%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 (Slow and Steady Feature Analysis\072 Higher Order Temporal Coherence in Video) /Producer (PyPDF2) /Author (Dinesh Jayaraman\054 Kristen Grauman) /Subject (2016 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 /R25 18 0 R /x6 19 0 R /x12 22 0 R /R24 25 0 R /x10 26 0 R >> /ExtGState << /s9 29 0 R /s11 32 0 R /R15 35 0 R /a0 << /CA 1 /ca 1 >> /s5 36 0 R /s7 39 0 R >> /Font << /F2 42 0 R /R28 43 0 R /F1 47 0 R /R16 48 0 R /R18 52 0 R /R20 56 0 R /R22 59 0 R /R32 63 0 R /R30 68 0 R /R26 72 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 75 0 R 76 0 R 77 0 R 78 0 R 79 0 R 80 0 R ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 81 0 R /Resources << /ExtGState << /R15 35 0 R >> /Font << /F2 82 0 R /R28 43 0 R /F1 83 0 R /R16 48 0 R /R18 52 0 R /R22 59 0 R /R32 63 0 R /R30 68 0 R /R26 72 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 84 0 R 85 0 R 86 0 R 87 0 R 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 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 ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 128 0 R /Resources << /ExtGState << /R15 35 0 R >> /Font << /R119 129 0 R /R121 134 0 R /R126 137 0 R /R113 141 0 R /R111 146 0 R /R117 150 0 R /R115 154 0 R /F2 158 0 R /R28 43 0 R /F1 159 0 R /R123 160 0 R /R16 48 0 R /R18 52 0 R /R22 59 0 R /R32 63 0 R /R30 68 0 R /R26 72 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 164 0 R 165 0 R 166 0 R 167 0 R 168 0 R 169 0 R 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 ] >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 184 0 R /Resources << /ExtGState << /R15 35 0 R >> /Font << /R119 129 0 R /R141 185 0 R /R143 188 0 R /R113 141 0 R /R111 146 0 R /R117 150 0 R /R115 154 0 R /F2 191 0 R /R28 43 0 R /F1 192 0 R /R123 160 0 R /R16 48 0 R /R18 52 0 R /R22 59 0 R /R32 63 0 R /R30 68 0 R /R26 72 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 193 0 R 194 0 R 195 0 R 196 0 R 197 0 R 198 0 R 199 0 R 200 0 R 201 0 R 202 0 R ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 203 0 R /Resources << /ExtGState << /R15 35 0 R >> /Font << /R177 204 0 R /R171 207 0 R /F2 210 0 R /F1 211 0 R /R173 212 0 R /R179 216 0 R /R113 141 0 R /R169 219 0 R /R111 146 0 R /R117 150 0 R /R115 154 0 R /R28 43 0 R /R16 48 0 R /R175 223 0 R /R18 52 0 R /R22 59 0 R /R32 63 0 R /R30 68 0 R /R26 72 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 227 0 R 228 0 R 229 0 R 230 0 R 231 0 R 232 0 R 233 0 R 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 ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 247 0 R /Resources << /ExtGState << /R15 35 0 R >> /Font << /R203 248 0 R /R119 129 0 R /R113 141 0 R /F1 251 0 R /R111 146 0 R /R117 150 0 R /R115 154 0 R /F2 252 0 R /R28 43 0 R /R201 253 0 R /R16 48 0 R /R175 223 0 R /R18 52 0 R /R22 59 0 R /R32 63 0 R /R30 68 0 R /R26 72 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 272 0 R /Resources << /XObject << /R215 273 0 R /R214 274 0 R /R216 275 0 R /R220 276 0 R /R221 277 0 R /R222 278 0 R /R223 279 0 R /R224 280 0 R /R219 281 0 R >> /ExtGState << /R15 35 0 R >> /Font << /R201 253 0 R /R217 282 0 R /R113 141 0 R /R111 146 0 R /R225 286 0 R /F2 290 0 R /F1 291 0 R /R16 48 0 R /R18 52 0 R /R22 59 0 R /R32 63 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 292 0 R 293 0 R 294 0 R 295 0 R 296 0 R ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 297 0 R /Resources << /ExtGState << /R15 35 0 R >> /Font << /R261 298 0 R /R113 141 0 R /R225 286 0 R /F2 301 0 R /R255 302 0 R /F1 306 0 R /R259 307 0 R /R30 68 0 R /R16 48 0 R /R18 52 0 R /R257 310 0 R /R22 59 0 R /R32 63 0 R /R253 313 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 335 0 R ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 336 0 R /Resources << /ExtGState << /R15 35 0 R >> /Font << /F2 337 0 R /F1 338 0 R /R16 48 0 R /R18 52 0 R /R20 56 0 R /R22 59 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 339 0 R 340 0 R 341 0 R 342 0 R 343 0 R 344 0 R 345 0 R 346 0 R 347 0 R 348 0 R 349 0 R 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 362 0 R 363 0 R 364 0 R 365 0 R 366 0 R 367 0 R 368 0 R 369 0 R 370 0 R 371 0 R 372 0 R 373 0 R 374 0 R 375 0 R 376 0 R 377 0 R 378 0 R 379 0 R 380 0 R 381 0 R 382 0 R 383 0 R 384 0 R 385 0 R 386 0 R 387 0 R 388 0 R 389 0 R 390 0 R 391 0 R 392 0 R 393 0 R 394 0 R 395 0 R 396 0 R 397 0 R 398 0 R 399 0 R 400 0 R 401 0 R 402 0 R ] >> endobj 12 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 403 0 R /Resources << /ExtGState << /R15 35 0 R >> /Font << /R18 52 0 R /F2 404 0 R /F1 405 0 R /R22 59 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 406 0 R 407 0 R 408 0 R 409 0 R 410 0 R 411 0 R 412 0 R 413 0 R 414 0 R 415 0 R 416 0 R 417 0 R ] >> endobj 13 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 14 0 obj << /Length 18344 >> stream q q q 0.10000 0 0 0.10000 0 0 cm /R15 gs 0 g q 10 0 0 10 0 0 cm BT /R16 14.34620 Tf 1 0 0 1 196.19300 675.06700 Tm [ (Slo) 9.98944 (w) -250.00200 (and) -249.99100 (steady) -249.98600 (featur) 17.98610 (e) -250 (analysis\072) ] TJ -25.35700 -17.93320 Td [ (higher) -249.99600 (order) -250.00300 (temporal) -249.99100 (coher) 18.00650 (ence) -250.00700 (in) -249.99300 (video) ] TJ /R18 11.95520 Tf 5.21016 -37.85780 Td [ (Dinesh) -249.99300 (Jayaraman) ] TJ 18.58400 -13.94730 Td [ (UT) -249.99300 (Austin) ] TJ /R20 8.96640 Tf -31.08320 -13.94800 Td (dineshj\100cs\056utexas\056edu) Tj /R18 11.95520 Tf 170.30700 27.89530 Td [ (Kristen) -249.98700 (Grauman) ] TJ 15.93010 -13.94730 Td [ (UT) -249.99300 (Austin) ] TJ /R20 8.96640 Tf -31.08280 -13.94800 Td (grauman\100cs\056utexas\056edu) Tj /R16 11.95520 Tf -172.70600 -41.04570 Td (Abstract) Tj /R22 9.96260 Tf -83.92770 -17.66910 Td [ (How) -266.99300 (can) -267.00900 (unlabele) 1.00596 (d) -267.00900 (video) -267.00600 (augment) -266.98900 (visual) -266.00700 (learning\077) -360.99600 (Ex\055) ] TJ -11.95510 -11.95510 Td [ (isting) -263.01700 (methods) -262.98800 (perform) -262.98700 (\223slow\224) -262.99400 (featur) 37 (e) -263.02000 (analysis\054) -265.99500 (encour) 14.99010 (a) 10.00320 (g\055) ] TJ 11.95510 TL T* [ (ing) -215.98600 (the) -215.99500 (r) 37.01960 (epr) 36.98100 (esentations) -215.99700 (of) -215.99100 (tempor) 15 (ally) -215.98800 (close) -215.99300 (fr) 14.99010 (ames) -215.99300 (to) -215.99100 (e) 19.99180 (xhibit) ] TJ 11.95590 TL T* [ (only) -314.99300 (small) -315.01700 (dif) 18.01660 (fer) 36.98280 (ences\056) -505.01400 (While) -314.98900 (this) -314.98100 (standar) 37.01340 (d) -315.00100 (appr) 44.99490 (oac) 14.98280 (h) -315.00100 (cap\055) ] TJ 11.95510 TL T* [ (tur) 36.99260 (es) -356.01700 (the) -356.01100 (fact) -356.00400 (that) -355.01400 (high\055le) 15 (vel) -355.98100 (visual) -355.99300 (signals) -356.01700 (c) 15.01220 (hang) 10.01790 (e) -355.98500 (slowly) ] TJ T* [ (o) 10.00320 (ver) -214.98600 (time) 10.01120 (\054) -222 (it) -215.00900 (fails) -214.01000 (to) -215.01100 (captur) 36.99870 (e) ] TJ /R18 9.96260 Tf 110.58700 0 Td [ (ho) 24.98600 (w) ] TJ /R22 9.96260 Tf 19.04730 0 Td [ (the) -215.01600 (visual) -214.99600 (content) -215.00300 (c) 15.01220 (hang) 10.01790 (es\056) ] TJ -129.63400 -11.95470 Td [ (W) 91.98650 (e) -260 (pr) 44.98390 (opose) -260.01800 (to) -259.98400 (g) 10.00320 (ener) 15.01960 (alize) -260.01400 (slow) -260.00300 (featur) 37 (e) -260 (analysis) -259.99800 (to) -259.98400 (\223steady\224) ] TJ T* [ (featur) 37 (e) -410.01400 (analysis\056) -791.98500 (The) -409.99500 (k) 9.99343 (e) 29.99010 (y) -410.99500 (idea) -409.99800 (is) -411.01600 (to) -409.99800 (impose) -411.00700 (a) -410.00500 (prior) -411 (that) ] TJ T* [ (higher) -314.00200 (or) 36.98520 (der) -314.01900 (derivatives) -314 (in) -314.01400 (the) -314.01900 (learned) -314.98700 (featur) 37.98140 (e) -315.01100 (space) -314.01900 (must) ] TJ 11.95590 TL T* [ (be) -293.99000 (small\056) -442.01300 (T) 91.99870 (o) -293.00500 (this) -294.00400 (end\054) -305 (we) -293.98200 (tr) 14.99140 (ain) -294.01200 (a) -293.98500 (con) 40 (volutional) -294.02000 (neur) 14.99010 (al) -294.01700 (net\055) ] TJ 11.95510 TL T* [ (work) -248.99700 (with) -248.00500 (a) -249.01200 (r) 37.01960 (e) 39.98840 (gularizer) -249.01400 (on) -249.00700 (tuples) -248.01100 (of) -249.00500 (sequential) -249.01700 (fr) 14.99010 (ames) -249.00700 (fr) 44.98510 (om) ] TJ T* [ (unlabeled) -341.01000 (video\056) -584.00900 (It) -340.99800 (encour) 14.99010 (a) 10.00320 (g) 10.00320 (es) -341 (featur) 37.00120 (e) -341.00700 (c) 15.01220 (hang) 10.01790 (es) -342.01900 (o) 10.00320 (ver) -341.00400 (time) ] TJ T* [ (to) -306.01500 (be) -307.00700 (smooth\054) -319.99200 (i\056e) 14.98280 (\056\054) -321 (similar) -305.98600 (to) -306.01500 (the) -307 (most) -306.00700 (r) 37.01830 (ecent) -307.00800 (c) 15.01220 (hang) 10.01790 (es\056) -479.01300 (Us\055) ] TJ T* [ (ing) -286.01400 <027665> -285.99500 (diver) 10.00810 (se) -285.99000 (datasets\054) -295.01000 (including) -285.98900 (unlabeled) -285.99900 (Y) 92 (ouT) 54.99570 (ube) -285.98700 (and) ] TJ 11.95630 TL T* [ (KITTI) -293.01400 (videos\054) -302.99100 (we) -293.00100 (demonstr) 15.01100 (ate) -293.00300 (our) -292.99400 (method\047) 40.01050 (s) -293.00500 (impact) -292.98800 (on) -293 (ob\055) ] TJ 11.95470 TL T* [ (ject\054) -328.99600 (scene) 9.99649 (\054) -329.00100 (and) -314.01100 (action) -312.98200 (r) 37.01960 (eco) 9.99466 (gnition) -313.98400 (tasks\056) -500.01200 (W) 91.98710 (e) -313.01200 (further) -313.99400 (show) ] TJ T* [ (that) -191.00200 (our) -191.99100 (featur) 37 (es) -190.98700 (learned) -191.98800 (fr) 44.98640 (om) -191.02000 (unlabeled) -190.99500 (video) -192 (can) -190.98300 (e) 15.01220 (ven) -192.01000 (sur) 20.01380 (\055) ] TJ T* [ (pass) -250.01500 (a) -249.99300 (standar) 37.01340 (d) -249.99300 (heavily) -249.98600 (supervised) -250.01000 (pr) 36.98520 (etr) 14.98770 (aining) -250.00200 (appr) 44.99490 (oac) 14.98280 (h\056) ] TJ /R16 11.95520 Tf 24.34300 TL T* [ (1\056) -249.99000 (Intr) 18.01460 (oduction) ] TJ /R18 9.96260 Tf 11.95470 -19.88790 Td [ (V) 59.99310 (isual) -393.99200 (feature) -393 (learning) -393.99600 (with) -393.99100 (deep) -392.99200 (neural) -394.00800 (netw) 10.00810 (orks) -394 (has) ] TJ -11.95470 -11.95510 Td [ (yielded) -389.01200 (dramatic) -389.01800 (g) 4.98446 (ains) -389.02000 (for) -388.99500 (image) -389.01700 (recognition) -388.99900 (tasks) -389.01400 (in) -388.98200 (re\055) ] TJ 11.95590 TL T* [ (cent) -279.00900 (years) -277.99300 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R18 9.96260 Tf 1 0 0 1 96.59770 261.28600 Tm (22) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R18 9.96260 Tf 1 0 0 1 106.56000 261.28600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R18 9.96260 Tf 1 0 0 1 111.83000 261.28600 Tm (37) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R18 9.96260 Tf 1 0 0 1 121.79300 261.28600 Tm [ (\135\056) -396.01400 (While) -278.99600 (the) -279.00500 (main) -278.01200 (techniques) -278.98500 (in) 40.00560 (v) 20.00160 (olv) 14.99500 (ed) -279.01200 (in) ] TJ -71.68090 -11.95510 Td [ (these) -233.99000 (methods) -234.00400 (ha) 19.99790 (v) 14.98280 (e) -234.00500 (been) -233.01900 (kno) 24.99090 (wn) -233.99300 (for) -234.00100 (some) -233.98100 (time\054) -236.99500 (a) -234.00500 (k) 10.00320 (e) 15.01220 (y) -233.99500 (f) 9.99588 (actor) ] TJ 11.95510 TL T* [ (in) -382.98300 (their) -382.98300 (recent) -382.99900 (success) -382.98500 (is) -382.98100 (the) -382.98800 (a) 19.99180 (v) 24.98110 (ailability) -384.00900 (of) -382.99200 (lar) 17.99700 (ge) -382.99500 (human\055) ] TJ T* [ (labeled) -356.00700 (image) -354.98400 (datasets) -356 (lik) 10.01790 (e) -355.98500 (ImageNet) -356.00800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R18 9.96260 Tf 1 0 0 1 209.94200 225.42100 Tm (6) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R18 9.96260 Tf 1 0 0 1 214.92300 225.42100 Tm [ (\135\056) -626.99300 (Deep) -355.98000 (con) 39.99820 (v) 20.00160 (olu\055) ] TJ -164.81100 -11.95510 Td [ (tional) -341.99400 (neural) -342.01600 (netw) 10.00940 (orks) -342.98900 (\050CNNs\051) -342.00300 (designed) -341.99700 (for) -341.98500 (image) -342.98700 (recog\055) ] TJ 11.95470 TL T* [ (nition) -347.98400 (typically) -347.98500 (ha) 19.99790 (v) 14.98280 (e) -347.98600 (millions) -348.00200 (of) -347 (parameters\054) -372.98700 (necessitating) ] TJ 11.95630 TL T* [ (notoriously) -249.98200 (lar) 17.99700 (ge) -249.99600 (training) -250.00700 (databases) -249.98500 (to) -249.98500 (a) 19.99180 (v) 20.00160 (oid) -250.02000 (o) 14.98280 (v) 14.98280 <6572027474696e672e> ] TJ 11.95470 -12.91410 Td [ (Intuiti) 25.01180 (v) 14.98280 (ely) 65.01610 (\054) -450 (ho) 24.98600 (we) 25.01420 (v) 14.98280 (er) 39.98600 (\054) -450 (visual) -409.00400 (learning) -409.99300 (should) -410.01500 (not) -409.99300 (be) -410.01000 (re\055) ] TJ -11.95470 -11.95470 Td [ (stricted) -336.98200 (to) -336.99000 (sets) -336.98800 (of) -337.00100 (cate) 15.01100 (gory\055labeled) -336.98300 (e) 15.01220 (x) 14.98280 (emplars\056) -572 (T) 79.99160 (aking) -336.98500 (hu\055) ] TJ 11.95510 TL T* [ (man) -302.99500 (learning) -302.99100 (as) -301.98800 (an) -303.00700 (ob) 14.98770 (vious) -303.01900 (e) 15.01220 (xample\054) -316.00200 (children) -302.99100 (b) 20.00160 (uild) -302.98400 (up) -302.99800 (vi\055) ] TJ T* [ (sual) -382.98100 (representations) -383.00500 (through) -383.00500 (constant) -383.00700 (observ) 24.99090 (ation) -383.99500 (and) -382.99000 (ac\055) ] TJ 11.95590 TL T* [ (tion) -375.01100 (in) -374.98400 (the) -374.98800 (w) 10 (orld\056) -685.00700 (This) -375.99400 (hints) -375.00500 (that) -374.98200 (machine\055learned) -374.98200 (repre\055) ] TJ 11.95510 TL T* [ (sentations) -358.01800 (w) 10.00140 (ould) -359.01600 (also) -358.00500 (be) -358.01700 (well) -358.98700 (serv) 14.98160 (ed) -358.01700 (to) -358.00600 (e) 15.01220 (xploit) -359.00100 (long\055term) ] TJ /R22 9.96260 Tf (video) ' /R18 9.96260 Tf 23.93590 0 Td [ (observ) 24.98970 (ations\054) -238.99100 (e) 25.01050 (v) 14.98280 (en) -237.01800 (in) -237.00700 (the) -235.99200 (absence) -236.98300 (of) -237.01700 (deliberat) 0.99493 (e) -236.98500 (labels\056) ] TJ -23.93590 -11.95510 Td [ (Indeed\054) -326.01900 (researchers) -310.98200 (in) -310.99500 (cogniti) 25.00810 (v) 14.98280 (e) -309.99200 (science) -311.00700 <026e64> -310.98200 (that) ] TJ /R22 9.96260 Tf 200.42500 0 Td [ (tempor) 15 (al) ] TJ -200.42500 -11.95510 Td [ (coher) 36.98160 (ence) ] TJ /R18 9.96260 Tf 44.06880 0 Td [ (plays) -350.98200 (an) -352.01800 (important) -350.99800 (role) -352.01500 (in) -350.98800 (visual) -351.99300 (learning\056) -613.99600 (F) 14.99260 (or) ] TJ ET Q q 3430.66000 5363.16000 160.68000 178.57400 re W n q 160.55000 0 0 178.22500 3430.70000 5363.30000 cm /R24 Do Q Q q 3088.62000 4925.35000 2362.46000 676.12100 re W n q 2362.46000 0 0 676.76000 3088.62000 4924.71000 cm /R25 Do Q Q q 10 0 0 10 0 0 cm BT /R16 8.96640 Tf 1 0 0 1 308.86200 474.65400 Tm [ (Figur) 17.99520 (e) -269.99400 (1\072) ] TJ /R18 8.96640 Tf 38.25980 0 Td [ (From) -270.00500 (unlabeled) -269.01400 (videos\054) -275.01200 (we) -269 (learn) -270.01800 (\223steady) -270.01800 (features\224) -269.02200 (that) ] TJ -38.25980 -10.95900 Td [ (e) 15.01100 (xhibit) -249.99500 (consistent) -249.98100 (feature) -250.01100 (transitions) -250.01100 (among) -249.98900 (sequential) -250.00600 (frames\056) ] TJ /R18 9.96260 Tf 23.20780 TL T* [ (e) 15.01220 (xample\054) -328.00200 (altering) -312.98700 (the) -312.01900 (natural) -312.99200 (temporal) -312.98200 (contiguity) -312.01700 (of) -313.00700 (visual) ] TJ 11.95510 TL T* [ (stimuli) -261.98300 (hinders) -262.99500 (translation) -261.99500 (in) 40.00310 (v) 24.98110 (ariance) -262.98600 (in) -261.98600 (the) -261.98600 (inferior) -263.00500 (tempo\055) ] TJ T* [ (ral) -303.98800 (corte) 15.01710 (x) -303.98400 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R18 9.96260 Tf 1 0 0 1 353.49400 416.57700 Tm (26) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R18 9.96260 Tf 1 0 0 1 363.45700 416.57700 Tm [ (\135\054) -317.00600 (and) -303.98400 (functions) -303.99300 (learned) -303.98800 (to) -304.01800 (preserv) 15.01710 (e) -303.99300 (temporal) ] TJ -54.59450 -11.95590 Td [ (coherence) -248.98800 (share) -249.01700 (beha) 20 (viors) -248.99800 (observ) 14.99260 (ed) -249.01700 (in) -249.00700 (comple) 14.99750 (x) -249.99300 (cells) -249.00700 (of) -249.01700 (the) ] TJ 11.95510 TL T* [ (primary) -250.01700 (visual) -250.01000 (corte) 15.01710 (x) -249.99300 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R18 9.96260 Tf 1 0 0 1 399.74100 392.66600 Tm (4) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R18 9.96260 Tf 1 0 0 1 404.72200 392.66600 Tm (\135\056) Tj -83.90510 -12.37110 Td [ (Our) -321 (goal) -320.01300 (is) -320.99300 (to) -320.99300 (e) 15.01220 (xploit) -321.00800 (unlabeled) -320.00500 (video\054) -338.98300 (as) -319.98600 (might) -321.01000 (be) -321.00500 (ob\055) ] TJ -11.95510 -11.95470 Td [ (tained) -253.00200 (freely) -252.98000 (from) -253.00700 (the) -253.00900 (web\054) -253.99200 (to) -253.00700 (impro) 15.00240 (v) 14.98280 (e) -252.98200 (visual) -252.99200 (feature) -252.98200 (learn\055) ] TJ 11.95510 TL T* [ (ing\056) -633.01200 (In) -356.99700 (particular) 40.00560 (\054) -384.99200 (we) -357.00200 (are) -357.98900 (interested) -358 (in) -356.98900 (impro) 15.00240 (ving) -357.99400 (learned) ] TJ T* [ (image) -249.98300 (representations) -250.00700 (for) -249.99700 (visual) -250.01200 (recognition) -250.00200 (tasks\056) ] TJ 11.95510 -12.37110 Td [ (Prior) -264.01500 (w) 10 (ork) -263.98800 (le) 25.01790 (v) 14.98280 (eraging) -263.98500 (video) -264.01500 (for) -263.99500 (feature) -264 (learning) -264.01500 (focuses) ] TJ -11.95510 -11.95590 Td [ (on) -406 (the) -406.00300 (concept) -404.98100 (of) ] TJ /R22 9.96260 Tf 77.58910 0 Td [ (slow) -406.01800 (featur) 36.99870 (e) -404.99600 (analysis) ] TJ /R18 9.96260 Tf 90.91090 0 Td [ (\050SF) 74.01220 (A\051\056) -406.01100 (First) -405.00100 (for) 19.99670 (\055) ] TJ -168.50000 -11.95510 Td [ (mally) -220.99500 (proposed) -222.01700 (in) -221.99000 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R18 9.96260 Tf 1 0 0 1 385.77300 308.14800 Tm (42) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R18 9.96260 Tf 1 0 0 1 395.73600 308.14800 Tm [ (\135\054) -226.98200 (SF) 74.01710 (A) -221.01700 (e) 15.01220 (xploits) -221.99700 (temporal) -220.99700 (coherence) -222.01200 (in) ] TJ -86.87380 -11.95510 Td [ (video) -332.98600 (as) -333 (\223free\224) -332.98900 (supervision) -332.99800 (to) -332.99300 (learn) -333.00300 (image) -332.98900 (representations) ] TJ 11.95470 TL T* [ (in) 40.00560 (v) 24.98110 (ariant) -360.99100 (to) -362.00600 (small) -361.00800 (transformations\056) -644 (In) -360.99900 (particular) 40.00310 (\054) -388.98900 (SF) 74.01710 (A) -362.01300 (en\055) ] TJ T* [ (courages) -241.01400 (the) -241.99100 (follo) 24.99830 (wing) -240.99900 (property\072) -306.00300 (in) -241.00900 (a) -242.00400 (learned) -241.01900 (feature) -242.00400 (space\054) ] TJ T* [ (temporally) -234.98300 (nearby) -235.01700 (frames) -235.99500 (should) -234.98500 (lie) -235.01000 (close) -235.01000 (to) -235.01000 (each) -236.01000 (other) 40.00310 (\054) ] TJ /R22 9.96260 Tf 224.07600 0 Td (i\056e) Tj /R18 9.96260 Tf 9.68320 0 Td (\056) Tj -233.75900 -11.95590 Td [ (for) -408.01300 (a) -408.01500 (learned) -408.99100 (representation) ] TJ /R26 9.96260 Tf 118.06500 0 Td [ (z) -0.10292 ] TJ /R18 9.96260 Tf 9.15898 0 Td [ (and) -408.00500 (adjacent) -408.00500 (video) -409.01000 (frames) ] TJ /R28 9.96260 Tf -127.22400 -11.95510 Td [ (a) -0.89936 ] TJ /R18 9.96260 Tf 9.78594 0 Td (and) Tj /R28 9.96260 Tf 17.86680 0 Td [ (b) -0.80134 ] TJ /R18 9.96260 Tf 5.18906 0 Td [ (\054) -374.01400 (one) -350.01500 (w) 10 (ould) -349.01800 (lik) 10.01790 (e) ] TJ /R26 9.96260 Tf 70.69800 0 Td [ (z) -0.10292 ] TJ /R30 9.96260 Tf 5.09219 0 Td [ (\050) -0.90181 ] TJ /R28 9.96260 Tf 3.87383 0 Td [ (a) -0.89691 ] TJ /R30 9.96260 Tf 6.30508 0 Td [ (\051) -0.90181 ] TJ /R32 9.96260 Tf 8.47617 0 Td [ (\031) -0.80379 ] TJ /R26 9.96260 Tf 12.34880 0 Td [ (z) -0.10292 ] TJ /R30 9.96260 Tf 5.09180 0 Td [ (\050) -0.90181 ] TJ /R28 9.96260 Tf 3.87500 0 Td [ (b) -0.79889 ] TJ /R30 9.96260 Tf 5.18906 0 Td [ (\051) -0.90181 ] TJ /R18 9.96260 Tf 3.87422 0 Td [ (\056) -608.01100 (The) -350.01500 (rationale) -348.98600 (be\055) ] TJ -157.66600 -11.95510 Td [ (hind) -288.98900 (SF) 74.01710 (A) -289.00800 (rests) -288.99800 (on) -287.98100 (a) -289.01600 (simple) -289.01600 (observ) 24.99090 (ation\072) -387.98400 (high\055le) 24.99580 (v) 14.98280 (el) -289.00600 (seman\055) ] TJ T* [ (tic) -356.00900 (visual) -357.01200 (concepts) -356.00400 (associated) -357.01900 (with) -355.99500 (video) -356 (frames) -356.99400 (typically) ] TJ T* [ (change) -273.01100 (only) -274.01100 (gradually) -272.99100 (as) -273.01100 (a) -273.01800 (function) -274.00800 (of) -273.01300 (the) -273.00300 (pix) 14.99750 (els) -273.00300 (that) -274.01800 (com\055) ] TJ 11.95630 TL T* [ (pose) -402 (the) -402.98400 (frames\056) -767.00400 (Thus\054) -441.00200 (representat) 0.98513 (ions) -403.00600 (useful) -401.99700 (for) -402.99200 (recog\055) ] TJ 11.95510 TL T* [ (nizing) -421.98300 (high\055le) 24.99830 (v) 14.98280 (el) -422.00600 (concepts) -421.99300 (are) -421.97900 (also) -421.99300 (lik) 10.01790 (ely) -423.01800 (to) -421.99800 (possess) -422.01800 (this) ] TJ T* [ (property) -377.01800 (of) -378.01300 (\223slo) 24.99090 (wness\224\056) -691.98700 (Another) -377.99600 (w) 10.00320 (ay) -376.99600 (to) -378.00600 (think) -377.00600 (about) -377.99600 (this) ] TJ T* [ (is) -427.99500 (that) -427.99200 (scene) -428.99000 (changes) -428 (between) -428.00200 (temporally) -428.00700 (nearby) -428.98200 (frames) ] TJ T* [ (are) -194.01900 (usually) -194.01400 (small) -194.01700 (and) -194.98200 (represent) -194.00200 (label\055preserving) -193.98200 (transforma\055) ] TJ T* [ (tions\056) -482.00500 (A) -307.00500 (slo) 24.99340 (w) -307.00500 (representation) -306.98300 (will) -306.98300 (tolerate) -308.01700 (minor) -306.98300 (geometric) ] TJ 11.95590 TL T* [ (or) -271.01100 (lighting) -271.00400 (changes\054) -275.98300 (which) -270.99900 (is) -270.99900 (essential) -270.98900 (for) -271.01400 (high\055le) 24.99580 (v) 14.98280 (el) -271.00900 (visual) ] TJ 11.95510 TL T* [ (recognition) -299.01400 (tasks\056) -456.02000 (The) -299.00400 (v) 24.98110 (alue) -299.00400 (of) -299.00900 (e) 15.01220 (xploiting) -298.99400 (temporal) -298.98400 (coher) 19.99670 (\055) ] TJ T* [ (ence) -210.01200 (for) -210.00700 (recognition) -210.00900 (has) -209.01700 (been) -210.00400 (repeatedly) -209.99400 (v) 14.98280 <657269026564> -209.98900 (in) -209.99400 (ongoing) ] TJ T* [ (research\054) -399.98200 (including) -370.01400 (via) -370.00900 (modern) -369.99700 (deep) -370.99700 (con) 39.99820 (v) 20.00160 (olutional) -370.01200 (neural) ] 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 (3852) 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 /DCTDecode
/BitsPerComponent 8
/Height 709
/Length 131652
/ColorSpace /DeviceRGB
/Width 2475
/Subtype /Image
>>
stream
Adobe d C
$, !$4.763.22:ASF:=N>22HbINVX]^]8EfmeZlS[]Y C**Y;2;YYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYY "
} !1AQa"q2#BR$3br
%&'()*456789:CDEFGHIJSTUVWXYZcdefghijstuvwxyz
w !1AQaq"2B #3Rbr
$4%&'()*56789:CDEFGHIJSTUVWXYZcdefghijstuvwxyz ? (
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
(
('0_UJye>zl_^XՓJҲ
*\jfgp0ֶ?9$H(]c ZAuv j|?g.wd Wןh5[.'_'WKSijpi ^Zyx0m편oj?9ŹhBNMsWO . N G ;G$9v9 ޏ fAuv j|v.TLӋRRF
G B5zKV/#˖VusZUM
kEqWO . N G ;a.7cAuv j??`rw N t EE ukJ{M*\yD