587 0 R 588 0 R 589 0 R 590 0 R 591 0 R 592 0 R 593 0 R 594 0 R 595 0 R 596 0 R 597 0 R 598 0 R 599 0 R 600 0 R 601 0 R 602 0 R 603 0 R 604 0 R 605 0 R 606 0 R 607 0 R 608 0 R 609 0 R 610 0 R 611 0 R 612 0 R 613 0 R 614 0 R 615 0 R 616 0 R 617 0 R 618 0 R 619 0 R 620 0 R 621 0 R 622 0 R 623 0 R 624 0 R 625 0 R 626 0 R 627 0 R 628 0 R 629 0 R 630 0 R 631 0 R 632 0 R 633 0 R 634 0 R 635 0 R 636 0 R 637 0 R 638 0 R 639 0 R 640 0 R 641 0 R 642 0 R 643 0 R 644 0 R ] >> endobj 12 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 645 0 R /Resources << /ExtGState << /R16 73 0 R >> /Font << /R21 88 0 R /R19 92 0 R /F1 646 0 R /F2 647 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 648 0 R 649 0 R 650 0 R 651 0 R 652 0 R 653 0 R 654 0 R 655 0 R 656 0 R 657 0 R 658 0 R 659 0 R 660 0 R 661 0 R 662 0 R 663 0 R 664 0 R 665 0 R 666 0 R 667 0 R 668 0 R 669 0 R 670 0 R 671 0 R ] >> endobj 13 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 14 0 obj << /Length 16556 >> 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 1 123.98900 675.06700 Tm [ (Lear) 14.98930 (ning) -249.99400 (V) 37.01370 (ideo) -250.00300 (Object) -249.99800 (Segmentation) -250.00200 (fr) 18.00650 (om) -250.00800 (Static) -250.01200 (Images) ] TJ /R19 7.97010 Tf 19.11480 -33.51910 Td (\052) Tj /R19 11.95520 Tf 4.48398 -4.33906 Td [ (Federico) -249.98900 (Perazzi) ] TJ /R19 7.97010 Tf 80.00310 4.33906 Td [ (1\0542) -1937.01000 (\052) ] TJ /R19 11.95520 Tf 29.88710 -4.33906 Td [ (Anna) -249.98500 (Khore) 24.98550 (v) 24.98340 (a) ] TJ /R19 7.97010 Tf 69.44800 4.33906 Td (3) Tj /R19 11.95520 Tf 19.42700 -4.33906 Td [ (Rodrigo) -250.01600 (Benenson) ] TJ /R19 7.97010 Tf 89.32770 4.33906 Td (3) Tj /R19 11.95520 Tf -250.53600 -18.28590 Td [ (Bernt) -249.98900 (Schiele) ] TJ /R19 7.97010 Tf 64.74800 4.33789 Td (3) Tj /R19 11.95520 Tf 19.42700 -4.33789 Td [ (Ale) 15 (xander) -249.98700 (Sorkine\055Hornung) ] TJ /R19 7.97010 Tf 136.27600 4.33789 Td (1) Tj -190.73100 -27.89490 Td (1) Tj /R19 11.95520 Tf 4.48320 -4.33906 Td [ (Disne) 15.00350 (y) -250.00200 (Research) ] TJ /R19 7.97010 Tf 98.42620 4.33906 Td (2) Tj /R19 11.95520 Tf 4.48281 -4.33906 Td [ (ETH) -249.99700 (Zurich) ] TJ /R19 7.97010 Tf -172.15800 -9.60898 Td (3) Tj /R19 11.95520 Tf 4.48320 -4.33906 Td [ (Max) -250.00500 (Planck) -250 (Institute) -250.01600 (for) -249.99500 (Informatics\054) -249.99500 (Saarbr\374ck) 9.99622 (en\054) -249.99700 (German) 14.98920 (y) ] TJ /R17 11.95520 Tf -8.58711 -41.04610 Td (Abstract) Tj /R21 9.96260 Tf -83.92770 -24.33590 Td [ (Inspir) 37 (ed) -241.01800 (by) -239.99800 (r) 37.01960 (ecent) -241.02000 (advances) -239.98600 (of) -241.00600 (deep) -241.01700 (learning) -240.00200 (in) -241.00600 (instance) ] TJ -11.95510 -11.95590 Td [ (se) 39.99520 (gmentation) -243.99200 (and) -243.98400 (object) -243.00200 (tr) 14.99140 (ac) 19.99790 (king) 10.01060 (\054) -245.01500 (we) -243.99000 (intr) 44.99740 (oduce) -243.99100 (the) -243.99100 (concept) ] TJ 11.95510 TL T* [ (of) -265.00200 (con) 39.99880 (vnet\055based) -264.99700 (guidance) -264.01100 (applied) -264.98400 (to) -265.00200 (video) -265.00700 (object) -265 (se) 39.99580 (gmen\055) ] TJ T* [ (tation\056) -230 (Our) -229.98700 (model) -229.98500 (pr) 44.98390 (oceeds) -229.99700 (on) -229.99100 (a) -229.99600 (per) 20.00400 (\055fr) 14.98770 (ame) -229.99800 (basis\054) -234.00800 (guided) -230.01800 (by) ] TJ T* [ (the) -239.01100 (output) -240.00400 (of) -239.00700 (the) -239.01200 (pr) 36.98520 (e) 15.01220 (vious) -240.02000 (fr) 14.99140 (ame) -239.01500 (towar) 37.01100 (ds) -239.98700 (the) -239.01200 (object) -239.00400 (of) -239.98700 (inter) 20.01870 (\055) ] TJ T* [ (est) -289.98200 (in) -290.01800 (the) -289.98300 (ne) 19.99730 (xt) -289.98800 (fr) 14.99140 (ame) 14.98160 (\056) -430.00400 (W) 91.98590 (e) -289.99600 (demonstr) 15.01100 (ate) -289.98300 (that) -290.00600 (highly) -290.00600 (accur) 14.98520 (ate) ] TJ T* [ (object) -387.01800 (s) 0.98635 (e) 39.00880 (gme) 0.98390 (n) -1.01454 (t) 0.98758 (ation) -387.00400 (in) -386.98200 (videos) -386 (can) -386.98800 (be) -386.01300 (enabled) -387.01400 (by) -386.01400 (using) -387.00400 (a) ] TJ 11.95590 TL T* [ (con) 39.99880 (volutional) -322.99500 (neur) 14.99010 (al) -322.01200 (network) -323.01600 (\050con) 39.99580 (vnet\051) -321.98500 (tr) 14.99010 (ained) -322.98800 (with) -323.01200 (static) ] TJ 11.95510 TL T* [ (ima) 10.01360 (g) 10.00320 (es) -261.01300 (only) 54.98410 (\056) -344.99900 (The) -261 (k) 9.99343 (e) 29.99010 (y) -262 (component) -260.98800 (of) -261.98300 (our) -260.99800 (appr) 44.99490 (oac) 14.98280 (h) -261.99100 (is) -261.00300 (a) -261.99100 (com\055) ] TJ T* [ (bination) -251.99000 (of) -251.98500 (of) 18.00920 <03696e65> -251.98500 (and) -253.00200 (online) -252.01200 (learning) -252 (str) 14.99750 (ate) 40 (gies\054) -253 (wher) 36.99380 (e) -252.00200 (the) ] TJ T* [ (former) -199.98300 (pr) 44.98390 (oduces) -199.99400 (a) -200 (r) 37.01960 <65026e6564> -200 (mask) -199.99600 (fr) 44.98640 (om) -199.99800 (the) -201.01800 (pr) 36.98650 (e) 15.01220 (vious\047) -199.99100 (fr) 14.99010 (ame) -200.00300 (es\055) ] TJ T* [ (timate) -199 (and) -199.01000 (the) -199.01800 (latter) -198.01700 (allows) -198.98200 (to) -199.01300 (captur) 36.99870 (e) -198.99100 (the) -199.01800 (appear) 15 (ance) -198.98400 (of) -199.01300 (the) ] TJ T* [ <73706563690263> -378.00500 (object) -378 (instance) 15.00480 (\056) -378.99300 (Our) -378.00200 (method) -377.99500 (can) -378.01000 (handle) -379.01300 (dif) 18.01660 (fer) 36.98400 (ent) ] TJ 11.95590 TL T* [ (types) -245.98800 (of) -245.98600 (input) -246.00800 (annotations) -246.01400 (suc) 14.98520 (h) -245.99300 (as) -245.98700 (bounding) -245.99600 (boxes) -245.99100 (and) -245.98300 (se) 39.99580 (g\055) ] TJ 11.95510 TL T* [ (ments) -364.00100 (while) -363.99000 (le) 14.98030 (ver) 15.01470 (a) 10.00320 (ging) -363.01500 (an) -364.00800 (arbitr) 15.01470 (ary) -364.01000 (amount) -363.98800 (of) -364.00500 (annotated) ] TJ T* [ (fr) 14.99140 (ames\056) -461.00900 (Ther) 36.99510 (efor) 36.98770 (e) -299.99400 (our) -300.99300 (system) -300.01500 (is) -300.99500 (suitable) -299.98900 (for) -300.01100 (diver) 10.00810 (se) -301.00600 (appli\055) ] TJ T* [ (cations) -204.99300 (with) -204.01200 (dif) 18.01660 (fer) 36.98280 (ent) -205.01700 (r) 37.01960 (equir) 36.99260 (ements) -203.99300 (in) -205.01200 (terms) -203.98800 (of) -205.01200 (accur) 14.98520 (acy) -204.98800 (and) ] TJ T* [ (ef) 18 <026369656e6379> 55.01040 (\056) -321.98300 (In) -321.98400 (our) -320.98900 (e) 19.99180 (xtensive) -322.01600 (e) 15.01220 (valuation\054) -340.01700 (we) -322.01500 (obtain) -321.99000 (competi\055) ] TJ 11.95590 TL T* [ (tive) -326.99900 (r) 37.01960 (esults) -325.99700 (on) -326.99400 (thr) 36.99260 (ee) -327.01300 (dif) 18.01660 (fer) 36.98280 (ent) -326.01700 (datasets\054) -345.98100 (independently) -327.00900 (fr) 44.98510 (om) ] TJ 11.95510 TL T* [ (the) -249.99000 (type) -249.99400 (of) -249.98500 (input) -250.00700 (annotation\056) ] TJ /R17 11.95520 Tf 37.14370 TL T* [ (1\056) -249.99000 (Intr) 18.01460 (oduction) ] TJ /R19 9.96260 Tf 11.95510 -19.35620 Td [ (Con) 40.01660 (v) 20.00160 (olutional) -414.98500 (neural) -414.98500 (netw) 10.00940 (orks) -415.01700 (\050con) 39.99580 (vnets\051) -415.99400 (ha) 19.99670 (v) 14.98280 (e) -414.99400 (sho) 24.99340 (wn) ] TJ -11.95510 -11.95470 Td [ (outstanding) -530.01500 (performance) -529.01000 (in) -530.01700 (man) 14.99010 (y) -529.00500 (fundamental) -530 (areas) -530 (in) ] TJ 11.95510 TL T* [ (computer) -326.98200 (vision\054) -345.98300 (enabled) -326.99600 (by) -328.01400 (the) -326.99700 (a) 19.99180 (v) 24.98110 (ailability) -327 (of) -327.00200 (lar) 17.99700 (ge\055scale) ] TJ T* [ (annotated) -349.01800 (datasets) -350.00200 (\050e\056g\056\054) -374.01100 (ImageNet) -350.00900 <636c6173736902636174696f6e> -348.99100 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 252.86100 196.52200 Tm (24) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 262.82400 196.52200 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 1 267.27700 196.52200 Tm (43) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 277.23900 196.52200 Tm (\135\051\056) Tj -227.12700 -11.95590 Td [ (Ho) 24.98420 (we) 25.01420 (v) 14.98280 (er) 39.98600 (\054) -430.98400 (some) -395.01400 (important) -394.99000 (challenges) -395.01400 (in) -394.98100 (video) -395.01500 (processing) ] TJ 11.95510 TL T* [ (can) -321.00900 (be) -321.98500 (dif) 24.98540 <0263756c74> -321.01500 (to) -320.99300 (approach) -321.98200 (using) -321.01600 (con) 40 (vnets\054) -338.98000 (since) -322.01500 (creating) ] TJ T* [ (a) -381 (suf) 24.98420 <026369656e746c79> -382.01700 (lar) 17.99700 (ge) -380.99400 (body) -381.01500 (of) -380.99400 (densely) 64.98920 (\054) -414.00700 (pix) 14.99500 (el\055wise) -382.00200 (annotated) ] TJ T* [ (video) -250.01900 (data) -249.99400 (for) -249.99900 (training) -250.00700 (is) -249.98400 (usually) -250.00600 (prohibiti) 24.98360 (v) 14.98280 (e\056) ] TJ 11.95510 -12.38200 Td [ (One) -297.98600 (e) 15.01280 (xample) -296.98800 (of) -297.98800 (such) -296.99700 (domain) -297.99800 (is) -298.01500 (video) -296.99200 (object) -298.01400 (se) 15.01960 (gmenta\055) ] TJ -11.95510 -11.95510 Td [ (tion\056) -349.01300 (Gi) 24.98600 (v) 14.98280 (en) -350.01900 (only) -349.01800 (one) -348.99400 (or) -349 (a) -349.98600 (fe) 25.00810 (w) -348.99800 (frames) -348.99700 (annotated) -349.01800 (with) -349.99800 (se) 15.01960 (g\055) ] TJ T* [ (mentation) -273.99300 (mas) 0.99371 (ks) -273.98200 (of) -273.99200 (a) -273.01800 (particular) -273.98100 (object) -272.99700 (instance\054) -280.01200 (the) -273.00600 (task) -274.01800 (of) ] TJ T* [ (video) -197.98800 (object) -197.01000 (se) 15.01830 (gmentation) -198 (is) -197.01200 (to) -197.99400 (accurately) -198.00600 (se) 15.01960 (gment) -197.00100 (the) -197.99900 (same) ] 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 /R23 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 [ (The) -249.98800 <02727374> -250.01700 (tw) 10.02050 (o) -250.02000 (authors) -250.01700 (contrib) 19.99660 (uted) -250.01900 (equally) 64.97830 (\056) ] TJ ET Q q 3100.43000 4187.73000 2338.85000 1315.60000 re W n /R49 Do Q q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 308.86200 400.44200 Tm [ (Figure) -329.99900 (1\072) -471.00700 (Gi) 24.98600 (v) 14.98280 (en) -331.00400 (a) -329.98900 (rough) -330.98600 (mask) -330.00400 (estimate) -331.01800 (from) -330.01400 (the) -330.99400 (pre) 25.01050 (vious) ] TJ 11.95470 TL (frame) ' /R50 9.96260 Tf 26.65980 0 Td [ (t) -0.09802 ] TJ /R52 9.96260 Tf 6.50508 0 Td [ <00> -0.79889 ] TJ /R54 9.96260 Tf 10.65700 0 Td (1) Tj /R19 9.96260 Tf 8.40820 0 Td [ (we) -343.98400 (train) -344.00900 (a) -343.98700 (con) 39.99820 (vnet) -344.00600 (to) -344.01100 (pro) 14.98280 (vide) -344.00600 (a) -343.98700 <7265026e6564> -344.00600 (mask) ] TJ -52.23010 -11.95510 Td [ (output) -250.00200 (for) -250 (the) -249.99000 (current) -249.99500 (frame) ] TJ /R50 9.96260 Tf 113.15500 0 Td [ (t) -0.10292 ] TJ /R19 9.96260 Tf 3.59687 0 Td (\056) Tj -116.75200 -28.01480 Td [ (instance) -342.98400 (in) -344.00900 (all) -342.99200 (other) -342.99200 (frames) -342.99700 (of) -344.02100 (the) -342.99200 (video\056) -342.98200 (Current) -342.98200 (top) -344.00100 (per) 19.99180 (\055) ] TJ T* [ (forming) -276.98600 (approaches) -275.98800 (either) -277.00300 (interlea) 20.00650 (v) 14.98280 (e) -277.01700 (box) -276.01800 (tracking) -276.99300 (and) -277.00800 (se) 15.01710 (g\055) ] TJ 11.95630 TL T* [ (mentation) -196.98700 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 353.99300 324.60600 Tm (53) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 363.95500 324.60600 Tm [ (\135\054) -206.98500 (or) -196.98400 (propag) 4.99426 (ate) -196.00700 (the) -197.01600 <02727374> -195.98200 (frame) -196.99200 (mask) -197.00600 (annotation) ] TJ -55.09300 -11.95470 Td [ (in) -249.98500 (space\055time) -249.98000 (via) -249.99000 (CRF) -249.99500 (or) -249.99500 (GrabCut\055lik) 10.00320 (e) -250.00200 (techniques) -250.00700 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 514.90800 312.65100 Tm (29) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 524.87100 312.65100 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 1 528.65700 312.65100 Tm (49) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 538.61900 312.65100 Tm (\135\056) Tj -217.80200 -14.20630 Td [ (One) -239.01600 (of) -239.99700 (the) -239.01200 (k) 10.00320 (e) 15.01220 (y) -239.99400 (insights) -239.00900 (and) -239.01400 (contrib) 20.01630 (utions) -240.00400 (of) -239.01900 (this) -238.99400 (paper) -240 (is) ] TJ -11.95510 -11.95590 Td [ (that) -233.00500 (fully) -232.99800 (annotated) -232.99800 (video) -233 (data) -233.01500 (is) -233.00500 (not) -233 (necessary) 65.00880 (\056) -305.00300 (W) 79.98660 (e) -232.98600 (demon\055) ] TJ 11.95510 TL T* [ (strate) -231.01300 (that) -229.98600 (highly) -230.98600 (accurate) -230.01600 (video) -231 (object) -231.00600 (se) 15.01710 (gmentat) 1.00964 (ion) -231 (can) -230.98600 (be) ] TJ T* [ (enabled) -219.99300 (using) -220.01200 (a) -220.00700 (con) 39.99820 (vnet) -219.99000 (trained) -219.98800 (with) ] TJ /R21 9.96260 Tf 146.67400 0 Td [ (static) -220.01200 (ima) 10.01300 (g) 10.00320 (es) ] TJ /R19 9.96260 Tf 53.99920 0 Td [ (only) 64.99410 (\056) -299.98400 (W) 79.98660 (e) ] TJ -200.67300 -11.95510 Td [ (sho) 24.99340 (w) -307.98500 (that) -308.01200 (a) -307.99300 (con) 39.99820 (vnet) -308.01500 (designed) -308.00300 (for) -309.00700 (semantic) -308.00300 (image) -308.01200 (se) 15.01710 (gmen\055) ] TJ T* [ (tation) -232.01300 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 337.18600 238.66900 Tm (8) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.96260 Tf 1 0 0 1 342.16700 238.66900 Tm [ (\135) -232.00300 (can) -232.00300 (be) -232 (utilized) -232.01000 (to) -231.99100 (perform) -233.01000 (per) 19.99180 (\055frame) -232.00500 (instance) -231.98100 (se) 15.01710 (g\055) ] TJ -33.30510 -11.95510 Td [ (mentation\054) -348.99800 (i\056e\056\054) -348.99100 (se) 15.01960 (gmentation) -329 (of) -329.00400 (generic) -329.00400 (objects) -328.98400 (while) -328.98400 (dis\055) ] TJ 11.95590 TL T* [ (tinguishing) -306.00300 (dif) 24.98600 (ferent) -305.99100 (instances) -306.00300 (of) -305.00800 (the) -306.01800 (same) -306.01800 (class\056) -477.98400 (F) 14.99260 (or) -305.98800 (each) ] TJ 11.95510 TL T* [ (ne) 25.01540 (w) -315.98400 (video) -316.00900 (frame) -315.98900 (the) -316.01800 (netw) 10.00810 (ork) -316.02100 (is) -316.01100 (guided) -316.00100 (to) 24.98600 (w) 10.00320 (ards) -315.98200 (the) -316.01600 (object) ] TJ T* [ (of) -239.99700 (interest) -240.01900 (by) -239.98900 (feeding) -239.98900 (in) -239.98700 (the) -239.98900 (pre) 25.01050 (vious\047) -240.01400 (frame) -240.00400 (mask) -240.01900 (estimate\056) ] TJ T* [ (W) 79.98660 (e) -291.01500 (therefore) -291.01500 (refer) -290.99100 (to) -290.99800 (our) -291.00300 (approach) -291.00500 (as) ] TJ /R21 9.96260 Tf 153.92800 0 Td [ (guided) -290.98600 (instance) -290.98600 (se) 39.99330 (g\055) ] TJ -153.92800 -11.95470 Td (mentation) Tj /R19 9.96260 Tf 39.85000 0 Td [ (\056) -491.01400 (T) 79.99160 (o) -309.98300 (the) -311 (best) -310.01200 (of) -309.98700 (our) -311.00200 (kno) 24.99090 (wledge\054) -324.99000 (it) -310.01200 (represents) -310.99700 (the) ] TJ -39.85000 -11.95630 Td [ <02727374> -250.01200 (fully) -250.01500 (trained) -249.98500 (approach) -249.99300 (to) -249.98800 (video) -250.01700 (object) -249.98300 (se) 15.01710 (gmentation\056) ] TJ 11.95510 -14.20590 Td [ (Our) -444 (system) -444.01200 (is) -445.01200 (ef) 25.00810 <026369656e74> -444.01900 (due) -444 (to) -443.99500 (its) -445.00400 (feed\055f) 1.00473 (o) -1.01454 (r) 1.01454 (w) 10.00320 (ard) -444.98900 (archi\055) ] TJ -11.95510 -11.95510 Td [ (tecture) -444.00200 (and) -444 (can) -444.00700 (generate) -444.00900 (high) -443.98000 (quality) -444.00900 (results) -443.98000 (in) -443.99500 (a) -444.00900 (single) ] TJ 11.95590 TL T* [ (pass) -277 (o) 14.98280 (v) 14.98280 (er) -276.98100 (the) -275.98600 (video\054) -284.01100 (without) -277.01300 (the) -275.98300 (need) -277.01300 (for) -277.01300 (considering) -277.01700 (more) ] TJ 11.95510 TL T* [ (than) -308.99500 (one) -307.98300 (frame) -309.01000 (at) -309.00500 (a) -307.99300 (time\056) -308.98300 (This) -308.98300 (i) 0.98513 (s) -309.00200 (in) -308.99700 (stark) -308.01700 (contrast) -308.98800 (to) -308.99700 (man) 14.99260 (y) ] TJ T* [ (other) -199.01600 (video) -199.98900 (se) 15.01960 (gmentati) 1.01454 (on) -199.99600 (approaches\054) -209.01400 (which) -199.01100 (usually) -200.01600 (require) ] TJ T* [ (global) -286.00600 (connections) -285.99900 (o) 14.98280 (v) 14.98280 (er) -285.99900 (multiple) -285.98700 (frames) -285.98700 (or) -285.99100 (e) 25.01050 (v) 14.98280 (en) -285.99100 (the) -285.98200 (whole) ] 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 1 297 50 Tm (2663) Tj T* ET Q endstream endobj 15 0 obj << /Filter /FlateDecode /Resources << /ExtGState << /a0 << /CA 1 /ca 1 >> >> /XObject << /x18 16 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 16 0 obj << /Filter /FlateDecode /Resources 17 0 R /Length 107 /Type /XObject /BBox [ 78 746 96 765 ] /Subtype /Form >> stream xe AC̬wʠ =p,?]%+H-
Jc "82w8VSnGW;"
endstream
endobj
17 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
18 0 obj
<<
/Filter /FlateDecode
/BBox [ 3100.43000 4187.73000 5439.28000 5503.33000 ]
/Resources <<
/ExtGState <<
/R25 19 0 R
/R30 20 0 R
/R26 21 0 R
>>
/XObject <<
/R40 22 0 R
/R29 24 0 R
/R28 25 0 R
/R39 26 0 R
/R34 27 0 R
/R32 23 0 R
/R33 28 0 R
/R31 29 0 R
>>
/Font <<
/R36 30 0 R
/R46 37 0 R
/R43 44 0 R
>>
>>
/Length 828
/Group 51 0 R
/Type /XObject
/FormType 1
/Matrix [ 1 0 0 1 0 0 ]
/Subtype /Form
>>
stream
xVMoA])=q rcZPAMZTh"7&J**>Cf=c7wΛu-l-)q"7,)|ٔe?uSLިd=Bp2l]"[I\e Yn}\l!þ0=GD !3%emI,Jvscې^Ñ GJ"FBF[a]x}`f-DOהn,AAL@=Htv09]&,[]<Wt [],Ŕ-b[d"G7DE`4[̼ƅ'
Y,1ŒQWQ\gX"!gTX\VJ%^:600?-8vjp7XT^LvzYbSs .Zoe.&nw17Of7Lnqs눁wVY{L:Way˨