%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 (Color Representation in CNNs\072 Parallelisms With Biological Vision) /Producer (PyPDF2) /Author (Ivet Rafegas\054 Maria Vanrell) /Subject (2017 IEEE International Conference on Computer Vision) >> 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 >> /s5 32 0 R /R33 35 0 R /s7 36 0 R >> /Font << /R42 39 0 R /R40 43 0 R /F2 46 0 R /F1 47 0 R /R38 48 0 R /R36 52 0 R /R34 56 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 77 0 R 78 0 R 79 0 R 80 0 R 81 0 R 82 0 R 83 0 R 84 0 R ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 85 0 R /Resources << /ExtGState << /R33 35 0 R >> /Font << /R78 86 0 R /R72 90 0 R /R70 93 0 R /R76 96 0 R /R42 39 0 R /R74 100 0 R /F1 105 0 R /F2 106 0 R /R64 107 0 R /R66 111 0 R /R38 48 0 R /R36 52 0 R /R82 114 0 R /R34 56 0 R /R80 118 0 R /R68 121 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Contents 139 0 R /Resources << /XObject << /R98 140 0 R /R100 142 0 R /R97 141 0 R /R99 143 0 R >> /ExtGState << /R33 35 0 R >> /Font << /F2 144 0 R /R64 107 0 R /R66 111 0 R /R72 90 0 R /R34 56 0 R /R36 52 0 R /R42 39 0 R /F1 145 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 146 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 147 0 R 148 0 R 149 0 R 150 0 R 151 0 R 152 0 R ] /Type /Page >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Contents 153 0 R /Resources << /XObject << /R121 154 0 R /R120 156 0 R /R127 158 0 R /R126 159 0 R /R125 160 0 R /R124 161 0 R /R123 162 0 R /R122 163 0 R /R136 164 0 R /R137 165 0 R /R138 166 0 R /R139 167 0 R /R129 168 0 R /R128 169 0 R /R130 170 0 R /R118 155 0 R /R119 171 0 R /R131 172 0 R /R116 173 0 R /R117 174 0 R /R132 175 0 R /R115 176 0 R /R133 177 0 R /R134 178 0 R /R114 157 0 R /R135 179 0 R >> /ExtGState << /R33 35 0 R >> /Font << /F2 180 0 R /R64 107 0 R /R66 111 0 R /R38 48 0 R /R72 90 0 R /R70 93 0 R /R36 52 0 R /R112 181 0 R /F1 184 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 146 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 185 0 R 186 0 R 187 0 R 188 0 R 189 0 R ] /Type /Page >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Contents 190 0 R /Resources << /XObject << /R154 191 0 R /R155 193 0 R /R153 192 0 R >> /ExtGState << /R33 35 0 R >> /Font << /R156 194 0 R /R72 90 0 R /F1 199 0 R /R42 39 0 R /R74 100 0 R /F2 200 0 R /R64 107 0 R /R66 111 0 R /R36 52 0 R /R34 56 0 R /R112 181 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 146 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 201 0 R 202 0 R 203 0 R 204 0 R 205 0 R 206 0 R 207 0 R ] /Type /Page >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Contents 208 0 R /Resources << /XObject << /R181 209 0 R /R180 210 0 R /R183 212 0 R /R182 213 0 R /R185 214 0 R /R184 215 0 R /R186 216 0 R /R178 217 0 R /R179 211 0 R /R174 219 0 R /R175 221 0 R /R176 222 0 R /R177 218 0 R /R171 223 0 R /R172 224 0 R /R173 220 0 R >> /ExtGState << /R33 35 0 R >> /Font << /R36 52 0 R /F2 225 0 R /F1 226 0 R /R42 39 0 R /R74 100 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 146 0 R /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 ] /Type /Page >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 235 0 R /Resources << /ExtGState << /R33 35 0 R >> /Font << /R156 194 0 R /R42 39 0 R /R74 100 0 R /F2 236 0 R /F1 237 0 R /R36 52 0 R /R34 56 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 254 0 R /Resources << /XObject << /R213 255 0 R /R215 256 0 R /R214 257 0 R /R217 258 0 R /R216 259 0 R /R220 260 0 R /R218 262 0 R /R219 261 0 R >> /ExtGState << /R33 35 0 R >> /Font << /F1 263 0 R /R42 39 0 R /F2 264 0 R /R64 107 0 R /R66 111 0 R /R36 52 0 R /R34 56 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 146 0 R /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 265 0 R /Resources << /ExtGState << /R33 35 0 R >> /Font << /R36 52 0 R /F2 266 0 R /F1 267 0 R /R42 39 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 12 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 13 0 obj << /Length 20510 >> stream q q q 0.10000 0 0 0.10000 0 0 cm /R33 gs 0 g q 10 0 0 10 0 0 cm BT /R34 14.34620 Tf 1 0 0 1 97.98710 675.06700 Tm [ (Color) -250.01200 (r) 18.01080 (epr) 17.99120 (esentation) -250.01300 (in) -249.99300 (CNNs\072) -310.01000 (parallelisms) -249.99300 (with) -250.01300 (biological) -249.99800 (vision) ] TJ /R36 11.95520 Tf 129.12000 -37.85820 Td [ (Iv) 15.00560 (et) -249.98700 (Rafe) 14.99130 (g) 4.98688 (as) -250.01400 (\046) -249.99100 (Maria) -250.00600 (V) 110.99600 (anrell) ] TJ 12.08710 -13.94690 Td [ (Computer) -250.01400 (V) 59.99160 (ision) -250.01200 (Center) ] TJ -27.50310 -13.94800 Td [ (Uni) 24.99570 (v) 14.98510 (ersitat) -250.01000 (Aut) ] TJ 74.56910 0.05977 Td (\036) Tj -0.99805 -0.05977 Td [ (onoma) -250 (de) -250.00800 (Barcelona) ] TJ -57.53320 -13.94800 Td [ (Bellaterra\054) -249.98700 (Barcelona) -249.99100 (\050Spain\051) ] TJ /R38 11.95520 Tf -61.62380 -13.94800 Td (f) Tj /R40 11.95520 Tf 5.97813 0 Td [ (ivet\056rafegas\054) -600.01200 (maria\056vanrell) ] TJ /R38 11.95520 Tf 193.67300 0 Td (g) Tj /R40 11.95520 Tf 5.97813 0 Td (\100uab\056cat) Tj /R34 11.95520 Tf -225.73900 -41.04610 Td (Abstract) Tj /R42 9.96260 Tf -83.92770 -23.90980 Td [ (Con) 40.01660 (volutional) -310.01700 (Neur) 14.99750 (al) -310.01400 (Networks) -309.98500 (\050CNNs\051) -309.98700 (tr) 14.99010 (ained) -310.01000 (for) -310.01000 (ob\055) ] TJ -11.95510 -11.95510 Td [ (ject) -319 (r) 37.01960 (eco) 9.99466 (gnition) -319.00300 (tasks) -318.98600 (pr) 36.98520 (esent) -318.99600 (r) 37.01960 (epr) 36.98160 (esentational) -318.99300 (capabilities) ] TJ 11.95510 TL T* [ (appr) 44.99370 (oac) 14.98340 (hing) -347.99800 (to) -348.00800 (pri) 0.99861 (mate) -348.00900 (visual) -347.99500 (systems) -348 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R42 9.96260 Tf 1 0 0 1 214.61500 492.55200 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R42 9.96260 Tf 1 0 0 1 219.59600 492.55200 Tm [ (\135\056) -602.98800 (This) -347.98800 (pr) 44.98510 (o) 10.00320 (vides) ] TJ -169.48400 -11.95590 Td [ (a) -305.00300 (computational) -304.98500 (fr) 14.99140 (ame) 14.98160 (work) -306.00800 (to) -304.99600 (e) 19.99180 (xplor) 36.99260 (e) -305.01300 (how) -304.98600 (ima) 10.01300 (g) 10.00320 (e) -305.99300 (featur) 37.00120 (es) ] TJ 11.95510 TL T* [ (ar) 36.98520 (e) -267.99900 (ef) 18 <026369656e746c79> -266.99600 (r) 37.01960 (epr) 36.98160 (esented\056) -362.98600 (Her) 37.01830 (e) 9.99343 (\054) -271.99100 (we) -267.98600 (dissect) -266.99200 (a) -267.99000 (tr) 14.99010 (ained) -268.01700 (CNN) ] TJ (\133) ' ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R42 9.96260 Tf 1 0 0 1 53.98750 456.68600 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R42 9.96260 Tf 1 0 0 1 58.96880 456.68600 Tm [ (\135) -344.01500 (to) -344.00900 (study) -344.00200 (how) -343.99800 (color) -342.98300 (is) -344.00800 (r) 37.01960 (epr) 36.98160 (esented\056) -592.00700 (W) 91.98710 (e) -343.98700 (use) -344.01400 (a) -344.01600 (classical) ] TJ -8.85664 -11.95470 Td [ (methodolo) 9.99711 (gy) -281.99200 (used) -282.01900 (in) -282.01900 (physiol) 1.01086 (o) 10.00320 (gy) -281.99100 (that) -282.00700 (is) -282.01900 (measuring) -281.99500 (inde) 20.00890 (x) -281.99700 (of) ] TJ 11.95510 TL T* [ (selectivity) -415.98900 (of) -417.01600 (individual) -416 (neur) 44.98510 (ons) -415.99300 (to) -415.99700 <73706563690263> -417.01900 (featur) 37.00120 (es\056) -808.99700 (W) 91.98710 (e) ] TJ T* [ (use) -348.01400 (Ima) 10.00260 (g) 10.00320 (eNet) -346.98900 (Dataset) -347.99100 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R42 9.96260 Tf 1 0 0 1 147.18800 420.82100 Tm (20) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R42 9.96260 Tf 1 0 0 1 157.15000 420.82100 Tm [ (\135) -346.99500 (ima) 10.01300 (g) 10.00320 (es) -348.01900 (and) -346.98600 (synthetic) -347.99600 (ver) 9.99588 (sions) ] TJ -107.03800 -11.95590 Td [ (of) -245.00600 (them) -245.00800 (t) 0.98758 (o) -245.01300 (quantify) -244.98100 (color) -245 (tuning) -244.00300 (pr) 44.98390 (operties) -244.99100 (of) -245.00600 <61727469026369616c> -245.01100 (neu\055) ] TJ 11.95510 TL T* [ (r) 45.01820 (ons) -326.98800 (to) -328.01100 (pr) 44.98390 (o) 10.00320 (vide) -327 (a) -327 <636c6173736902636174696f6e> -328.00500 (of) -326.99200 (the) -326.99700 (network) -327.99700 (population\056) ] TJ T* [ (W) 91.98650 (e) -200.01000 (conclude) -199.99200 (thr) 36.99260 (ee) -200.99500 (main) -199.98600 (le) 14.98030 (vels) -200 (of) -199.99400 (color) -201.00700 (r) 37.01830 (epr) 36.98160 (es) 0.98268 (entation) -200.98900 (show\055) ] TJ T* [ (ing) -270.01600 (some) -269.98400 (par) 14.99380 (allelisms) -269.98900 (with) -268.98100 (biolo) 9.98853 (gical) -270.01400 (visual) -270.00600 (systems\072) -350.00300 (\050a\051) -269.99700 (a) ] TJ T* [ (decomposition) -352.98800 (in) -354.00700 (a) -352.99500 (cir) 36.98280 (cular) -352.98200 (hue) -354.01300 (space) -352.99300 (to) -352.98800 (r) 37.01830 (epr) 36.98160 (esent) -354.01000 (single) ] TJ T* [ (color) -381.99600 (r) 37.01960 (e) 39.98900 (gions) -383.00600 (with) -381.98200 (a) -382.99000 (wider) -381.98800 (hue) -382.00900 (sampling) -382.99000 (be) 29.99500 (yond) -382.00500 (the) -382.98800 <0272> 10.01060 (st) ] TJ 11.95630 TL T* [ (layer) -255.98700 (\050V2\051\054) -257.01100 (\050b\051) -255.99800 (the) -255.98900 (emer) 37.01340 (g) 10.00320 (ence) -256.00500 (of) -255.98400 (opponent) -256.00400 (low\055dimensional) ] TJ 11.95470 TL T* [ (spaces) -356.98600 (in) -356.98700 (early) -356.98900 (sta) 10.01670 (g) 10.00320 (es) -356.99800 (to) -356.98700 (r) 37.01960 (epr) 36.98160 (esent) -356.00900 (color) -357.01900 (edg) 10.00320 (es) -356.99700 (\050V1\051\073) -410.99000 (and) ] TJ T* [ (\050c\051) -422.01900 (a) -420.98400 (str) 44.99250 (ong) -421.99300 (entanglement) -420.99100 (between) -421.99100 (color) -421.00800 (and) -421.99300 (shape) -421.99100 (pat\055) ] TJ T* [ (terns) -219.98200 (r) 37.01960 (epr) 36.98100 (esenting) -220.99500 (object\055parts) -220 (\050e) 15.00980 (\056g) 14.98520 (\056) -299.98700 (wheel) -221.00500 (of) -219.99000 (a) -219.99800 (car\051\054) -227.01600 (object\055) ] TJ T* [ (shapes) -264.01200 (\050e) 15.00980 (\056g) 14.98520 (\056) -350.99800 (faces\051) -263.98900 (or) -263.00400 (object\055surr) 45.00840 (ounds) -264.00700 <636f6e02677572> 15.00480 (ations) -264 (\050e) 15.00980 (\056g) 14.98520 (\056) ] TJ 11.95590 TL T* [ (blue) -231.00700 (sk) 10 (y) -230.98500 (surr) 44.99620 (ounding) -230.98400 (an) -231.01000 (object\051) -231.00800 (in) -231.00800 (deeper) -231.01800 (layer) 10.00810 (s) -231.01500 (\050V4) -231.01500 (or) -231.00800 (IT\051\056) ] TJ /R34 11.95520 Tf 33.96680 TL T* [ (1\056) -249.99000 (Intr) 18.01460 (oduction) ] TJ /R36 9.96260 Tf 11.95510 -18.92930 Td [ (Deep) -382.01500 (learning) -383.01700 (techniques) -381.98800 (and\054) -416 (more) -382.00500 <73706563690263616c6c79> 65.00390 (\054) -416.00700 (Con\055) ] TJ -11.95510 -11.95470 Td [ (v) 20.00160 (olutional) -370.99200 (Neural) -372.01300 (Netw) 10.00690 (orks) -370.98500 (\050CNNs\051) -371.99800 (ha) 19.99670 (v) 14.98280 (e) -371.00200 (become) -372.00700 (central) ] TJ 11.95510 TL T* [ (in) -419.99600 (the) -418.98100 (computer) -419.98600 (vision) -418.99300 <02656c64> -419.98600 (due) -418.98300 (to) -419.99600 (their) -419.01600 (impressi) 25.01300 (v) 14.98280 (e) -420.01300 (per) 19.99420 (\055) ] TJ 11.95630 TL T* [ (formance) -331.98100 (on) -330.99400 (solving) -331.98300 (di) 24.98850 (v) 14.98280 (ersity) -332.00500 (of) -331.00200 (vision) -331.98900 (tasks\054) -351.99800 (such) -332.01100 (as) -331.98100 (ob\055) ] TJ 11.95470 TL T* [ (ject) -372.01100 (recognition) -373.00100 (or) -372.01500 (object) -372.98100 (detection\056) -676.99900 (The) 14.98280 (y) -372.99200 (consist) -371.98400 (in) -372.98400 (se) 25.01790 (v\055) ] TJ T* [ (eral) -301.99400 (stack) 10.00810 (ed) -301.98800 (layers) -301.98300 (that) -302.01300 (successi) 24.99340 (v) 14.98280 (ely) -301.98100 (mak) 10.01060 (e) -301.99400 (visual) -302.00100 (represen\055) ] TJ T* [ (tational) -230.99000 (transformations\054) -235.98900 (as) -231.01900 (a) -232.00500 (result) -231.00200 (of) -232 (an) -231.02000 (automatic) -232.00800 (training) ] TJ T* [ (that) -191.01200 (learns) -190.98200 (the) -191.02000 (best) -189.99400 (weights) -190.99800 (\050neurons\051) -191.01500 (to) -191.01500 (represent) -190.98300 (their) -191.01500 (input) ] TJ T* [ (and) -291.00500 (achie) 25.01480 (v) 14.98280 (e) -291.01500 (the) -291.98300 (best) -290.99700 (performance) -291.01000 (on) -291 (a) -291.01500 <73706563690263> -292.01000 (visual) -290.98300 (task\056) ] TJ 11.95590 TL T* [ (These) -324.01800 <61727469026369616c> -323.01700 (architectures) -324.01500 (ha) 19.99790 (v) 14.98280 (e) -323.01000 (also) -324.01000 (been) -323.98300 (propose) 1 (d) -324.01900 (as) -323.98300 (a) ] TJ 11.95510 TL T* [ (suitable) -325.99500 (frame) 25.01300 (w) 10 (ork) -326.99700 (to) -326.01200 (model) -327.01900 (biological) -325.98500 (vision) -327.00900 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 244.16400 104.91000 Tm (10) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 254.12600 104.91000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 259.86400 104.91000 Tm (11) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 269.82700 104.91000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 275.57500 104.91000 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 280.55700 104.91000 Tm (\135\054) Tj -230.44500 -11.95510 Td [ (and) -344.99600 (some) -344.98200 (trained) -344.98900 (CNNs) -345.01600 (ha) 19.99790 (v) 14.98280 (e) -345.98600 (sho) 24.99220 (wn) -344.99400 (po) 24.98600 (werful) -344.99600 (representa\055) ] TJ 11.95470 TL T* [ (tional) -393.98600 (capabilities) -394.01800 (that) -395.01700 (ri) 25.01910 (v) 24.98110 (al) -394.01000 (the) -394.00500 (primate) -393.99300 (visual) -393.98600 (system) -395 (on) ] TJ 258.75000 459.37200 Td [ (the) -249.99000 (performance) -249.99700 (achie) 25.01540 (v) 14.98280 (ed) -249.99700 (on) -249.98800 (a) -250.00200 (visual) -250.01200 (recognition) -250.00200 (task) -249.98300 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 529.24500 540.37200 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 534.22600 540.37200 Tm (\135\056) Tj -213.40900 -25.60200 Td [ (Although) -275.01000 (the) 14.98520 (y) -273.98900 (can) -275.01500 (present) -275.00300 (an) -273.99300 (undesirable) -274.98800 (black\055box) -274.99300 (na\055) ] TJ -11.95510 -11.95510 Td [ (ture\054) -412.00200 (se) 25.01790 (v) 14.98280 (eral) -379.98100 (w) 10 (orks) -380.00300 (ha) 19.99670 (v) 14.98280 (e) -379 (proposed) -379.99100 (dif) 24.98600 (ferent) -380.02000 (techniques) -379.98600 (in) ] TJ 11.95590 TL T* [ (order) -341.98200 (to) -342.00900 (understand) -341.99400 (the) -342.01400 (intermediate) -341.99200 (CNNs) -341.99700 (representation) ] TJ 11.95510 TL T* [ (and) -301.98400 (visualize) -302.98400 (learned) -301.98900 (features) -303.00800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 434.88900 478.90400 Tm (29) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 444.85100 478.90400 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 450.35000 478.90400 Tm (14) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 460.31300 478.90400 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 465.82200 478.90400 Tm (25) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 475.78500 478.90400 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 481.28400 478.90400 Tm (24) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 491.24600 478.90400 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 496.75600 478.90400 Tm (28) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 506.71800 478.90400 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 512.21800 478.90400 Tm (16) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 522.18000 478.90400 Tm [ (\135) -303.01300 (pro\055) ] TJ -213.31800 -11.95510 Td [ (viding) -200.01100 (a) -200.01100 (visualization) -199.99600 (of) -200.00300 (ho) 24.98600 (w) -200 (images) -199.98600 (are) -200.01600 (represented) -200 (in) -199.99600 (each) ] TJ 11.95510 TL T* [ (le) 25.01790 (v) 14.98280 (el) -194.98500 (of) -194.98500 (representation) -195.00200 (and) -194.98200 (gi) 24.98600 (ving) -195.00200 (some) -195.98700 (insights) -195.01600 (of) -194.98700 (represen\055) ] TJ T* [ (tational) -250.00700 (inspiration\056) ] TJ 11.95510 -25.60310 Td [ (In) -343 (this) -341.99700 (w) 10 (ork) -342.99400 (we) -343.00400 (use) -342.01400 (an) -343.00200 <61727469026369616c> -343.01600 (neural) -342.01600 (netw) 10.00810 (ork) -342.99700 (with) -343.01600 (a) ] TJ -11.95510 -11.95510 Td [ (high\055le) 24.99830 (v) 14.98280 (el) -279.01000 (of) -277.99000 (representational) -278.98800 (capability) -278.00300 (to) -279.00200 (understand) -278.98800 (ho) 24.98600 (w) ] TJ T* [ (color) -213.99400 (can) -214.00600 (be) -214.00400 (ef) 25.00810 <026369656e746c79> -214.00600 (represented) -213.99900 (in) -215.01300 (recognition) -214.00800 (tasks\056) -298.00400 (W) 79.98660 (e) ] TJ T* [ (w) 10 (ork) -267.00700 (on) -267.98500 (a) -267.01900 (CNN) -268.01400 (trained) -267.00200 (by) -267.98500 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 421.58900 381.57100 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 426.57000 381.57100 Tm [ (\135) -267.01900 (whose) -268.01900 (architecture) -267.00900 (has) -267.99000 (been) ] TJ -117.70800 -11.95510 Td [ (pro) 14.98520 (v) 14.98280 (ed) -384.01400 (as) -384.99200 (to) -384.00200 (ri) 25.02030 (v) 24.98110 (al) -384.99200 (the) -384.00700 (primate) -385.01400 (visual) -383.99000 (system) -385 (performance) ] TJ 11.95510 TL (\133) ' ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 312.18000 357.66100 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 317.16100 357.66100 Tm [ (\135\056) -491.01600 (W) 79.98660 (e) -309.99200 (analyze) -311.00700 (ho) 24.98600 (w) -309.98500 (trained) -310.01200 (neurons) -310.98700 (of) -309.98700 (this) -310.00200 (netw) 10.00810 (ork) -311.00200 (cod\055) ] TJ -8.29883 -11.95590 Td [ (ify) -295 (color) -295 (through) -294.98000 (the) -293.98300 (dif) 24.98600 (ferent) -295.01400 (con) 39.99820 (v) 20.00160 (olutional) -295.00500 (layers) -295.00500 (and) -295.00500 (we) ] TJ 11.95510 TL T* [ (relate) -273.01600 (the) -271.98600 (conclusions) -273.00800 (to) -273.00100 (kno) 24.99090 (wn) -273.00300 (e) 25.01050 (vidences) -272.01800 (about) -272.99400 (ho) 24.98600 (w) -273.00800 (color) ] TJ T* [ (is) -282.01900 (represented) -281.98700 (in) -282.01900 (biological) -281.99200 (visual) -282.00700 (systems\056) -406.01100 (T) 79.99160 (o) -281.98700 (perform) -281.98200 (the) ] TJ T* [ (analysis) -214.01600 (we) -212.98700 (use) -213.99600 (a) -214.00800 (selecti) 24.99090 (vity) -212.99900 (inde) 14.99260 (x) -213.99900 (that) -213.00900 (gets) -213.98900 (inspiration) -213.99400 (from) ] TJ T* [ (ph) 4.98936 (ysiological) -249.99000 (methodologies\056) ] TJ 11.95510 -25.60310 Td [ (The) -323 (netw) 10.00810 (ork) -322.99800 (w) 10 (as) -323.00200 (trained) -322.99000 (for) -323.00500 (image) -322.99000 <636c6173736902636174696f6e> -322.99500 (based) ] TJ -11.95510 -11.95510 Td [ (on) -322.01500 (labeled) -322.01200 (content) -322.00500 (and) -322.02000 (without) -321.98500 (an) 15.01710 (y) -321.98100 (constraint) -321.99500 (on) -322.01500 (the) -322.01500 <026c746572> ] TJ T* [ (weights\056) -601.98500 (From) -347.01100 (this) -347.01600 (training) -347.01100 (three) -347 (dif) 24.98600 (ferent) -347.00600 (le) 25.02030 (v) 14.98280 (els) -348.01100 (of) -347 (color) ] TJ T* [ (representation) -308.98300 (emer) 17.99700 (ge\072) -429.01900 (\050a\051) -309.99700 (homogeneous) -309.00200 (color) -308.99700 (re) 15.00730 (gions) -309.99700 (are) ] TJ T* [ (encoded) -404.00400 (on) -402.98200 (a) -404.01600 (set) -402.98200 (of) -404.00900 (neurons) -403.01100 (selecti) 24.99090 (v) 14.98280 (e) -404.01600 (to) -404.00100 (one) -402.98700 (single) -403.98700 (hue\073) ] TJ T* [ (\050b\051) -392.01500 (color) -390.98400 (edges) -392.00600 (are) -391.00600 (represented) -392.00800 (with) -391.00800 (color) 20.00650 (\055opponent) -391.98400 (neu\055) ] TJ 11.95590 TL T* [ (rons) -318.01300 (acting) -316.99100 (as) -317.98400 (lo) 24.98850 (w\055dimensional) -318.01600 (spaces\073) -350.99000 (and) -317.98100 (\050c\051) -317.99600 (most) -317.99600 (color) ] TJ 11.95510 TL T* [ (selecti) 24.99090 (v) 14.98280 (e) -208.00900 (neurons) -207.98500 (entangle) -207.99000 (color) -207.01400 (and) -208 (shape) -207.99500 (together) -207.98500 (in) -207.99500 (a) -208.00900 (pat\055) ] TJ T* [ (tern) -307.98300 (matching) -307.01500 (approach\056) -483.99000 (Remarkably) 64.99900 (\054) -321.98100 (these) -308.01700 (representation) ] TJ T* [ (le) 25.01790 (v) 14.98280 (els) -300.01900 (agree) -298.98200 (with) -300.00600 (some) -300.00900 (e) 25.01050 (vidences) -300.01400 (on) -299 (ho) 24.98600 (w) -299.98400 (color) -300.01900 (is) -300.01400 (encoded) ] TJ T* [ (through) -319.01500 (the) -318.99800 (vi) 0.99248 (sual) -318.99100 (pathw) 10.01300 (ay) -319.00600 (in) -318.99600 (biological) -317.98600 (systems\072) -447.99900 (lik) 10.01790 (e) -319.01000 (the) ] TJ 11.95590 TL T* [ (e) 15.01220 (xistence) -284.99400 (of) -283.98900 (a) -285.01600 (small) -284.00200 (number) -284.99200 (of) -283.99200 (primary) -284.99200 (colors) -284.99700 (and) -283.98700 (a) -285.01600 (three\055) ] TJ 11.95510 TL T* [ (dimensional) -271.00100 (color) -271.00400 (opponent) -270.97900 (space) -271.01400 (in) -271.00400 (early) -271.01400 (stages) -272.01800 (of) -271.01400 (the) -271.00400 (vi\055) ] TJ T* [ (sual) -356.00400 (system) -355.00700 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 362.98900 116.86500 Tm (12) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 372.95200 116.86500 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 378.98900 116.86500 Tm (13) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 388.95200 116.86500 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 394.98900 116.86500 Tm (7) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 399.97000 116.86500 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 405.99800 116.86500 Tm (3) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 410.97900 116.86500 Tm [ (\135\054) -382.01500 (a) -355.98500 (more) -356.00900 (dense) -354.99000 (sampling) -356.01400 (of) -356.01900 (dif\055) ] TJ -102.11700 -11.95470 Td [ (ferent) -355.98200 (hues) -356.98700 (in) -356.00700 (V2) -356.99200 (\050hue) -356.01700 (maps\051) -356.98500 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 436.96100 104.91100 Tm (27) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 446.92300 104.91100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 452.96100 104.91100 Tm (26) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 462.92300 104.91100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 468.96100 104.91100 Tm (8) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 473.94200 104.91100 Tm [ (\135\054) -382.99500 (and) -356.99400 (a) -355.98500 (clear) -357.00900 (de\055) ] TJ -165.08000 -11.95510 Td [ (pendence) -303.00600 (between) -303.98100 (shape) -303 (and) -303.00300 (color) -304.01800 (in) -302.99800 (higher) -302.99400 (le) 25.02030 (v) 14.98280 (el) -303.98400 (neurons) ] TJ 11.95510 TL (\133) ' ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 312.18000 81.00040 Tm (5) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 317.16100 81.00040 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 322.14200 81.00040 Tm (21) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 332.10500 81.00040 Tm (\135\056) 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 32 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 35 Tm (2697) 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 [ 113 751 499 772 ]
/Type /XObject
/Subtype /Form
>>
stream
x+O4PH/VЯ02Qp
0
endstream
endobj
21 0 obj
<<
/Filter /FlateDecode
/Resources 22 0 R
/Length 56142
/Type /XObject
/BBox [ 113 751 499 772 ]
/Subtype /Form
>>
stream
xtIH4)ޤv[D."M(T{"p>3}9~{u/09v;{y~t}j , _G} y{.~2Mߵ f]@1 0bZ_>{{cOpC9? 6_x&>>;WYoܐ;6%cՇ@t ˳}l]E~}~炘 !wr3dz`x.(9mA]xsG/xI1>9O1\|-E}Qϋ^~IIo!=#OؾCebOHs? ::N3MԾ:MJɩPu6#>$}qdoQOo϶˧a%}7I6N|_煓Bok̋MAwy-0g eƋEyat_$EkEZ$45H%0\7t:╨^61[Z
ˣɀ} 'ٹKoŝ?#ς'է#Da5#g==8ZM|Wo
D&AY/Lk*:빆W;AܬN#O!Ibvq|]f~ly
OlH5;/5Wx;;`EDCDjpH8Nq(#US_'TIh~`.exC;ggL(.t<\T%wܞr˫,Ӯ}yaO}$o]p"qT :01~/_+vrEc蠊{УK9\ z9٬(䇾SY pw?{β+mEs/:c|l{鵓?q+{_@Z`{G