%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 (End\055To\055End 3D Face Reconstruction With Deep Neural Networks) /Producer (PyPDF2) /Author (Pengfei Dou\054 Shishir K\056 Shah\054 Ioannis A\056 Kakadiaris) /Subject (2017 IEEE Conference on Computer Vision and Pattern Recognition) >> endobj 3 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 14 0 R /Resources << /XObject << /x8 15 0 R /x6 18 0 R /x12 21 0 R /x10 24 0 R >> /ExtGState << /s9 27 0 R /s11 30 0 R /a0 << /CA 1 /ca 1 >> /s5 33 0 R /s7 36 0 R /R26 39 0 R >> /Font << /F2 40 0 R /R29 41 0 R /F1 45 0 R /R35 46 0 R /R33 50 0 R /R27 53 0 R /R31 56 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 60 0 R 61 0 R 62 0 R 63 0 R 64 0 R 65 0 R 66 0 R 67 0 R 68 0 R 69 0 R 70 0 R 71 0 R 72 0 R 73 0 R 74 0 R 75 0 R 76 0 R ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Contents 77 0 R /Resources << /XObject << /R78 78 0 R /R79 79 0 R /R80 80 0 R /R76 81 0 R /R77 82 0 R /R74 83 0 R /R75 84 0 R >> /ExtGState << /R26 39 0 R >> /Font << /R29 41 0 R /F2 85 0 R /F1 86 0 R /R35 46 0 R /R27 53 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 87 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 88 0 R 89 0 R 90 0 R 91 0 R 92 0 R 93 0 R 94 0 R 95 0 R 96 0 R 97 0 R 98 0 R 99 0 R 100 0 R 101 0 R 102 0 R 103 0 R 104 0 R 105 0 R 106 0 R 107 0 R 108 0 R 109 0 R 110 0 R 111 0 R 112 0 R 113 0 R 114 0 R 115 0 R ] /Type /Page >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 116 0 R /Resources << /ColorSpace << /R127 117 0 R /R119 119 0 R /R184 121 0 R /R186 122 0 R >> /XObject << /R202 124 0 R /R201 126 0 R /R206 129 0 R /R207 130 0 R /R121 131 0 R /R120 132 0 R /R246 133 0 R /R245 134 0 R /R240 135 0 R /R241 136 0 R /R163 137 0 R /R162 138 0 R /R161 140 0 R /R160 141 0 R /R167 142 0 R /R166 144 0 R /R165 145 0 R /R164 146 0 R /R169 147 0 R /R168 148 0 R /R236 149 0 R /R235 150 0 R /R231 151 0 R /R230 152 0 R /R130 153 0 R /R131 154 0 R /R132 155 0 R /R133 143 0 R /R134 156 0 R /R135 157 0 R /R136 158 0 R /R137 159 0 R /R138 160 0 R /R139 161 0 R /R178 162 0 R /R179 164 0 R /R174 165 0 R /R175 166 0 R /R176 167 0 R /R177 169 0 R /R170 170 0 R /R171 171 0 R /R172 172 0 R /R173 173 0 R /R181 125 0 R /R180 174 0 R /R183 175 0 R /R182 176 0 R /R260 177 0 R /R220 178 0 R /R221 179 0 R /R225 180 0 R /R226 181 0 R /R145 168 0 R /R144 182 0 R /R147 185 0 R /R146 186 0 R /R141 187 0 R /R140 188 0 R /R143 183 0 R /R142 184 0 R /R149 189 0 R /R148 190 0 R /R211 191 0 R /R213 192 0 R /R212 193 0 R /R196 194 0 R /R197 195 0 R /R255 196 0 R /R256 197 0 R /R251 198 0 R /R250 199 0 R /R157 200 0 R /R154 201 0 R /R152 203 0 R /R153 202 0 R /R150 163 0 R /R151 204 0 R /R158 205 0 R /R159 139 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] /Pattern << /R228 206 0 R /R229 209 0 R /R200 212 0 R /R204 213 0 R /R205 214 0 R /R189 215 0 R /R222 218 0 R /R223 219 0 R /R224 220 0 R /R227 221 0 R /R248 222 0 R /R249 223 0 R /R247 224 0 R /R244 225 0 R /R242 226 0 R /R243 227 0 R /R217 228 0 R /R195 230 0 R /R219 231 0 R /R253 233 0 R /R208 234 0 R /R192 235 0 R /R210 236 0 R /R209 237 0 R /R215 238 0 R /R239 240 0 R /R238 241 0 R /R237 242 0 R /R198 243 0 R /R234 244 0 R /R233 245 0 R /R232 246 0 R /R259 247 0 R /R258 248 0 R /R254 249 0 R /R257 250 0 R /R199 251 0 R /R252 252 0 R /R203 253 0 R >> /ExtGState << /R129 127 0 R /R26 39 0 R >> /Font << /R108 254 0 R /R155 258 0 R /R112 262 0 R /R110 265 0 R /R116 269 0 R /F2 273 0 R /R114 274 0 R /F1 279 0 R /R29 41 0 R /R124 280 0 R /R122 284 0 R /R35 46 0 R /R27 53 0 R >> /Shading << /R191 207 0 R /R214 239 0 R /R194 210 0 R /R216 229 0 R /R188 216 0 R /R218 232 0 R >> >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 300 0 R 301 0 R 302 0 R 303 0 R 304 0 R 305 0 R 306 0 R 307 0 R 308 0 R 309 0 R ] >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 310 0 R /Resources << /ExtGState << /R26 39 0 R >> /Font << /R108 254 0 R /R288 311 0 R /R112 262 0 R /R110 265 0 R /R116 269 0 R /F2 314 0 R /R114 274 0 R /R29 41 0 R /F1 315 0 R /R35 46 0 R /R27 53 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 316 0 R 317 0 R 318 0 R 319 0 R 320 0 R 321 0 R 322 0 R 323 0 R 324 0 R 325 0 R 326 0 R 327 0 R 328 0 R 329 0 R 330 0 R 331 0 R 332 0 R 333 0 R 334 0 R ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Contents 335 0 R /Resources << /XObject << /R314 336 0 R /R315 337 0 R /R310 338 0 R /R311 339 0 R /R312 340 0 R /R313 341 0 R >> /ExtGState << /R26 39 0 R >> /Font << /F2 342 0 R /R112 262 0 R /R110 265 0 R /R116 269 0 R /R114 274 0 R /F1 343 0 R /R29 41 0 R /R308 344 0 R /R35 46 0 R /R27 53 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 349 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 350 0 R 351 0 R 352 0 R 353 0 R 354 0 R 355 0 R 356 0 R 357 0 R 358 0 R 359 0 R 360 0 R 361 0 R ] /Type /Page >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 362 0 R /Resources << /XObject << /R344 363 0 R /R343 365 0 R /R342 366 0 R /R341 367 0 R /R340 368 0 R /R329 364 0 R /R328 369 0 R /R338 370 0 R /R339 371 0 R /R336 372 0 R /R337 373 0 R /R334 374 0 R /R335 375 0 R /R332 376 0 R /R333 377 0 R /R330 378 0 R /R331 379 0 R >> /ExtGState << /R26 39 0 R >> /Font << /F2 380 0 R /R114 274 0 R /R29 41 0 R /F1 381 0 R /R35 46 0 R /R27 53 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 382 0 R 383 0 R 384 0 R 385 0 R 386 0 R 387 0 R ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 388 0 R /Resources << /XObject << /R372 389 0 R /R361 390 0 R /R370 391 0 R /R371 392 0 R /R365 393 0 R /R364 394 0 R /R367 395 0 R /R366 396 0 R /R369 397 0 R /R368 398 0 R /R359 399 0 R /R363 400 0 R /R362 401 0 R /R360 402 0 R /R329 364 0 R >> /ExtGState << /R26 39 0 R >> /Font << /R29 41 0 R /F2 403 0 R /F1 404 0 R /R35 46 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 405 0 R 406 0 R 407 0 R 408 0 R 409 0 R 410 0 R 411 0 R 412 0 R ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 413 0 R /Resources << /XObject << /R383 414 0 R /R382 415 0 R /R387 416 0 R /R386 417 0 R /R385 418 0 R /R384 419 0 R >> /ExtGState << /R389 420 0 R /R388 421 0 R /R26 39 0 R >> /Font << /F2 422 0 R /R390 423 0 R /R392 427 0 R /R29 41 0 R /F1 431 0 R /R35 46 0 R /R27 53 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] /ColorSpace << /R119 119 0 R >> >> /MediaBox [ 0 0 612 792 ] /Annots [ 432 0 R 433 0 R 434 0 R 435 0 R ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 436 0 R /Resources << /ExtGState << /R26 39 0 R >> /Font << /F2 437 0 R /R29 41 0 R /F1 438 0 R /R442 439 0 R /R35 46 0 R /R444 442 0 R /R27 53 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 445 0 R 446 0 R 447 0 R 448 0 R 449 0 R 450 0 R 451 0 R 452 0 R 453 0 R 454 0 R 455 0 R 456 0 R 457 0 R 458 0 R 459 0 R 460 0 R 461 0 R 462 0 R 463 0 R 464 0 R 465 0 R 466 0 R 467 0 R 468 0 R 469 0 R 470 0 R 471 0 R 472 0 R 473 0 R 474 0 R 475 0 R 476 0 R 477 0 R 478 0 R 479 0 R 480 0 R 481 0 R 482 0 R 483 0 R 484 0 R 485 0 R 486 0 R ] >> endobj 12 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 487 0 R /Resources << /ExtGState << /R26 39 0 R >> /Font << /F2 488 0 R /R29 41 0 R /F1 489 0 R /R442 439 0 R /R35 46 0 R /R444 442 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 490 0 R 491 0 R 492 0 R 493 0 R 494 0 R 495 0 R 496 0 R 497 0 R 498 0 R 499 0 R 500 0 R 501 0 R 502 0 R ] >> endobj 13 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 14 0 obj << /Length 19776 >> stream q q q 0.10000 0 0 0.10000 0 0 cm /R26 gs 0 g q 10 0 0 10 0 0 cm BT /R27 14.34620 Tf 1 0 0 1 108.73900 675.06700 Tm [ (End\055to\055end) -249.99000 (3D) -249.99800 (face) -249.98600 (r) 18.00990 (econstruction) -249.99300 (with) -250.01300 (deep) -249.99600 (neural) -249.99500 (netw) 10.00650 (orks) ] TJ /R29 11.95520 Tf 52.73480 -37.85820 Td [ (Pengfei) -250.01500 (Dou\054) -250 (Shishir) -250.00800 (K\056) -250.01000 (Shah\054) -249.99100 (and) -249.98700 (Ioannis) -249.98700 (A\056) -250.01000 (Kakadiaris) ] TJ 57.76720 -13.94690 Td [ (Computational) -250.00400 (Biomedicine) -249.99700 (Lab) ] TJ 25.14690 -13.94800 Td [ (Uni) 24.99570 (v) 14.98510 (ersity) -249.98900 (of) -250.01400 (Houston) ] TJ -45.23790 -13.94800 Td [ (4800) -250.00200 (Calhoun) -250.01000 (Road\054) -249.98500 (Houston\054) -249.99700 (TX) -249.99300 (77004) ] TJ /R31 8.96640 Tf 2.39688 -13.94800 Td [ (f) -0.90126 ] TJ /R33 8.96640 Tf 4.60820 0 Td (pdou\054sshah\054ikakadia) Tj /R31 8.96640 Tf 102.21700 0 Td [ (g) -0.90126 ] TJ /R33 8.96640 Tf 4.60703 0 Td (\100central\056uh\056edu) Tj /R27 11.95520 Tf -166.98400 -41.04610 Td (Abstract) Tj /R35 9.96260 Tf -83.92770 -23.90980 Td [ (Monocular) -244.00200 (3D) -243.99100 (facial) -244.01100 (shape) -243.98100 (r) 37.01960 (econstruction) -243.99100 (fr) 44.98510 (om) -243.99100 (a) -243.99400 (single) ] TJ -11.95510 -11.95510 Td [ (2D) -249.99000 (facial) -250.01000 (ima) 10.01300 (g) 10.00320 (e) -250.00200 (has) -251.00100 (been) -249.99600 (an) -249.98800 (active) -249.99100 (r) 37.01960 (esear) 36.98160 (c) 15.01220 (h) -249.99300 (ar) 36.98650 (ea) -249.99700 (due) -251.01200 (to) -249.98500 (its) ] TJ 11.95510 TL T* [ (wide) -334.98200 (applications\056) -564 (Inspir) 37 (ed) -333.98200 (by) -335.00200 (the) -334.99600 (success) -334.01300 (of) -334.99100 (deep) -335 (neur) 14.99010 (al) ] TJ 11.95590 TL T* [ (networks) -383 (\050DNN\051\054) -383.00800 (we) -382.98600 (pr) 44.98390 (opose) -383.01700 (a) -382.99000 (DNN\055based) -382.99000 (appr) 44.99490 (oac) 14.98280 (h) -382.99000 (for) ] TJ 11.95510 TL T* [ (End\055to\055End) -359.98500 (3D) -360.01100 (F) 115.00400 (Ace) -359.98400 (Reconstruction) -360.00700 (\050UH\055E2F) 115.01300 (AR\051) -360.01300 (fr) 44.98510 (om) -360.01100 (a) ] TJ T* [ (single) -349.99400 (2D) -350.99200 (ima) 10.01300 (g) 10.00320 (e) 15.01220 (\056) -610.99400 (Dif) 18.01420 (fer) 36.98280 (ent) -350.01300 (fr) 44.98640 (om) -350.99300 (r) 37.01960 (ecent) -349.98100 (works) -349.99300 (that) -351.01500 (r) 37.01830 (econ\055) ] TJ T* [ (struct) -327.01700 (and) -326.98900 (r) 37.01960 <65026e65> -325.98400 (the) -326.99700 (3D) -326.99700 (face) -327 (in) -326.01200 (an) -326.99400 (iter) 14.99500 (ative) -326.99400 (manner) -326.98500 (using) ] TJ T* [ (both) -290.00800 (an) -291 (RGB) -290.01900 (ima) 10.01300 (g) 10.00320 (e) -289.99600 (and) -290.01500 (an) -291 (initial) -289.98500 (3D) -289.98300 (facial) -290.00300 (shape) -290.99300 (r) 37.01830 (ender) 20.00400 (\055) ] TJ T* [ (ing) 10.01550 (\054) -428.98500 (our) -393.99700 (DNN) -393.00300 (model) -393.99700 (is) -394 (end\055to\055end\054) -429.00700 (and) -393.99800 (thus) -393.01000 (the) -394.00500 (compli\055) ] TJ 11.95590 TL T* [ (cated) -289.00200 (3D) -289.00300 (r) 37.01960 (endering) -288.98600 (pr) 44.98390 (ocess) -289.00200 (can) -287.98500 (be) -289.00900 (avoided\056) -427.00500 (Mor) 36.98650 (eo) 9.99833 (ver) 110.99900 (\054) -299.00600 (we) ] TJ 11.95510 TL T* [ (inte) 40.00860 (gr) 14.98890 (ate) -277.00500 (in) -275.98100 (the) -277.00500 (DNN) -276.00300 (ar) 36.98520 (c) 15.01220 (hitectur) 37.00360 (e) -277.01700 (two) -276.00700 (components\054) -283.99700 (namely) ] TJ T* [ (a) -235.01500 (multi\055task) -235.01900 (loss) -234.01500 (function) -234.98300 (and) -235.00500 (a) -235.01500 (fusion) -234.98400 (con) 39.99820 (volutional) -235.01000 (neur) 14.99010 (al) ] TJ T* [ (network) -212.99600 (\050CNN\051) -214.01000 (to) -213.01100 (impr) 44.99370 (o) 10.00320 (ve) -214.01200 (facial) -212.99600 (e) 19.99180 (xpr) 36.98160 (ession) -214.01800 (r) 37.01830 (econstruction\056) ] TJ T* [ (W) 55.01230 (ith) -276.99300 (the) -277.00500 (multi\055task) -277.01100 (loss) -276.98800 (function\054) -283.99200 (3D) -277.00500 (face) -277.01000 (r) 37.01830 (econstruction) -277.00500 (is) ] TJ T* [ (divided) -250.99600 (into) -250.99200 (neutr) 14.99630 (al) -251.98500 (3D) -251.01000 (facial) -250.99000 (shape) -251 (r) 37.01960 (econstruction) -251.01000 (and) -251.98200 (e) 19.99180 (x\055) ] TJ 11.95630 TL T* [ (pr) 36.98520 (essive) -382.00900 (3D) -382.00700 (facial) -381.98800 (shape) -381.99800 (r) 37.01960 (econstruction\056) -705.99000 (The) -383.01900 (neutr) 14.99750 (al) -382.00200 (3D) ] TJ 11.95470 TL T* [ (facial) -327.01700 (shape) -326.98800 (is) -326.99100 <636c6173732d737065636902632e> -541.01800 (Ther) 36.99510 (efor) 36.98890 (e) 9.99343 (\054) -346.99800 (higher) -327.01900 (layer) -326.99400 (fea\055) ] TJ T* [ (tur) 36.99260 (es) -358.99700 (ar) 36.98520 (e) -359.98300 (useful\056) -637.98300 (In) -358.99800 (comparison\054) -386.98800 (the) -358.99200 (e) 19.99180 (xpr) 36.98160 (essive) -358.99200 (3D) -360.01100 (facial) ] TJ T* [ (shape) -256.01900 (favor) 10.01730 (s) -257.01000 (lower) -256.00900 (or) -255.98500 (intermediate) -255.99600 (layer) -257.00600 (featur) 37.00120 (es\056) -328.01900 (W) 55.01290 (ith) -256.99600 (the) ] TJ T* [ (fusion\055CNN\054) -256 (featur) 37 (es) -255.99500 (fr) 44.98640 (om) -255.98900 (dif) 18.01660 (fer) 36.98280 (ent) -255.98900 (intermediate) -257.01600 (layer) 10.00810 (s) -255.99200 (ar) 36.98650 (e) ] TJ 11.95590 TL T* [ (fused) -290.99100 (and) -290.01500 (tr) 14.99140 (ansformed) -291.01100 (for) -290.01200 (pr) 36.98520 (edicting) -290.98200 (the) -291.00300 (3D) -289.98300 (e) 19.99180 (xpr) 36.98160 (essive) -291.00300 (fa\055) ] TJ 11.95510 TL T* [ (cial) -237.98400 (shape) 14.99440 (\056) -305.98600 (Thr) 44.99860 (ough) -238.01900 (e) 19.99180 (xtensive) -237.99100 (e) 19.99180 (xperiments\054) -240.98900 (we) -237.99000 (demonstr) 15.00980 (ate) ] TJ T* [ (the) -352.01200 (superiority) -352.99300 (of) -352.00700 (our) -352.98400 (end\055to\055end) -352.00300 (fr) 14.99140 (ame) 14.98030 (work) -352 (in) -352.98800 (impr) 44.99490 (o) 10.00320 (ving) ] TJ T* [ (the) -249.99000 (accur) 14.98520 (acy) -250.00100 (of) -249.98500 (3D) -249.99000 (face) -249.99400 (r) 37.01960 (econstruction\056) ] TJ /R27 11.95520 Tf 33.96800 TL T* [ (1\056) -249.99000 (Intr) 18.01460 (oduction) ] TJ /R29 9.96260 Tf 11.95510 -18.92930 Td [ (Three\055dimensional) -293.00400 (information\054) -303.00200 (being) -292.99300 (a) -291.99500 (strong) -292.98500 (prior) -293 (in\055) ] TJ -11.95510 -11.95470 Td [ (v) 24.98110 (ariant) -322.99800 (to) -324.01200 (vie) 24.98360 (w) -323.00200 (perspecti) 24.99090 (v) 14.98280 (es\054) -342.01800 (has) -322.99800 (been) -323.00400 (demonstrated) -323.98800 (bene\055) ] TJ 11.95510 TL T* [ <026369616c> -359.99800 (in) -360.00600 (dif) 24.98540 (ferent) -359.98200 (computer) -359.99600 (vision) -359.98300 (applications) -360.01600 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 246.81400 164.68600 Tm (29) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 256.77600 164.68600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 262.85400 164.68600 Tm (9) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 267.83500 164.68600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 273.91200 164.68600 Tm (11) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 283.87500 164.68600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 50.11210 152.73100 Tm (17) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 60.07460 152.73100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 66.00230 152.73100 Tm (18) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 75.96480 152.73100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 81.90270 152.73100 Tm (15) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 91.86520 152.73100 Tm [ (\135\056) -596.01900 (Among) -345.99000 (these) -344.99100 (applications\054) -368.99200 (3D) -346.01300 (data) -344.99900 (has) -346.01300 (been) ] TJ -41.75310 -11.95510 Td [ (widely) -423.00500 (emplo) 9.98363 (yed) -422.98200 (in) -423.01500 (f) 9.99466 (ace) -423.00200 (recognition) -424.01300 (res) 1.01699 (earch) -424.02000 (to) -423.01500 (address) ] TJ 11.95590 TL T* [ (pose\054) -372.98200 (e) 15.01280 (xpression\054) -373.00100 (and) -348.01400 (illumination) -349.00800 (v) 24.98110 (ariations) -347.99600 (in) -348.00800 (f) 9.99588 (acial) -348.99800 (im\055) ] TJ 11.95510 TL T* [ (ages\054) -469.01500 (resulting) -424.01100 (in) -425.01500 (man) 14.99010 (y) -424.98300 (publications) -425.01500 (with) -425.00500 (state\055of\055the\055art) ] TJ T* [ (performance) -362.99800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 107.38700 104.91000 Tm (11) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 117.35000 104.91000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 123.44700 104.91000 Tm (17) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 133.40900 104.91000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 139.51600 104.91000 Tm (15) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 149.47900 104.91000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 155.57600 104.91000 Tm (34) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 165.53900 104.91000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 171.64600 104.91000 Tm (8) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 176.62700 104.91000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 182.73400 104.91000 Tm (10) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 192.69600 104.91000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 198.79400 104.91000 Tm (5) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 203.77500 104.91000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 209.88200 104.91000 Tm (6) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 214.86300 104.91000 Tm [ (\135\056) -648.01000 (In) -362.01600 (these) -362.98800 (meth\055) ] TJ -164.75100 -11.95510 Td [ (ods\054) -310.98900 (one) -299.00300 (crucial) -299.00500 (step) -298.99500 (is) -298.01500 (acquiring) -298.98700 (the) -299.00200 (personalized) -298.98900 (3D) -299.00200 (f) 9.99588 (ace) ] TJ 11.95470 TL T* [ (model) -381.99000 (which\054) -415.99100 (ideally) 64.99280 (\054) -414.98700 (can) -382.01800 (be) -382.99400 (captured) -382.01000 (with) -381.99300 (a) -383 (3D) -382.00700 (camera) ] TJ 258.75000 459.37200 Td [ (system\056) -438.01000 (Ho) 24.98360 (we) 25.01300 (v) 14.98280 (er) 39.98600 (\054) -303.98600 (the) -293.00300 (high) -292.98500 (cost) -292.01500 (and) -293.00500 (limited) -293.01000 (ef) 25.00560 (fecti) 25.01540 (v) 14.98280 (e) -293.01500 (sens\055) ] TJ T* [ (ing) -197.98900 (range) -198.98900 (of) -198.00400 (3D) -199.01800 (cameras) -198.00900 (ha) 19.99670 (v) 14.98280 (e) -198.99100 (constrained) -197.98200 (their) -199.01600 (applicability) ] TJ T* [ (in) -189.99500 (practice\056) -289.98800 (An) -190 (alternati) 24.99340 (v) 14.98280 (e) -190.01200 (approach) -190.00300 (is) -191.01200 (rec) 1.00964 (o) -1.01454 (ns) 0.99003 (tructing) -190.99800 (the) -189.99800 (3D) ] TJ T* [ (f) 9.99588 (acial) -275.99100 (shape) -275.98600 (using) -274.98400 (2D) -275.98600 (f) 9.99588 (acial) -275.99300 (images\054) -282.00700 (which) -276.01800 (has) -275.98800 (found) -276.01800 (wide) ] TJ 11.95590 TL T* [ (applications) -305.00500 (in) -304.01500 (both) -304.98600 (the) -305 (computer) -304.98300 (vision) -303.99300 (and) -305.00300 (the) -304.99800 (computer) ] TJ 11.95510 TL T* [ (graphics) -249.98000 (communities\056) ] TJ 11.95510 -11.95470 Td [ (Three\055dimensional) -317.00100 (f) 9.99588 (acial) -317.00600 (shape) -316.99600 (reconstruction) -317.01100 (from) -316.99600 (2D) ] TJ -11.95510 -11.95510 Td [ (image\050s\051) -231.00600 (is) -231.98800 (v) 14.98280 (ery) -230.98400 (challenging) -230.98600 (by) -231.01000 (its) -232.02000 (nature) -231.01500 (if) -231.01500 (no) -231.01000 (prior) -231.99100 (kno) 24.99090 (wl\055) ] TJ T* [ (edge) -327.98200 (is) -328.01100 (pro) 14.98520 (vided\056) -544.98700 (This) -328.00200 (is) -328.00900 (mainly) -327.98900 (due) -328.01900 (to) -328.01400 (the) -328.99400 (lar) 17.99700 (ge) -327.98400 (solution) ] TJ T* [ (space) -333.00600 (of) -333 (the) -332.01600 (problem) -333.01600 (and) -332.99800 (the) -332.99300 (loss) -331.99900 (of) -333.00300 (depth) -332.98400 (information) -332.99800 (in) ] TJ 11.95590 TL T* [ (the) -197.01900 (image) -197.99100 (acquisition) -197.01900 (process\056) -292.99500 (Gi) 24.98600 (v) 14.98280 (en) -196.98700 (prior) -197.01600 (kno) 24.99090 (wledge) -197.99600 (about) ] TJ 11.95510 TL T* [ (the) -231.99300 (camera) -232.00800 (intrinsic) -232.00300 (param) 0.98513 (eters) -232 (or) -232 (multi\055vie) 25.02030 (w) -231.99600 (images) -232.02000 (of) -232 (the) ] TJ T* [ (same) -382.98500 (subject\054) -415.98400 (a) -383 (number) -381.99500 (of) -382.99500 (methods) -383 (including) -382.99000 (multi\055vie) 25.02030 (w) ] TJ T* [ (stereo\054) -249.98800 (photomet) 0.98268 (ric) -249.99700 (stereo\054) -249.00700 (or) -249.99700 (structure\055from\055motion) -248.99800 (can) -250.00200 (be) ] TJ T* [ (applied) -316.00600 (to) -316.99400 (reconstruct) -316.00900 (the) -316.01600 (3D) -316.99600 (f) 9.99343 (ace\056) -508.98400 (Ho) 24.98600 (we) 25.01540 (v) 14.98280 (er) 39.98350 (\054) -332.99800 (in) -316.01600 (most) -317.01600 (sce\055) ] TJ 11.95630 TL T* [ (narios\054) -358.98200 (camera) -337.99000 (intrinsic) -337.00500 (parameters) -336.99800 (are) -337.99300 (unkno) 25 (wn) -336.99300 (and) -338.01700 (usu\055) ] TJ 11.95470 TL T* [ (ally) -304.99300 (only) -306.00500 (a) -305.01300 (single) -304.98100 (2D) -305 (image) -306.01300 (is) -304.99300 (a) 19.99180 (v) 24.98110 (ailable\054) -318.99100 (making) -305.01800 (the) -306.01800 (prob\055) ] TJ T* [ (lem\054) -356.98200 (referred) -334.98600 (to) -334.99100 (as) -335.98100 (monocular) -335.01300 (3D) -334.99300 (f) 9.99343 (acial) -335.00300 (shape) -336.01300 (reconstruc\055) ] TJ T* [ (tion) -250.01200 (\050MFSR\051\054) -249.98800 (e) 25.01050 (v) 14.98280 (en) -249.99700 (harder) 55.00550 (\056) ] TJ 11.95510 -11.95510 Td [ (A) -245.99600 (common) -246.00300 (prior) -247.00800 (emplo) 9.98363 (yed) -245.99300 (in) -245.98800 (solving) -245.99800 (the) -245.98800 (monocular) -246.98800 (3D) ] TJ -11.95510 -11.95470 Td [ (f) 9.99588 (acial) -239.01600 (shape) -239.99200 (reconstruction) -238.98500 (problem) -240.01400 (is) -239.00400 (the) -239.98900 (subspace) -239.00400 (or) -240 (mor) 20.01140 (\055) ] TJ 11.95630 TL T* [ (phable) -356.98500 (model) -355.99500 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 370.75000 289.31300 Tm (3) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 375.73100 289.31300 Tm [ (\135) -357.00200 (that) -356.98500 (captures) -356.99400 (shape) -356.00900 (v) 24.98110 (ariations) -357.01400 (in) -356.98900 (human) ] TJ -66.86880 -11.95470 Td [ (f) 9.99588 (ace) -446.99600 (with) -447.00100 (a) -446.00900 (set) -447.01400 (of) -446.98200 (basis) -447.00400 (shapes\056) -899.99200 (By) -447.00400 (using) -446.99400 (a) -446.98900 (morphable) ] TJ 11.95510 TL T* [ (model\054) -426.02000 (a) -390.01800 (3) -1.01454 (D) -390.01100 (human) -391.01100 (f) 9.99588 (ace) -389.98900 (can) -390.99800 (be) -390.99400 (parameterized) -390.00800 (as) -390.99400 (a) -390.99800 (v) 14.98280 (ec\055) ] TJ T* [ (tor) -285.00100 (of) -285.00900 (weights) -284.98200 (for) -283.99400 (the) -285.00400 (shape) -285.00100 (basis\056) -415.00400 (As) -283.98200 (a) -285.01600 (result\054) -294.01000 (the) -285.00100 (solution) ] TJ T* [ (space) -244.98100 (becomes) -245.00300 (numerically) -244.00300 (constrained\054) -246.01300 (thus) -244.99300 (is) -245.00300 (solv) 25 (able) -245.01300 (by) ] TJ T* [ (common) -343.00700 (optimization) -344.00100 (techniques\056) -589.99000 (T) 79.99160 (o) -344.01600 (retrie) 25.01540 (v) 14.98280 (e) -343.00700 (the) -344.01100 (optimal) ] TJ 11.95590 TL T* [ (model) -292.98500 (parameters) -291.98300 (that) -292.99500 (best) -292.01500 (reconstruct) -292.99500 (the) -293 (3D) -291.98100 (f) 9.99343 (acial) -293.01000 (shape) ] TJ 11.95510 TL T* [ (of) -388.01100 (the) -386.98700 (input) -387.98400 (2D) -388.00600 (image\054) -421.99100 (Blanz) -387.99900 (and) -386.98900 (V) 111.00600 (etter) -388.01400 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 484.81100 205.62700 Tm (3) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 489.79300 205.62700 Tm [ (\135) -388.01900 (proposed) -387.98900 (to) ] TJ -180.93000 -11.95510 Td [ (minimize) -279.01000 (the) -279.00500 (discrepanc) 14.98520 (y) -279.00700 (between) -279.00700 (the) -279.00200 (input) -280.00200 (2D) -279.00200 (image) -278.99800 (and) ] TJ 11.95470 TL T* [ (the) -330.01600 (3D) -330.01600 (f) 9.99588 (ace) -331.01600 (rendering) -330.01100 (in) -330.01100 (an) -331.00400 (anal) 0.98513 (ysis\055by\055synthesis) -331.00800 (manner) 54.98100 (\056) ] TJ T* [ (Though) -260.00600 (interesting) -259.01800 (results) -260.01100 (ha) 19.99670 (v) 14.98280 (e) -258.98100 (been) -259.99600 (achie) 25.01540 (v) 14.98280 (ed\054) -261.99100 (this) -260.01100 (method) ] TJ T* [ (cannot) -292.99500 (handle) -292.01500 (comple) 14.99750 (x) -293.00500 (illumination) -292 (conditions) -293 (and) -293.00500 (suf) 24.98600 (fers) ] TJ 11.95590 TL T* [ (from) -300.99900 (high) -302.00600 (computation) -300.99900 (cost\056) -463.98600 (T) 79.99160 (o) -301.00400 (solv) 15.00240 (e) -301.01300 (its) -302.00800 (limitation\054) -314.00200 (Blanz) ] TJ /R35 9.96260 Tf 11.95510 TL T* [ (et) -196.98400 (al\056) ] TJ /R29 9.96260 Tf 21.35700 0 Td (\133) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 333.53700 133.89600 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R29 9.96260 Tf 1 0 0 1 338.51800 133.89600 Tm [ (\135) -196.98900 (proposed) -197.00100 (to) -197.01400 (predict) -197.01100 (the) -195.99700 (model) -197.00100 (parameters) -197.02100 (via) -197.01600 (linear) ] TJ -29.65590 -11.95510 Td [ (re) 15.00980 (gression) -272.98600 (from) -273.00300 (f) 9.99588 (acial) -273.99100 (feature) -272.97900 (point) -272.98400 (locations\056) -379 (Though) -274.00300 (ef) 25.00560 <022d> ] TJ 11.95510 TL T* [ (cient\054) -269.98200 (this) -266.01000 (method) -266.00500 (abandons) -266.01000 (most) -266.00500 (of) -265.99500 (the) -265.98500 (useful) -266.01900 (information) ] TJ T* [ (in) -245.98600 (the) -245.99100 (image) -245.98300 (and) -245.99300 (learns) -245.01100 (v) 14.98280 (ery) -246.00300 (simple) -246.00300 (re) 15.00730 (gressor) -245.98800 (functions\056) -309.01200 (As) ] TJ 11.95590 TL T* [ (a) -244.98400 (result\054) -246.01800 (the) -245.01100 (reconstruction) -244.98400 (is) -245.00300 (usually) -244.98900 (v) 14.98280 (ery) -244.98400 (coarse) -244.98400 (and) -245.01300 (sensi\055) ] TJ -13.74100 -34.96290 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 (5908) 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
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x15 19 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
19 0 obj
<<
/Filter /FlateDecode
/Resources 20 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
20 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
21 0 obj
<<
/Filter /FlateDecode
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x24 22 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
22 0 obj
<<
/Filter /FlateDecode
/Resources 23 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