%PDF-1.3 1 0 obj << /Kids [ 3 0 R 4 0 R 5 0 R 6 0 R 7 0 R 8 0 R 9 0 R 10 0 R 11 0 R ] /Type /Pages /Count 9 >> endobj 2 0 obj << /Title (Burst Denoising With Kernel Prediction Networks) /Producer (PyPDF2) /Author (Ben Mildenhall\054 Jonathan T\056 Barron\054 Jiawen Chen\054 Dillon Sharlet\054 Ren Ng\054 Robert Carroll) /Subject (2018 IEEE Conference on Computer Vision and Pattern Recognition) >> endobj 3 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 13 0 R /Resources << /XObject << /x8 14 0 R /x6 17 0 R /x12 20 0 R /x10 23 0 R >> /ExtGState << /s9 26 0 R /s11 29 0 R /a0 << /CA 1 /ca 1 >> /R19 32 0 R /s5 33 0 R /s7 36 0 R >> /Font << /F2 39 0 R /R28 40 0 R /F1 45 0 R /R20 46 0 R /R22 50 0 R /R24 54 0 R /R30 57 0 R /R26 60 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /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 ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 75 0 R /Resources << /XObject << /R65 76 0 R /R64 80 0 R /R67 81 0 R /R66 82 0 R /R61 83 0 R /R60 79 0 R /R63 84 0 R /R62 85 0 R >> /ExtGState << /R19 32 0 R >> /Font << /R78 86 0 R /R22 50 0 R /R72 90 0 R /R70 93 0 R /R76 98 0 R /R74 103 0 R /F2 107 0 R /F1 108 0 R /R20 46 0 R /R80 109 0 R /R68 113 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] /ColorSpace << /R58 77 0 R >> >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Contents 136 0 R /Resources << /XObject << /R105 137 0 R /R104 138 0 R >> /ExtGState << /R19 32 0 R >> /Font << /F2 139 0 R /R22 50 0 R /R74 103 0 R /R20 46 0 R /R70 93 0 R /R80 109 0 R /R76 98 0 R /R30 57 0 R /F1 140 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 141 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 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 ] /Type /Page >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 154 0 R /Resources << /XObject << /R117 155 0 R /R127 156 0 R /R126 158 0 R /R125 157 0 R /R133 159 0 R /R134 160 0 R /R122 161 0 R /R121 162 0 R /R120 163 0 R /R129 164 0 R /R128 165 0 R /R130 166 0 R /R118 167 0 R /R119 168 0 R /R131 169 0 R /R132 170 0 R >> /ExtGState << /R19 32 0 R >> /Font << /R78 86 0 R /R22 50 0 R /R72 90 0 R /R70 93 0 R /R76 98 0 R /R74 103 0 R /F2 171 0 R /F1 172 0 R /R123 173 0 R /R135 177 0 R /R20 46 0 R /R80 109 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] /ColorSpace << /R58 77 0 R >> >> /MediaBox [ 0 0 612 792 ] /Annots [ 182 0 R 183 0 R 184 0 R 185 0 R 186 0 R ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 187 0 R /Resources << /ExtGState << /R19 32 0 R >> /Font << /R154 188 0 R /R22 50 0 R /R152 191 0 R /R72 90 0 R /R70 93 0 R /R76 98 0 R /R78 86 0 R /R74 103 0 R /F2 195 0 R /F1 196 0 R /R135 177 0 R /R20 46 0 R /R80 109 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 197 0 R 198 0 R 199 0 R 200 0 R 201 0 R 202 0 R 203 0 R 204 0 R 205 0 R ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Contents 206 0 R /Resources << /XObject << /R181 207 0 R /R180 209 0 R /R190 210 0 R /R182 211 0 R /R185 212 0 R /R184 213 0 R /R187 215 0 R /R186 216 0 R /R189 217 0 R /R188 218 0 R /R183 219 0 R /R178 220 0 R /R179 221 0 R /R175 214 0 R /R176 222 0 R /R177 208 0 R >> /ExtGState << /R19 32 0 R >> /Font << /F2 223 0 R /R22 50 0 R /R135 177 0 R /R72 90 0 R /R20 46 0 R /R70 93 0 R /R80 109 0 R /R76 98 0 R /F1 224 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 141 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 225 0 R 226 0 R 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 ] /Type /Page >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Contents 239 0 R /Resources << /XObject << /R211 240 0 R /R210 241 0 R /R213 242 0 R /R212 243 0 R /R208 244 0 R /R209 245 0 R >> /ExtGState << /R19 32 0 R >> /Font << /R70 93 0 R /F2 246 0 R /F1 247 0 R /R135 177 0 R /R20 46 0 R /R22 50 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 141 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 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 257 0 R 258 0 R 259 0 R ] /Type /Page >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Contents 260 0 R /Resources << /XObject << /R239 261 0 R /R238 263 0 R /R237 264 0 R /R236 262 0 R /R235 265 0 R /R234 266 0 R /R233 267 0 R /R232 268 0 R /R225 269 0 R /R242 270 0 R /R240 271 0 R /R241 272 0 R >> /ExtGState << /R19 32 0 R >> /Font << /R228 273 0 R /R22 50 0 R /R70 93 0 R /R74 103 0 R /R230 277 0 R /F2 280 0 R /R28 40 0 R /F1 281 0 R /R226 282 0 R /R80 109 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 141 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 286 0 R 287 0 R 288 0 R 289 0 R 290 0 R 291 0 R ] /Type /Page >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 292 0 R /Resources << /ExtGState << /R19 32 0 R >> /Font << /F2 293 0 R /F1 294 0 R /R20 46 0 R /R22 50 0 R /R250 295 0 R /R30 57 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 298 0 R 299 0 R ] >> endobj 12 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 13 0 obj << /Length 15355 >> stream q q q 0.1 0 0 0.1 0 0 cm /R19 gs 0 g q 10 0 0 10 0 0 cm BT /R20 14.3462 Tf 1 0 0 1 145.68 675.067 Tm [ (Burst) -250.01 (Denoising) -250.01 (with) -250.013 (K) 24.9974 (er) 15.0012 (nel) -250.007 (Pr) 18.0048 (ediction) -250.002 (Netw) 9.99285 (orks) ] TJ /R22 11.9552 Tf -5.02891 -37.8582 Td [ (Ben) -249.984 (Mildenhall) ] TJ /R24 7.9701 Tf 74.7188 4.33906 Td [ (1) -0.30019 ] TJ /R26 7.9701 Tf 4.23398 0 Td [ (\073) -0.10109 ] TJ /R24 7.9701 Tf 2.35312 0 Td [ (2) -0.30019 ] TJ /R28 5.9776 Tf 4.23398 2.81211 Td [ <03> -0.89854 ] TJ /R22 11.9552 Tf 35.7 -7.15117 Td [ (Jonathan) -249.993 (T) 74.0027 (\056) -250.012 (Barron) ] TJ /R24 7.9701 Tf 91.0859 4.33906 Td [ (2) -0.30019 ] TJ /R22 11.9552 Tf 35.6172 -4.33906 Td [ (Jia) 15.0137 (wen) -250.006 (Chen) ] TJ /R24 7.9701 Tf 61.2457 4.33906 Td [ (2) -0.30019 ] TJ /R22 11.9552 Tf -277.047 -18.2871 Td [ (Dillon) -250.016 (Sharlet) ] TJ /R24 7.9701 Tf 67.4141 4.33906 Td [ (2) -0.30019 ] TJ /R22 11.9552 Tf 35.618 -4.33906 Td [ (Ren) -249.983 (Ng) ] TJ /R24 7.9701 Tf 36.857 4.33906 Td [ (1) -0.30019 ] TJ /R22 11.9552 Tf 35.618 -4.33906 Td [ (Robert) -250 (Carroll) ] TJ /R24 7.9701 Tf 69.3992 4.33906 Td [ (2) -0.30019 ] TJ -212.488 -13.948 Td [ (1) -0.30019 ] TJ /R22 11.9552 Tf 4.73203 -4.33789 Td [ (UC) -249.997 (Berk) 9.9901 (ele) 14.9913 (y) ] TJ /R24 7.9701 Tf 93.3379 4.33789 Td [ (2) -0.30019 ] TJ /R22 11.9552 Tf 4.7332 -4.33789 Td [ (Google) -249.987 (Research) ] TJ /R20 11.9552 Tf -162.019 -41.0461 Td (Abstract) Tj /R30 9.9626 Tf -83.9277 -24.7359 Td [ (W) 91.9865 (e) -212.008 (pr) 36.9852 (esent) -213.013 (a) -211.999 (tec) 15.0159 (hnique) -211.981 (for) -213.005 (jointly) -212.009 (denoising) -212.001 (b) 20.0016 (ur) 10.0106 (sts) -211.984 (of) -213.011 (im\055) ] TJ -11.9551 -11.9551 Td [ (a) 10.0032 (g) 10.0032 (es) -277.991 (tak) 10.0063 (en) -279.012 (fr) 44.9864 (om) -277.985 (a) -277.988 (handheld) -279.018 (camer) 14.9828 (a\056) -394.986 (In) -277.99 (particular) 111.011 (\054) -285.009 (we) -279.002 (pr) 44.9851 (o\055) ] TJ 11.9551 TL T* [ (pose) -358.007 (a) -358.994 (con) 39.9988 (voluti) 1.00718 (onal) -359.016 (neur) 14.9901 (al) -358.006 (network) -357.991 (ar) 36.9865 (c) 15.0122 (hitectur) 37.0036 (e) -357.984 (for) -358.982 (pr) 36.9865 (e\055) ] TJ T* [ (dicting) -216.01 (spatially) -217.016 (varying) -215.984 (k) 9.99343 (ernels) -215.987 (that) -216.018 (can) -217.018 (both) -215.981 (align) -216.013 (and) -217.008 (de\055) ] TJ T* [ (noise) -338.983 (fr) 14.9914 (ames\054) -362.006 (a) -340.017 (synthetic) -339.017 (data) -340 (g) 10.0032 (ener) 15.0196 (ation) -339.012 (appr) 44.9949 (oac) 14.9828 (h) -340.017 (based) ] TJ T* [ (on) -336.993 (a) -338.017 (r) 37.0196 (ealistic) -337.011 (noise) -338.004 (formation) -336.992 (model\054) -360 (and) -336.988 (an) -338.012 (optimization) ] TJ 11.9563 TL T* [ (guided) -355.016 (by) -354.999 (an) -354.99 (annealed) -355.016 (loss) -355.014 (function) -355.982 (to) -354.987 (avoid) -354.982 (undesir) 15.0073 (able) ] TJ 11.9547 TL T* [ (local) -231.98 (minima\056) -303.014 (Our) -231.987 (model) -231.985 (matc) 14.9889 (hes) -231.013 (or) -231.989 (outperforms) -231.008 (the) -231.993 (state\055) ] TJ T* [ (of\055the\055art) -311.014 (acr) 45.0194 (oss) -312.009 (a) -311.002 (wide) -312.006 (r) 14.984 (ang) 10.013 (e) -311.012 (of) -312.014 (noise) -310.987 (le) 14.9803 (vels) -311.982 (on) -310.997 (both) -312.004 (r) 37.0183 (eal) ] TJ T* [ (and) -249.982 (synthetic) -250.012 (data\056) ] TJ /R20 11.9552 Tf 38.3398 TL T* [ (1\056) -249.99 (Intr) 18.0146 (oduction) ] TJ /R22 9.9626 Tf 11.9551 -19.7539 Td [ (The) -255.012 (task) -255.002 (of) -253.996 (image) -255 (denoising) -255.014 (is) -253.983 (foundational) -255.016 (to) -255.004 (the) -255.009 (study) ] TJ -11.9551 -11.9551 Td [ (of) -370.995 (imaging) -370.019 (and) -370.991 (computer) -371.014 (vision\056) -672.007 (T) 35.0174 (raditionally) 65.0137 (\054) -400.989 (the) -370.99 (prob\055) ] TJ 11.9563 TL T* [ (lem) -360.983 (of) -360.017 (single\055image) -361 (denoising) -360.016 (has) -360.991 (been) -360.996 (address) 0.99003 (ed) -360.999 (as) -360.996 (one) ] TJ 11.9547 TL T* [ (of) -319.004 (statistical) -319.003 (inference) -319.012 (using) -319.997 (analytical) -318.984 (priors) -318.988 (\13320\054) -318.996 (22\135\054) -336.993 (b) 20.0016 (ut) ] TJ T* [ (recent) -240.003 (w) 10.0014 (ork) -239.992 (has) -239.012 (b) 20.0016 (uilt) -240.011 (on) -239.989 (the) -239.992 (success) -239.989 (of) -239.018 (deep) -239.997 (learning) -239.982 (by) -239.989 (us\055) ] TJ T* [ (ing) -215.986 (con) 39.9988 (v) 20.0016 (olutional) -215.018 (neural) -215.998 (netw) 10.0094 (orks) -215.011 (that) -215.988 (learn) -214.984 (mappings) -216 (from) ] TJ T* [ (noisy) -252.008 (images) -252.014 (to) -251.985 (noiseless) -252.002 (images) -252.014 (by) -251.987 (training) -252.987 (on) -251.987 (millions) -252.019 (of) ] TJ 11.9559 TL T* [ (e) 15.0128 (xamples) -349.993 (\13329\135\056) -610.01 (These) -350.014 (netw) 10.0094 (orks) -350.008 (appear) -349.988 (to) -350.008 (learn) -349.981 (the) -350.013 (lik) 10.0179 (ely) ] TJ 11.9551 TL T* [ (appearance) -325.019 (of) -325.003 (\223ground) -324.007 (truth\224) -324.987 (noiseless) -325.009 (images) -324.983 (in) -324.992 (addition) ] TJ T* [ (to) -283 (the) -281.984 (statistical) -283.009 (properties) -282.991 (of) -281.991 (the) -283.004 (noise) -282.992 (present) -281.98 (in) -283 (the) -283.004 (input) ] TJ (images\056) ' 11.9551 -12.7801 Td [ (Multiple\055image) -233.982 (denoising) -233.998 (has) -233.993 (also) -233.987 (traditionally) -235.007 (been) -233.998 (ap\055) ] TJ -11.9551 -11.9551 Td [ (proached) -305.004 (through) -305.018 (the) -305 (lens) -304.994 (of) -305.987 (classical) -304.992 (statistical) -305.005 (inference\054) ] TJ T* [ (under) -273.986 (the) -275.005 (assumption) -274.018 (that) -274.018 (a) 19.9918 (v) 14.9828 (eraging) -275.003 (multiple) -273.986 (noisy) -274.003 (and) -275.008 (in\055) ] TJ 11.9559 TL T* [ (dependent) -350.001 (samples) -349.012 (of) -350.019 (a) -349.005 (signal) -349.994 (will) -349.015 (result) -350.003 (in) -350.008 (a) -349.005 (more) -350.01 (accu\055) ] TJ 11.9551 TL T* [ (rate) -275.998 (estimate) -274.986 (of) -275.992 (the) -275.986 (true) -275.988 (underlying) -275.015 (signal\056) -387.984 (Ho) 24.9836 (we) 25.013 (v) 14.9828 (er) 39.986 (\054) -281.99 (when) ] TJ T* [ (denoising) -299.007 (image) -300.012 (b) 20.0016 (ursts) -298.988 (tak) 10.0057 (en) -299.008 (with) -300.006 (handheld) -298.984 (cameras\054) -311.987 (sim\055) ] TJ T* [ (ple) -247.01 (temporal) -246.993 (a) 19.9918 (v) 14.9828 (eraging) -247.008 (yields) -246.992 (poor) -247.005 (results) -248.013 (becaus) 0.98268 (e) -248.003 (of) -247.015 (scene) ] TJ T* [ (and) -281.006 (camera) -280.981 (motion\056) -402.987 (Man) 14.9901 (y) -281.007 (techniques) -280.985 (attempt) -280.983 (to) -281 <02727374> -280.987 (align) ] TJ 11.9563 TL T* [ (the) -368.989 (b) 20.0016 (urst) -368.002 (or) -368.995 (include) -367.996 (some) -369.018 (notion) -367.983 (of) -368.996 (translation\055in) 40 (v) 24.9811 (ariance) ] TJ 11.9547 TL T* [ (within) -400.997 (the) -400.004 (denoising) -400.989 (operator) -400.985 (itself) -399.992 (\1338\135\056) -763.01 (The) -400.007 (idea) -400.989 (of) -400.989 (de\055) ] TJ T* [ (noising) -442.984 (by) -443.995 (com) 0.99248 (b) -1.01454 (i) 0.98758 (ning) -443.982 (multiple) -443.017 (aligned) -443.005 (image) -443.009 (patches) -443.995 (is) ] TJ T* [ (also) -276.018 (k) 10.0032 (e) 15.0128 (y) -275.008 (to) -275.981 (man) 14.9901 (y) -275.988 (of) -275.012 (the) -275.986 (most) -276.002 (successful) -274.993 (single) -276.005 (image) -276.018 (tech\055) ] TJ T* [ (niques) -341.997 (\1333\054) -340.998 (4\135\054) -364.994 (which) -340.986 (rely) -342.016 (on) -340.992 (the) -342.014 (self\055similarity) -342.007 (of) -341 (a) -341.987 (single) ] TJ ET Q 3.98 w 0 G 501.121 904.148 m 1446.11 904.148 l S q 10 0 0 10 0 0 cm BT /R28 5.9776 Tf 1 0 0 1 60.141 83.8129 Tm [ <03> -0.90058 ] TJ /R22 7.9701 Tf 4.3168 -2.81289 Td [ (W) 79.9796 (ork) -250.016 (done) -249.991 (while) -249.984 (interning) -250.013 (at) -249.993 (Google\056) ] TJ /R22 9.9626 Tf 244.404 487.268 Td [ (image) -249.983 (to) -249.985 (allo) 24.9909 (w) -249.995 (some) -250.017 (de) 15.0171 (gree) -250.002 (of) -249.997 (denoising) -249.997 (via) -249.988 (a) 19.9918 (v) 14.9828 (eraging\056) ] TJ 11.9551 -12.341 Td [ (W) 79.9866 (e) -204.01 (propose) -205.005 (a) -204.01 (method) -204.015 (for) -204.985 (b) 20.0016 (urst) -203.99 (denoising) -204.005 (with) -203.981 (the) -205.015 (signal\055) ] TJ -11.9551 -11.9551 Td [ (to\055noise) -466.993 (ratio) -467.008 <62656e65027473> -468.01 (of) -467.02 (multi\055image) -467.01 (denoising) -467.02 (and) -467.995 (the) ] TJ 11.9547 TL T* [ (lar) 17.997 (ge) -376.016 (capacity) -376.008 (and) -374.991 (generality) -375.996 (of) -376.016 (con) 39.9982 (v) 20.0016 (olutional) -376.011 (neural) -376.011 (net\055) ] TJ T* [ (w) 10 (orks\056) -318.991 (Our) -253.012 (m) 0.99248 (o) -1.01454 (de) 0.98023 (l) -253.009 (is) -253.004 (capable) -253.017 (of) -253.017 (matching) -252.982 (or) -253.017 (outperforming) ] TJ 11.9563 TL T* [ (the) -287.984 (state\055of\055the\055art) -288.018 (at) -287.989 (all) -287.001 (noise) -288.011 (le) 25.0203 (v) 14.9828 (els) -287.981 (on) -287.981 (both) -288.006 (synthetic) -287.996 (and) ] TJ 11.9547 TL T* [ (real) -250.002 (data\056) -309.983 (Our) -249.993 (contrib) 20.0187 (utions) -250.002 (include\072) ] TJ 7.47187 -21.0813 Td [ (1\056) -499.988 (A) -565.982 (procedure) -565.984 (for) -565.986 (con) 39.9982 (v) 14.9828 (erting) -566.008 (post\055processed) -565.994 (images) ] TJ 12.4531 -11.9551 Td [ (tak) 10.0057 (en) -392.013 (from) -392.003 (the) -392.986 (internet) -391.993 (into) -391.988 (data) -392.008 (with) -393.008 (the) -392.003 (character) 19.982 (\055) ] TJ 11.9559 TL T* [ (istics) -230.991 (of) -231.018 (ra) 15.0098 (w) -231.018 (linear) -231.013 (data) -231.015 (captured) -231.015 (by) -231.01 (real) -230.986 (cameras\056) -303.988 (This) ] TJ 11.9551 TL T* [ (lets) -276.995 (us) -277.981 (to) -277 (train) -277 (a) -277.017 (model) -278.008 (that) -276.998 (generalizes) -277.008 (to) -277.003 (real) -277.998 (images) ] TJ T* [ (and) -422.003 (circumv) 14.995 (ents) -423.013 (the) -421.998 (dif) 24.986 <0263756c74696573> -422.008 (in) -421.998 (acquiring) -423.003 (ground) ] TJ T* [ (truth) -250.015 (data) -249.995 (for) -250 (our) -249.99 (task) -249.983 (from) -249.988 (a) -250.002 (camera\056) ] TJ -12.4531 -12.952 Td [ (2\056) -499.988 (A) -537.986 (netw) 10.0081 (ork) -537.981 (architecture) -537.984 (that) -538.013 (outperforms) -539.018 (the) -537.979 (state\055) ] TJ 12.4531 -11.9551 Td [ (of\055the\055art) -402.009 (on) -402.982 (synthetic) -402.016 (and) -402.006 (real) -402.996 (data) -402.006 (by) -402.002 (predicting) -403.001 (a) ] TJ T* [ (unique) -343.019 (3D) -342.994 (denoising) -342.021 (k) 10.0032 (ernel) -343.002 (to) -342.992 (produce) -342.992 (each) -343.011 (pix) 14.9975 (el) -342.997 (of) ] TJ T* [ (the) -356.012 (output) -355.004 (image\056) -627.015 (This) -355.014 (pro) 14.9828 (vides) -356 (both) -355.014 (a) -355.985 (performance) ] TJ T* [ (impro) 15.0048 (v) 14.9828 (ement) -201.991 (o) 14.9828 (v) 14.9828 (er) -202.013 (a) -202.01 (net) 0.99003 (w) 10.0032 (ork) -202 (that) -201.991 (synthesizes) -202.01 (pix) 14.9975 (els) -201.996 (di\055) ] TJ T* [ (rectly) 65.0161 (\054) -408.008 (and) -376.991 (a) -375.981 (w) 10 (ay) -376.996 (to) -376.006 (v) -1.01454 (i) 0.98513 (sually) -377.011 (inspect) -377.016 (ho) 24.986 (w) -376.011 (each) -377.006 (b) 20.0016 (urst) ] TJ 11.9563 TL T* [ (image) -249.983 (is) -249.985 (being) -250.02 (used\056) ] TJ -12.4531 -12.9508 Td [ (3\056) -499.988 (A) -225.019 (training) -224.012 (procedure) -224.982 (for) -224.982 (our) -223.997 (k) 10.0032 (ernel) -224.982 (prediction) -224.992 (netw) 10.0081 (ork) ] TJ 12.4531 -11.9551 Td [ (that) -407.015 (allo) 24.9909 (ws) -406 (it) -407.015 (to) -407.018 (predict) -405.996 <026c746572> -407.01 (k) 10.0032 (ernels) -406.006 (that) -407.015 (use) -406.986 (infor) 20.0065 (\055) ] TJ 11.9551 TL T* [ (mation) -331.011 (from) -330.014 (multiple) -330.999 (images) -330.984 (e) 25.0105 (v) 14.9828 (en) -331.004 (in) -330.014 (the) -330.994 (presence) -331.008 (of) ] TJ 11.9559 TL T* [ (small) -250.007 (unkno) 25 (wn) -249.99 (misalignments\056) ] TJ -12.4531 -12.9508 Td [ (4\056) -499.988 (A) -396.99 (demonstration) -397.997 (that) -397.997 (a) -396.997 (netw) 10.0081 (ork) -398.007 (that) -397.017 (tak) 10.0081 (es) -398.012 (the) -398.002 (noise) ] TJ 12.4531 -11.9551 Td [ (le) 25.0179 (v) 14.9828 (el) -263.012 (of) -263.012 (the) -263.008 (input) -262.986 (imagery) -262.995 (as) -263.015 (input) -262.986 (during) -262.99 (training) -262.986 (and) ] TJ 11.9551 TL T* [ (testing) -236.985 (generalizes) -237.014 (to) -237.009 (a) -236.985 (much) -237 (wider) -237.009 (range) -236.98 (of) -237.019 (noise) -237 (le) 25.0203 (v\055) ] TJ 11.9559 TL T* [ (els) -249.988 (than) -249.985 (a) -250.002 (blind) -250.007 (denoising) -249.997 (netw) 10.0081 (ork\056) ] TJ /R20 11.9552 Tf -19.925 -25.066 Td [ (2\056) -249.989 (Related) -250.002 (w) 10 (ork) ] TJ /R22 9.9626 Tf 11.9551 -19.3152 Td [ (Single\055image) -199.998 (denoising) -200.006 (is) -199.011 (a) -200.011 (longstanding) -199.986 (problem\054) -210.014 (origi\055) ] TJ -11.9551 -11.9551 Td [ (nating) -210.019 (with) -211.002 (classical) -209.987 (methods) -210.989 (lik) 10.0179 (e) -210.009 (anisotropic) -210.009 (dif) 24.986 (fusion) -211 (\13320\135) ] TJ 11.9547 TL T* [ (or) -269.011 (total) -268.992 (v) 24.9811 (ariation) -270.014 (denoising) -269.014 (\13322\135\054) -273.989 (which) -269 (used) -269.004 (analytical) -270.014 (pri\055) ] TJ T* [ (ors) -324.017 (and) -324.019 (non\055linear) -324.005 (optimization) -322.985 (to) -324.015 (reco) 15.0122 (v) 14.9828 (er) -323.995 (a) -323.99 (signal) -324 (from) -324.015 (a) ] TJ T* [ (noisy) -248.988 (image\056) -310.01 (These) -249.01 (ideas) -249.007 (were) -250.007 (b) 20.0016 (uilt) -248.993 (upon) -248.998 (to) -249.007 (de) 25.0154 (v) 14.9828 (elop) -249.983 (multi\055) ] TJ T* [ (image) -276.998 (or) -277.01 (video) -276.995 (denoising) -277.013 (techniques) -276.983 (such) -277.983 (a) 1.01454 (s) -277.988 (VBM4D) -277.017 (\13317\135) ] TJ 11.9559 TL T* [ (and) -336.998 (non\055local) -337.02 (means) -336.988 (\1333\054) -336.998 (14\135\054) -358.989 (which) -336.988 (group) -336.988 (similar) -337.007 (patches) ] TJ 11.9551 TL T* [ (across) -430.002 (time) -429.004 (and) -430.002 (jointly) -428.982 <026c746572> -429.987 (them) -429.987 (under) -429.017 (the) -429.997 (assumption) ] TJ T* [ (that) -340.007 (multiple) -340.014 (noisy) -341.012 (observ) 24.9909 (ations) -339.997 (can) -339.987 (be) -339.982 (a) 19.9918 (v) 14.9828 (eraged) -339.987 (to) -340.992 (better) ] TJ T* [ (estimate) -377.988 (the) -378.988 (true) -378.991 (underlying) -378.015 (signal\056) -696.011 (Recently) -377.991 (these) -378.986 (ideas) ] TJ ET Q Q Q q q 1 1 1 rg /a0 gs 48.406 786.422 515.188 -52.699 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 14.4 TL ET 1 1 1 rg n 270 32 72 14 re f* 0.5 0.5 0.5 rg BT /F2 9 Tf 10.8 TL ET BT 1 0 0 1 297 35 Tm (2502) Tj T* ET Q endstream endobj 14 0 obj << /Filter /FlateDecode /Resources << /ExtGState << /a0 << /CA 1 /ca 1 >> >> /XObject << /x18 15 0 R >> >> /Length 28 /Group << /Type /Group /S /Transparency /CS /DeviceRGB /I true >> /BBox [ 78 746 96 765 ] /Type /XObject /Subtype /Form >> stream x+O4PH/VЯ0Pp 0 endstream endobj 15 0 obj << /Filter /FlateDecode /Resources 16 0 R /Length 107 /Type /XObject /BBox [ 78 746 96 765 ] /Subtype /Form >> stream xe AC̬wʠ =p,?]%+H-
Jc "82w8VSnGW;"
endstream
endobj
16 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
17 0 obj
<<
/Filter /FlateDecode
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x15 18 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
18 0 obj
<<
/Filter /FlateDecode
/Resources 19 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
19 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
20 0 obj
<<
/Filter /FlateDecode
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x24 21 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
21 0 obj
<<
/Filter /FlateDecode
/Resources 22 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