%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 13 0 R ] /Type /Pages /Count 11 >> endobj 2 0 obj << /Title (Generalized Deep Image to Image Regression) /Producer (PyPDF2) /Author (Venkataraman Santhanam\054 Vlad I\056 Morariu\054 Larry S\056 Davis) /Subject (2017 IEEE Conference on Computer Vision and Pattern Recognition) >> endobj 3 0 obj << /Parent 1 0 R /Rotate 0 /Contents 15 0 R /Resources << /XObject << /x8 16 0 R /R36 19 0 R /R37 20 0 R /x6 21 0 R /x12 24 0 R /x10 27 0 R >> /ExtGState << /s9 30 0 R /s11 33 0 R /a0 << /CA 1 /ca 1 >> /s5 36 0 R /R24 39 0 R /s7 40 0 R >> /Font << /F2 43 0 R /R29 44 0 R /F1 47 0 R /R25 48 0 R /R33 52 0 R /R27 55 0 R /R31 59 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 63 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 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 77 0 R ] /Type /Page >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 78 0 R /Resources << /ExtGState << /R24 39 0 R >> /Font << /R109 79 0 R /F2 83 0 R /F1 84 0 R /R107 85 0 R /R25 48 0 R /R33 52 0 R /R27 55 0 R /R31 59 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 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 ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Contents 150 0 R /Resources << /XObject << /R127 151 0 R /R126 152 0 R >> /ExtGState << /R24 39 0 R >> /Font << /R130 153 0 R /F2 156 0 R /F1 157 0 R /R107 85 0 R /R128 158 0 R /R25 48 0 R /R33 52 0 R /R27 55 0 R /R31 59 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 63 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 161 0 R 162 0 R 163 0 R 164 0 R 165 0 R 166 0 R 167 0 R 168 0 R 169 0 R ] /Type /Page >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Contents 170 0 R /Resources << /XObject << /R157 171 0 R /R154 172 0 R /R153 173 0 R /R147 174 0 R /R158 175 0 R /R148 176 0 R >> /ExtGState << /R24 39 0 R >> /Font << /R109 79 0 R /R130 153 0 R /R155 177 0 R /R151 181 0 R /R149 184 0 R /F2 188 0 R /R107 85 0 R /R159 189 0 R /R29 44 0 R /F1 193 0 R /R25 48 0 R /R33 52 0 R /R27 55 0 R /R31 59 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 63 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 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 203 0 R ] /Type /Page >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Contents 204 0 R /Resources << /XObject << /R181 205 0 R /R180 206 0 R /R184 207 0 R >> /ExtGState << /R24 39 0 R >> /Font << /R109 79 0 R /F2 208 0 R /R182 209 0 R /R151 181 0 R /F1 213 0 R /R149 184 0 R /R107 85 0 R /R159 189 0 R /R130 153 0 R /R155 177 0 R /R25 48 0 R /R33 52 0 R /R27 55 0 R /R128 158 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 63 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 214 0 R 215 0 R 216 0 R 217 0 R 218 0 R 219 0 R 220 0 R 221 0 R 222 0 R 223 0 R 224 0 R 225 0 R 226 0 R 227 0 R ] /Type /Page >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Contents 228 0 R /Resources << /XObject << /R211 229 0 R /R212 230 0 R >> /ExtGState << /R24 39 0 R >> /Font << /F2 231 0 R /R213 232 0 R /R149 184 0 R /R107 85 0 R /R130 153 0 R /F1 236 0 R /R128 158 0 R /R25 48 0 R /R33 52 0 R /R27 55 0 R /R31 59 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 63 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 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 253 0 R 254 0 R 255 0 R 256 0 R ] /Type /Page >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Contents 257 0 R /Resources << /XObject << /R237 258 0 R /R236 259 0 R /R235 260 0 R >> /ExtGState << /R24 39 0 R >> /Font << /R109 79 0 R /R213 232 0 R /R149 184 0 R /R107 85 0 R /F2 261 0 R /F1 262 0 R /R128 158 0 R /R25 48 0 R /R33 52 0 R /R27 55 0 R /R31 59 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 63 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 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 ] /Type /Page >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 276 0 R /Resources << /XObject << /R250 277 0 R /R249 278 0 R >> /ExtGState << /R24 39 0 R >> /Font << /F2 279 0 R /R213 232 0 R /F1 280 0 R /R149 184 0 R /R25 48 0 R /R33 52 0 R /R27 55 0 R /R128 158 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 281 0 R 282 0 R 283 0 R 284 0 R 285 0 R 286 0 R ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 287 0 R /Resources << /ExtGState << /R24 39 0 R >> /Font << /F2 288 0 R /F1 289 0 R /R25 48 0 R /R27 55 0 R /R31 59 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 310 0 R 311 0 R 312 0 R 313 0 R 314 0 R 315 0 R 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 ] >> endobj 12 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 329 0 R /Resources << /ExtGState << /R24 39 0 R >> /Font << /F2 330 0 R /F1 331 0 R /R27 55 0 R /R31 59 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 332 0 R 333 0 R 334 0 R 335 0 R 336 0 R 337 0 R 338 0 R 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 ] >> endobj 13 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 375 0 R /Resources << /ExtGState << /R24 39 0 R >> /Font << /F2 376 0 R /F1 377 0 R /R27 55 0 R /R31 59 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 378 0 R 379 0 R 380 0 R 381 0 R 382 0 R 383 0 R ] >> endobj 14 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 15 0 obj << /Length 16731 >> stream q q q 0.10000 0 0 0.10000 0 0 cm /R24 gs 0 g q 10 0 0 10 0 0 cm BT /R25 14.34620 Tf 1 0 0 1 158.49100 675.06700 Tm [ (Generalized) -250.01300 (Deep) -250.00800 (Image) -250.00500 (to) -250.01200 (Image) -250.00500 (Regr) 18.00990 (ession) ] TJ /R27 11.95520 Tf -1.69805 -37.85820 Td [ (V) 110.99500 (enkataraman) -250.00400 (Santhanam\054) -250.01200 (Vlad) -249.99700 (I\056) -249.99300 (Morariu\054) -249.99100 (Larry) -250.01000 (S\056) -249.99300 (Da) 19.98840 (vis) ] TJ 117.81100 -13.94690 Td [ (UMIA) 39.98490 (CS) ] TJ -67.05590 -13.94800 Td [ (Uni) 24.99570 (v) 14.98510 (ersity) -249.98900 (of) -250.01400 (Maryland\054) -249.99500 (Colle) 14.98720 (ge) -250.00800 (P) 15.01580 (ark) ] TJ /R29 8.96640 Tf -4.08320 -13.94800 Td (\133venkai\054morariu\054lsd\135\100umiacs\056umd\056edu) Tj /R25 11.95520 Tf -57.46990 -41.04610 Td (Abstract) Tj /R31 9.96260 Tf -83.92770 -23.92580 Td [ (W) 91.98650 (e) -226.00600 (pr) 36.98520 (esent) -227.01100 (a) -225.99700 (Deep) -226.98300 (Con) 40.01660 (volutional) -225.99200 (Neur) 14.99750 (al) -225.98900 (Network) -226.98400 (ar) 36.98650 (c) 15.01220 (hi\055) ] TJ -11.95510 -11.95510 Td [ (tectur) 36.99080 (e) -244.98300 (whi) 1.00596 (c) 13.99340 (h) -243.99400 (serves) -245.01300 (as) -243.98700 (a) -245.01300 (g) 10.00320 (eneric) -243.99400 (ima) 10.01300 (g) 10.00320 (e\055to\055ima) 10.01550 (g) 10.00320 (e) -244.98400 (r) 37.01830 (e) 39.98840 (gr) 36.98650 (essor) ] TJ 11.95510 TL T* [ (that) -260.01100 (can) -259.99000 (be) -259.99500 (tr) 14.99140 (ained) -258.99700 (end\055to\055end) -260.01800 (without) -259.98500 (any) -259.99100 (further) -260.00300 (mac) 14.98030 (hin\055) ] TJ 11.95590 TL T* [ (ery) 55.00800 (\056) -535.00600 (Our) -324.99100 (pr) 44.98390 (oposed) -326.00200 (ar) 36.98520 (c) 15.01220 (hitectur) 37.00360 (e) 9.99343 (\054) -343 (the) -326.01700 (Recur) 10.00570 (sively) -324.99700 (Br) 14.98770 (anc) 14.98280 (hed) ] TJ 11.95510 TL T* [ (Decon) 39.99760 (volutional) -237.99000 (Network) -236.98400 (\050RBDN\051\054) -238.01900 (de) 15.01830 (velops) -237.00500 (a) -237.99500 (c) 15.01220 (heap) -237.99000 (multi\055) ] TJ T* [ (conte) 20.00520 (xt) -196.00300 (ima) 10.01360 (g) 10.00320 (e) -196.99200 (r) 37.01960 (epr) 36.98160 (esentation) -196.00700 (very) -196.99400 (early) -195.99700 (on) -197.01600 (using) -196.01600 (an) -197.01600 (ef) 18 <026369656e74> ] TJ T* [ (r) 37.01960 (ecur) 10 (sive) -237.01500 (br) 14.98890 (anc) 14.98400 (hing) -236.99700 (sc) 15.01830 (heme) -236.00100 (with) -236.98600 (e) 19.99180 (xtensive) -237.01200 (par) 14.99500 (ameter) -237.00700 (shar) 20.01870 (\055) ] TJ T* [ (ing) -231.98300 (and) -231.98500 (learnable) -230.98800 (upsampling) 14.99260 (\056) -303.98600 (This) -232.00700 (multi\055conte) 19.99180 (xt) -231.99800 (r) 37.01830 (epr) 36.98160 (esen\055) ] TJ T* [ (tation) -329.98700 (is) -330.01000 (subjected) -330.00100 (to) -330.01100 (a) -330.01800 (highly) -331.01800 (non\055linear) -329.98700 (locality) -329.99400 (pr) 36.98650 (eserv\055) ] TJ 11.95630 TL T* [ (ing) -346.00400 (tr) 14.99140 (ansformation) -345.99400 (by) -345.98000 (t) 0.98758 (he) -345.98000 (r) 37.01960 (emainder) -345.99900 (of) -346.00800 (our) -346.00400 (network) -345.99400 (com\055) ] TJ 11.95470 TL T* [ (prising) -354.01700 (of) -354.98700 (a) -354.01400 (series) -354.00200 (of) -354.00700 (con) 40 (volutions\057decon) 40.01050 (volutions) -354.99500 (without) ] TJ T* [ (any) -285.00600 (spatial) -283.98800 (downsampling) 15.00980 (\056) -414.98700 (The) -284.99700 (RBDN) -284.00700 (ar) 36.98650 (c) 15.01220 (hitectur) 37.00360 (e) -285.01600 (is) -285 (fully) ] TJ T* [ (con) 39.99880 (volutional) -253.98700 (and) -253.00200 (can) -253.99100 (handle) -252.99300 (variable) -254.00900 (sized) -252.99700 (ima) 10.01300 (g) 10.00320 (es) -253.99400 (during) ] TJ T* [ (infer) 36.99510 (ence) 15.00910 (\056) -529.98800 (W) 91.98590 (e) -323.01000 (pr) 44.98390 (o) 10.00320 (vide) -323.00100 (qualitative\057quantitative) -323.01500 (r) 37.01830 (esults) -323.01700 (on) ] TJ /R33 9.96260 Tf 231.26900 0 Td (3) Tj /R31 9.96260 Tf -231.26900 -11.95590 Td [ (diver) 10.00810 (se) -398.01000 (tasks\072) -605.01900 (r) 37.01960 (elighting) 10.00320 (\054) -434.98400 (denoising) -398.01000 (and) -397.99700 (colorization) -397.99000 (and) ] TJ T* [ (show) -383.00500 (that) -383.01000 (our) -383.01800 (pr) 44.98390 (oposed) -383.01200 (RBDN) -383.01000 (ar) 36.98520 (c) 15.01220 (hitectur) 37.00360 (e) -384.01900 (obtains) -382.99200 (com\055) ] TJ T* [ (par) 14.99380 (able) -247.00500 (r) 37.01960 (esults) -248.01000 (to) -247.00500 (the) -247.99000 (state\055of\055the\055art) -247.00700 (on) -247.00800 (eac) 15.01470 (h) -247.99300 (of) -247.00500 (these) -247.98800 (tasks) ] TJ T* [ (when) -215.00400 (used) -215.01100 (of) 18.00920 (f\055the\055shelf) -216.01300 (without) -215.01200 (any) -215.01700 (post) -215 (pr) 44.98510 (ocessing) -214.99800 (or) -215.99100 (task\055) ] TJ T* [ <73706563690263> -249.98700 (ar) 36.98520 (c) 15.01280 (hitectur) 15.00730 (al) -249.98500 <6d6f646902636174696f6e732e> ] TJ /R25 11.95520 Tf 35.91290 TL T* [ (1\056) -249.99000 (Intr) 18.01460 (oduction) ] TJ /R27 9.96260 Tf 11.95470 -18.94530 Td [ (Ov) 14.98590 (er) -535.01600 (the) -533.98100 (last) -534.99300 (fe) 25.00810 (w) -535.00600 (years\054) -604.99600 (generic) -535.00800 (deep) -535.00600 (con) 39.99820 (v) 20.00160 (olutional) ] TJ -11.95470 -11.95470 Td [ (neural) -386.00900 (netw) 10.00870 (ork) -384.98700 (\050DCNN\051) -386 (architectures) -386.00400 (such) -384.98200 (as) -386.01200 (v) 24.98110 (ariants) -386 (of) ] TJ 11.95510 TL T* [ (V) 14.98100 (GG) -297.98400 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 77.82810 236.43300 Tm (49) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 87.79060 236.43300 Tm [ (\135) -297.01200 (and) -297.98300 (ResNet) -296.98800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 147.02800 236.43300 Tm (28) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 156.99100 236.43300 Tm [ (\135) -297.99300 (ha) 19.99790 (v) 14.98280 (e) -297.99400 (been) -297.00800 (immensely) -297.98200 (success\055) ] TJ -106.87900 -11.95510 Td [ (ful) -414 (in) -413.99700 (tackling) -413.98100 (a) -414.01400 (di) 24.98850 (v) 14.98280 (erse) -414.01500 (range) -414.99200 (of) -414.00800 <636c6173736902636174696f6e> -414 (problems) ] TJ 11.95510 TL T* [ (and) -432 (achie) 25.01480 (v) 14.98280 (e) -432.99100 (state\055of\055the\055art) -431.99500 (performance) -432.98700 (on) -431.99700 (most) -432.99600 (bench\055) ] TJ 11.95590 TL T* [ (marks) -504.01800 (when) -503.00600 (used) -503.98200 (out) -504.01600 (of) -503.99300 (the) -503.00700 (box\056) -1072 (The) -503.00900 (k) 10.00320 (e) 15.01220 (y) -503.98900 (feature) -504.00200 (of) ] TJ 11.95510 TL T* [ (these) -477.98900 (architectures) -477.98900 (is) -477.00500 (an) -477.99700 (e) 15.01220 (xtremely) -478.01300 (high) -478.01600 (model) -478.01300 (capacity) ] TJ T* [ (along) -498.01700 (with) -498.01200 (a) -498 (rob) 20.00400 (ustness) -498.00400 (to) -497.98300 (minor) -498.00900 (unw) 10.01060 (anted) -497.98800 (\050) ] TJ /R31 9.96260 Tf 194.36800 0 Td [ (e) 15.01220 (\056g) ] TJ /R27 9.96260 Tf 11.74610 0 Td [ (\056) -497.99300 (trans\055) ] TJ -206.11400 -11.95510 Td [ (lational\057rotational\057illumination\051) -371.01000 (v) 24.98110 (ariations\056) -674.99500 (Gi) 24.98600 (v) 14.98280 (en) -372.01600 (suitable) ] TJ T* [ (training) -339.01300 (data\054) -360.99200 (such) -338.99000 (models) -339.99100 (can) -339.00600 (be) -339.00100 (discriminati) 24.98850 (v) 14.98280 (ely) -338.99500 (trained) ] TJ 11.95630 TL T* [ (in) -283 (a) -281.99600 (reliable) -283.00100 (end\055to\055end) -282.99400 (f) 9.99466 (ashion\056) -407.98300 (Ho) 24.98360 (we) 25.01300 (v) 14.98280 (er) 39.98600 (\054) -291.00800 (since) -283.00200 <636c617373690263612d> ] TJ 11.95510 TL T* [ (tion) -375.99100 (tasks) -375.01500 (only) -375.99400 (require) -376.01300 (a) -375.00100 (single) -375.99000 (\050potentially) -376.01100 (multi\055v) 25.01790 (ariate\051) ] TJ T* [ (class) -346.99100 (label) -348.01000 (corresponding) -347.00700 (to) -346.98900 (the) -346.99400 (entire) -348.01300 (image\054) -371.01900 (early) -347.98100 (archi\055) ] TJ T* [ (tectures) -322.01600 (focused) -322.99600 (solely) -321.99900 (on) -322.99500 (de) 25.01670 (v) 14.98280 (eloping) -321.99400 (strong) -322 (global) -323.02000 (image) ] TJ (features\056) ' 11.95470 -11.97110 Td [ (Semantic) -498.00100 (Se) 14.98770 (gmentation) -497.98900 (w) 10 (as) -497.99400 (one) -497.98900 (of) -497.99300 (the) -497.98800 <02727374> -498.01000 (applica\055) ] TJ ET Q q 2362.50000 0 0 1394.48000 3088.62000 4248.35000 cm /R37 Do Q q 10 0 0 10 0 0 cm BT /R27 8.96640 Tf 1 0 0 1 308.86200 403.91300 Tm [ (Figure) -470.99100 (1\056) -471.00800 (Proposed) ] TJ /R25 8.96640 Tf 76.18090 0 Td (RBDN) Tj /R27 8.96640 Tf 29.62300 0 Td [ (used) -471.00200 (for) -471.01300 (di) 25.01740 (v) 14.98650 (erse) -470.99100 (Im2Im) -470.99700 (re) 14.99740 (gression) ] TJ -105.80400 -10.95900 Td [ (tasks\072) -310.00300 (\050from) -250.01100 (left) -249.99200 (to) -250.01400 (right\051) ] TJ /R25 8.96640 Tf 91.43790 0 Td [ (Denoising\054) -250.01700 (Relighting\054) -249.97800 (Colorization) ] TJ /R27 8.96640 Tf 134.50300 0 Td (\056) Tj /R27 9.96260 Tf -225.94100 -35.26600 Td [ (tions) -365.00800 (to) -364.98600 (witness) -365.00800 (the) -364.99100 (e) 15.01220 (xtension) -365.00300 (of) -364.99800 (DCNNs) -365.00800 (to) -364.98800 (output) -365.00300 (dense) ] TJ 11.95590 TL T* [ (pix) 14.99500 (el) -483.01500 (wise) -483.00500 (predictions) -482 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 408.91700 345.73200 Tm (42) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 418.87900 345.73200 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 426.18200 345.73200 Tm (46) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 436.14500 345.73200 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 443.44700 345.73200 Tm (12) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 453.41000 345.73200 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 460.71300 345.73200 Tm (22) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 470.67500 345.73200 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 477.97800 345.73200 Tm (27) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 487.94000 345.73200 Tm [ (\135\056) -1007.99000 (These) -483.01300 (ap\055) ] TJ -179.07800 -11.95510 Td [ (proaches) -453.01800 (used) -451.99100 (either) -453.01500 (V) 14.98030 (GG) -453.01800 (or) -452.98300 (Res) 0.99493 (Net) -453.01800 (\050without) -452.98800 (the) -453.01300 (fully) ] TJ 11.95510 TL T* [ (connected) -340.99200 (layers\051) -341 (as) -341 (their) -340.99200 (backbone) -340.99200 (and) -342.01600 (introduced) -341.01200 (archi\055) ] TJ T* [ (tectural) -350.01000 (changes) -348.99300 (such) -350.00800 (as) -350.01800 (skip) -349.01500 (layers) -350.01500 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 462.00800 309.86700 Tm (42) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 471.97000 309.86700 Tm [ (\135\054) -374.99600 (decon) 39.99820 (v) 20.00160 (olutional) ] TJ -163.10800 -11.95510 Td [ (netw) 10.00810 (orks) -493.98400 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 353.52400 297.91200 Tm (46) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 363.48700 297.91200 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 370.90900 297.91200 Tm (4) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 375.89000 297.91200 Tm [ (\135\054) -555.00500 (h) 4.98446 (ypercolumns) -495.01500 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 451.87500 297.91200 Tm (27) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 461.83800 297.91200 Tm [ (\135) -494 (or) -493.99600 (laplacian) -495 (p) 10.00320 (yra\055) ] TJ -152.97600 -11.95510 Td [ (mids) -325.99500 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 334.80500 285.95700 Tm (22) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 344.76700 285.95700 Tm [ (\135) -325.98700 (to) -326.01200 (f) 9.99588 (acilitate) -326.00400 (the) -326.99400 (retention\057r) 1.00964 (econstruction) -327.00900 (of) -325.98500 (local) ] TJ -35.90510 -11.95590 Td [ (input\055output) -240.01600 (correspondences\056) -306.99300 (While) -239.98400 (these) -239.98900 (approaches) -241.01400 (per) 19.99180 (\055) ] TJ 11.95510 TL T* [ (formed) -286.01800 (v) 14.98280 (ery) -285.99400 (well) -286.99900 (on) -285.98200 (se) 15.01960 (gmentation) -285.98700 (benchmarks\054) -294.98500 (the) 14.98770 (y) -287.00600 (intro\055) ] TJ T* [ (duced) -344.99400 (a) -345.00600 (trade\055of) 25.01300 (f) -345.00400 (between) -344.99600 (locality) -345.01100 (and) -344.99600 (conte) 14.98770 (xt\056) -594.98400 (Since) -344.98200 (the) ] TJ T* [ (task) -407.99600 (still) -408.99500 (remained) -407.99800 (one) -408.98600 (of) -408.01000 <636c6173736902636174696f6e> -408 (\050albeit) -409.01500 (at) -408.00500 (a) -408.99500 (pix) 14.99750 (el) ] TJ T* [ (le) 25.01790 (v) 14.98280 (el\051\054) -396.01000 (the) -366.99000 (trade\055of) 25.01300 (f) -367 (w) 10 (as) -366.01500 (sk) 10.00810 (e) 25.01050 (wed) -366.99300 (in) -366.98800 (f) 9.99343 (a) 19.99180 (v) 20.00160 (or) -366.99800 (of) -366.99800 (incorporating) ] TJ T* [ (more) -334.99300 (conte) 14.98520 (xt) -336.01000 (and) -334.99800 (subsequently) -334.99300 (reconstructing) -335.00800 (local) -336.01300 (corre\055) ] TJ 11.95630 TL T* [ (spondences) -365.99300 (from) -366.00800 (global) -365.99300 (acti) 24.98110 (v) 24.98110 (ations\056) -658.01800 (This) -367.01200 (is) -366.00300 (perhaps) -366.00800 (wh) 4.98936 (y) ] TJ 11.95470 TL T* [ (some) -284.01100 (of) -283.00900 (these) -283.98200 (approaches) -283.00700 (had) -283.98700 (to) -283.00200 (rely) -283.98700 (on) -283.00200 (ancillary) -284.01600 (methods) ] TJ T* [ (such) -286.01800 (as) -285.98900 (Conditional) -286.00600 (Random) -285.99600 (Fields) -285.99600 (\050CRFs\051) -285.99100 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 490.35100 178.36000 Tm (46) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 500.31300 178.36000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 505.66300 178.36000 Tm (12) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R27 9.96260 Tf 1 0 0 1 515.62600 178.36000 Tm [ (\135) -285.99600 (to) -286.02100 (en\055) ] TJ -206.76400 -11.95510 Td [ (hance) -250 (the) -249.99000 (granularity) -250.01000 (of) -249.99500 (their) -249.98800 (predictions\056) ] TJ 11.95510 -13.67380 Td [ (Image\055to\055Image) -443.98700 (\050Im2Im\051) -445.00900 (re) 15.00730 (gression) -444.01900 (entails) -443.98000 (the) -445.01400 (gener) 19.99670 (\055) ] TJ -11.95510 -11.95510 Td [ (ation) -391.01300 (of) -390.99100 (dense) -390.98600 (\223continuous\224) -390.99400 (pix) 14.99750 (el) 10.00320 (wise) -390.98400 (predictions\054) -426.98800 (where) ] TJ 11.95510 TL T* [ (the) -255.98900 (locality\055conte) 15.01220 (xt) -255.98400 (trade\055of) 25.01540 (f) -256.00100 (is) -255.98200 (highly) -256.00100 (task\055dependent) -256.00600 (\050typ\055) ] TJ 11.95590 TL T* [ (ically) -387.01600 (sk) 10.01060 (e) 25.01050 (wed) -386.01200 (more) -386.98400 (in) -386.98200 (f) 9.99588 (a) 19.99180 (v) 20.00160 (or) -386.01400 (of) -386.99400 (locality\051\056) -720.00700 (Se) 24.98600 (v) 14.98280 (eral) -387 (DCNN) ] TJ 11.95510 TL T* [ (based) -370.00900 (approaches) -370.01200 (ha) 19.99670 (v) 14.98280 (e) -369.00200 (been) -370.01700 (proposed) -369.99200 (for) -370.01700 <73706563690263> -369.99700 (Im2Im) ] TJ T* [ (re) 15.00980 (gression) -498.98800 (tasks) -500.01500 (such) -499.00300 (as) -499.01500 (denoising\054) -562.01900 (relighting\054) -562.01900 (coloriza\055) ] TJ (tion\054) ' /R31 9.96260 Tf 21.65510 0 Td (etc) Tj /R27 9.96260 Tf 11.61680 0 Td [ (\056) -592.01600 (These) -344.99400 (approac) 1.01699 (h) -1.01454 (e) 1.01454 (s) -344.99600 (typically) -343.98700 (in) 40.00310 (v) 20.00160 (olv) 14.99750 (e) -343.98700 (highly) -343.98700 (task\055) ] TJ -47.01290 -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 (5609) Tj T* ET Q endstream endobj 16 0 obj << /Filter /FlateDecode /Resources << /ExtGState << /a0 << /CA 1 /ca 1 >> >> /XObject << /x18 17 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 17 0 obj << /Filter /FlateDecode /Resources 18 0 R /Length 107 /Type /XObject /BBox [ 78 746 96 765 ] /Subtype /Form >> stream xe AC̬wʠ =p,?]%+H-
Jc "82w8VSnGW;"
endstream
endobj
18 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
19 0 obj
<<
/Filter /FlateDecode
/BitsPerComponent 8
/Height 824
/Length 12951
/ColorSpace /DeviceGray
/DecodeParms <<
/Columns 1396
/Predictor 15
>>
/Width 1396
/Subtype /Image
>>
stream
xucc6n6v4$Ԙ۴Xݣ-np#
Z<+'h(1QHPHpGRV:5羯kFa纯u^]]s]J
;aqQJ^2tkuB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uB].4uBхu# .]{DDkB@t]h]=
ѵGtAt] .4Dхu# .]{DDkB@t]h]=
ѵGtAt] .4Dхu# .]{DDkB@t]h]=
ѵGtAt] .4Dхu# .]{DDkB@t]h]=
ѵGtAt] .4Dхu# .]{DDkB@t]h]=
ѵGtAt] .4Dхu# .]{DDkB@t]h]=
ѵGtAt] .4Dхu# .]{DDkB@t]h]=
ѵGtAt] .4Dхu# .]{DDkB@t]h]=
ѵGtAt] .4Dхu# .]{DDkB@t]h]=
ѵGtAt] .4Dхu# .]{DDkB@t]h]=
ѵGtAt] .4Dхu# .]{DDkB@t]h]=
ѵGtAt] .4Dхu# .]{DDkB@t]h]=
ѵGtAt] .4Dхu# .]{DDkB@t]h]=
ѵGtAt] .4 ;
kCtAtM].4 х5At! &?DDB ]h]D
kCtAtM].4 х5At! &?DDB ]h]D
kCtAtM].4 х5At! &?DDB ]h]D
kCtAtM].4 х5At! &?DDB ]h]D
kCtAtM].4 х5At! &?DDB ]h]D
kCtAtM].4 х5At! &?DDB ]h]D
kCtAtM].4 х5At! &?DDB ]h]D
kCtAtM].4 х5At! &?DʕZۏCtAtM].4 х5At! &?DDB ]hd!1*OхݏхݏхݏхݏхݏхݏхݏхO+;?.4~N\u?.4~h팍'w]hhDxsN# w6=A}GtAt-̽6^ ;
k%8#O;
k+ʛOv=hwDDF5SG'_y