%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 (Composition\055Preserving Deep Photo Aesthetics Assessment) /Producer (PyPDF2) /Author (Long Mai\054 Hailin Jin\054 Feng Liu) /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 /x6 18 0 R /R19 21 0 R /R21 22 0 R /R16 23 0 R /R17 24 0 R /R18 25 0 R /R20 26 0 R /x12 27 0 R /x10 30 0 R >> /ExtGState << /s9 33 0 R /s11 36 0 R /a0 << /CA 1 /ca 1 >> /R7 39 0 R /s5 40 0 R /s7 43 0 R >> /Font << /F2 46 0 R /R8 47 0 R /R10 50 0 R /R12 54 0 R /F1 57 0 R /R14 58 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 62 0 R /Resources << /ExtGState << /R7 39 0 R >> /Font << /R10 50 0 R /F2 63 0 R /F1 64 0 R /R8 47 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 65 0 R /Resources << /XObject << /R66 66 0 R /R63 67 0 R >> /ExtGState << /R7 39 0 R >> /Font << /R59 68 0 R /R49 71 0 R /R47 74 0 R /R55 77 0 R /R45 80 0 R /R57 83 0 R /R43 87 0 R /R51 90 0 R /R41 93 0 R /R53 97 0 R /F2 102 0 R /F1 103 0 R /R8 47 0 R /R10 50 0 R /R64 104 0 R /R67 107 0 R /R61 110 0 R /R39 113 0 R /R37 117 0 R /R35 120 0 R /R33 123 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 127 0 R /Resources << /XObject << /R78 128 0 R /R77 129 0 R >> /ExtGState << /R7 39 0 R >> /Font << /F2 130 0 R /R8 47 0 R /R75 131 0 R /R10 50 0 R /F1 136 0 R /R14 58 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 137 0 R /Resources << /XObject << /R89 138 0 R /R78 128 0 R /R77 129 0 R >> /ExtGState << /R7 39 0 R >> /Font << /F2 139 0 R /R8 47 0 R /R41 93 0 R /R10 50 0 R /F1 140 0 R /R14 58 0 R /R39 113 0 R /R37 117 0 R /R87 141 0 R /R33 123 0 R /R85 146 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 151 0 R /Resources << /XObject << /R96 152 0 R /R97 153 0 R >> /ExtGState << /R7 39 0 R >> /Font << /F2 154 0 R /R8 47 0 R /R10 50 0 R /F1 155 0 R /R39 113 0 R /R37 117 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 156 0 R /Resources << /XObject << /R109 157 0 R /R108 158 0 R /R112 159 0 R /R113 160 0 R /R110 161 0 R /R111 162 0 R >> /ExtGState << /R7 39 0 R >> /Font << /R10 50 0 R /F2 163 0 R /F1 164 0 R /R14 58 0 R /R8 47 0 R /R37 117 0 R /R106 165 0 R /R33 123 0 R /R104 168 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 171 0 R /Resources << /XObject << /R121 172 0 R /R120 173 0 R /R127 174 0 R /R126 175 0 R /R125 176 0 R /R124 177 0 R /R123 178 0 R /R135 179 0 R /R136 180 0 R /R137 181 0 R /R138 182 0 R /R139 183 0 R /R129 184 0 R /R128 185 0 R /R130 186 0 R /R131 187 0 R /R132 188 0 R /R133 189 0 R /R134 190 0 R /R122 191 0 R >> /ExtGState << /R7 39 0 R /R140 192 0 R >> /Font << /R10 50 0 R /F2 193 0 R /F1 194 0 R /R141 195 0 R /R8 47 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 200 0 R /Resources << /ExtGState << /R7 39 0 R >> /Font << /R10 50 0 R /F2 201 0 R /F1 202 0 R /R14 58 0 R /R8 47 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 12 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 203 0 R /Resources << /ExtGState << /R7 39 0 R >> /Font << /R10 50 0 R /F2 204 0 R /F1 205 0 R /R14 58 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 13 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 14 0 obj << /Length 17145 >> stream q q q 0.10000 0 0 0.10000 0 0 cm /R7 gs 0 g q 10 0 0 10 0 0 cm BT /R8 14.34600 Tf 1 0 0 1 116.92000 675.07000 Tm [ (Composition\055pr) 18.00340 (eser) 9.99299 (ving) -249.00600 (Deep) -249.98800 (Photo) -250.00500 (Aesthetics) -249.98800 (Assessment) ] TJ /R10 11.95500 Tf 24.23010 -37.85980 Td [ (Long) -248.99000 (Mai) ] TJ -36.46020 -13.95000 Td [ (Portland) -250.00500 (State) -250.00700 (Uni) 23.98930 (v) 15.01090 (ersity) ] TJ /R12 8.96600 Tf 14.47030 -13.95000 Td (mtlong\100cs\056pdx\056edu) Tj /R10 11.95500 Tf 155.04000 27.90000 Td [ (Hailin) -249.01300 (Jin) ] TJ -15.93010 -13.95000 Td [ (Adobe) -250.01400 (Research) ] TJ /R12 8.96600 Tf -1.00977 -13.95000 Td (hljin\100adobe\056com) Tj /R10 11.95500 Tf 151.32000 27.90000 Td [ (Feng) -250.00600 (Liu) ] TJ -38.45000 -13.95000 Td [ (Portland) -250.00600 (State) -250.00600 (Uni) 23.99130 (v) 15.00990 (ersity) ] TJ /R12 8.96600 Tf 19.85000 -13.95000 Td (fliu\100cs\056pdx\056edu) Tj /R8 11.95500 Tf -243.99000 -41.04020 Td (Abstract) Tj /R14 9.96300 Tf -83.91990 -24.10000 Td [ (Photo) -334.00500 (aesthetics) -334.99700 (assessment) -335.99000 (is) -334.98800 (c) 14.01060 (hallenging) 15 (\056) -563.98900 (Deep) -334.98500 (con\055) ] TJ -11.95980 -11.95000 Td [ (volutional) -218.01700 (neur) 14.00450 (al) -217.01000 (network) -217.99400 (\050Con) 38.99440 (vNet\051) -216.99700 (methods) -217.98900 (have) -219.01300 (r) 36.01460 (ecently) ] TJ 11.95980 TL T* [ (shown) -210.99600 (pr) 43.99820 (omising) -211.00700 (r) 36.01460 (esults) -209.99500 (for) -212.00900 (aesthetics) -210.98300 (assessment\056) -297.00500 (The) -211.99800 (per) 18.99850 (\055) ] TJ 11.95000 TL T* [ (formance) -248.98900 (of) -249.00300 (these) -248.99400 (deep) -249.00800 (Con) 38.98460 (vNet) -249 (methods\054) -248.99000 (howe) 13.98240 (ver) 111.00600 (\054) -248.01500 (is) -249.98700 (often) ] TJ 11.96020 TL T* [ (compr) 43.99090 (omised) -228.99300 (by) -231.01100 (the) -230.99400 (constr) 14.00450 (aint) -229.98300 (that) -229.98300 (the) -230.99400 (neur) 14.00450 (al) -229.98700 (network) -231.01100 (only) ] TJ 11.95000 TL T* [ (tak) 8.99630 (es) -409.01700 (the) -410.99500 <027865642d73697a65> -409.98700 (input\056) -791.00500 (T) 90.99830 (o) -410.00800 (accommodate) -409.98100 (this) -411.00800 (r) 36.01460 (equir) 36.99720 (e\055) ] TJ 11.96020 TL T* [ (ment\054) -422.00700 (input) -388.00400 (ima) 9.01406 (g) 9.98323 (es) -386.98200 (need) -388 (to) -387.99400 (be) -387.99800 (tr) 13.99830 (ansformed) -387.00600 (via) -388.02000 (cr) 43.00580 (opping) 9.98568 (\054) ] TJ T* [ (scaling) 9.00794 (\054) -320 (or) -306.98800 (padding) 8.99079 (\054) -321.01900 (whic) 14.01550 (h) -305.99100 (often) -307.01200 (dama) 9.00794 (g) 9.98323 (es) -306.02000 (ima) 9.01529 (g) 9.98323 (e) -306 (composi\055) ] TJ 11.95000 TL T* [ (tion\054) -295.01600 (r) 36.01400 (educes) -285.98500 (ima) 9.01406 (g) 9.98323 (e) -284.98600 (r) 36.01460 (esolution\054) -294.01000 (or) -286.99200 (causes) -286.01700 (ima) 9.01529 (g) 9.98323 (e) -286.00400 (distortion\054) ] TJ 11.96020 TL T* [ (thus) -252.01500 (compr) 43.99090 (omising) -252.01800 (the) -252.00900 (aesthetics) -253.01400 (of) -251.98300 (the) -252.98900 (original) -252.00700 (ima) 9.01529 (g) 9.98323 (es\056) -316.98300 (In) ] TJ 11.95000 TL T* [ (this) -274.01700 (paper) 110.00900 (\054) -280.00800 (we) -274.98700 (pr) 36 (esent) -274.00800 (a) -273.99700 (composition\055pr) 35.98270 (eserving) -273.98700 (deep) -275.00200 (Con\055) ] TJ 11.95980 TL T* [ (vNet) -207.98900 (method) -208.99400 (that) -207.98800 (dir) 36.01830 (ectly) -207.99700 (learns) -207.98900 (aesthetics) -208.98400 (featur) 35.99740 (es) -206.98200 (fr) 43.99090 (om) -208.01800 (the) ] TJ 11.95000 TL T* [ (original) -353.98500 (input) -354.99100 (ima) 9.01406 (g) 9.98323 (es) -354.00900 (without) -353.99200 (any) -355 (ima) 9.01529 (g) 9.98323 (e) -353.99000 (tr) 13.99710 (ansformations\056) ] TJ 11.96020 TL T* [ <53706563690263616c6c79> 54.00230 (\054) -371.98900 (our) -348.01200 (method) -349.00500 (adds) -347.98800 (an) -349.01500 (adaptive) -348 (spatial) -348.01100 (pooling) ] TJ 11.95000 TL T* [ (layer) -383.00500 (upon) -382.99700 (the) -383.00200 (r) 36.01460 (e) 40.00520 (gular) -382.00200 (con) 38.99680 (volution) -381.98700 (and) -382.98200 (pooling) -383.01400 (layer) 8.99324 (s) -382.01600 (to) ] TJ 11.96020 TL T* [ (dir) 36.01830 (ectly) -275.98300 (handle) -276.00700 (input) -277.00800 (ima) 9.01406 (g) 9.98323 (es) -275.98600 (with) -277.01700 (original) -276.98200 (sizes) -276.98200 (and) -277.00400 (aspect) ] TJ 11.95000 TL T* [ (r) 14.01850 (atios\056) -552 (T) 90.99830 (o) -331.00400 (allow) -330.98000 (for) -331.00400 (multi\055scale) -331.01100 (featur) 35.99740 (e) -331.01500 (e) 18.99120 (xtr) 14.99200 (action\054) -349.98600 (we) -331.99500 (de\055) ] TJ 11.95980 TL T* [ (velop) -327.99300 (the) -329.01200 (Multi\055Net) -328.00900 (Adaptive) -328 (Spatial) -328.99200 (P) 78.99340 (ooling) -327.01100 (Con) 38.98460 (vNet) -328.00300 (ar) 18.98380 (\055) ] TJ 11.95000 TL T* [ (c) 14.01060 (hitectur) 37.00890 (e) -244.99500 (whic) 14.01550 (h) -246.00300 (consists) -246.01900 (of) -245.98500 (multiple) -246.99500 (sub\055networks) -246 (with) -246.98300 (dif\055) ] TJ 11.96020 TL T* [ (fer) 36.00660 (ent) -294 (adaptive) -294.01000 (spatial) -295.00300 (pooling) -294.99300 (sizes) -295.01900 (and) -295 (le) 13.98970 (ver) 14.98710 (a) 9.98323 (g) 9.98323 (e) -294.00300 (a) -295.01200 (scene\055) ] TJ 11.95000 TL T* [ (based) -322.01900 (a) 9.00365 (g) 9.98384 (gr) 37.01930 (e) 40.00520 (gation) -321.99200 (layer) -323.01800 (to) -322.00800 (ef) 17.00870 (fectively) -321.98800 (combine) -322.99700 (the) -323.01400 (pr) 36 (edic\055) ] TJ 11.95980 TL T* [ (tions) -317.00200 (fr) 43.99150 (om) -317.01500 (multiple) -318 (sub\055networks\056) -512.99300 (Our) -316.99300 (e) 18.99120 (xperiments) -316.98600 (on) -318.00300 (the) ] TJ 11.95040 TL T* [ (lar) 36.01830 (g) 9.98384 (e\055scale) -465.98400 (aesthetics) -465.98900 (assessment) -466.98300 (benc) 13.99710 (hmark) -465.98200 (\050A) 104.01800 (V) 60.01700 (A) -465.99200 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R14 9.96300 Tf 1 0 0 1 269.21000 281.16000 Tm (29) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R14 9.96300 Tf 1 0 0 1 279.17000 281.16000 Tm (\135\051) Tj -229.06000 -11.96020 Td [ (demonstr) 13.98360 (ate) -301.01800 (that) -302.98700 (our) -303.00200 (method) -301.99500 (can) -303.01100 <7369676e690263616e746c79> -302.98400 (impr) 44.01050 (o) 9.98323 (ve) -301.98900 (the) ] TJ 11.95000 TL T* [ (state\055of\055the\055art) -250.00800 (r) 36.01460 (esults) -249.00600 (in) -249.98400 (photo) -249.98600 (aesthetics) -249.99500 (assessment\056) ] TJ /R8 11.95500 Tf 25.63010 TL T* [ (1\056) -250.00700 (Intr) 17.00610 (oduction) ] TJ /R10 9.96300 Tf 11.95980 -19.10980 Td [ (Subjecti) 24.98750 (v) 15.00240 (e) -470.98700 (photo) -472.99900 (quality) -471.99400 (and) -471.99500 (aesthetics) -471.99800 (assessment) -472.00300 (is) ] TJ -11.95980 -11.96020 Td [ (challenging\056) -829.00700 (Existing) -422.98700 (photo) -423.00900 (aesthetics) -422.98800 (assessment) -422.99300 (meth\055) ] TJ 11.95000 TL T* [ (ods) -429.01600 (e) 14.01060 (xtract) -428.00800 (visual) -429.98400 (features) -429 (and) -428.98500 (then) -429.98600 (emplo) 8.98588 (y) -428.00500 (v) 23.98030 (arious) -429.01400 (ma\055) ] TJ 11.96020 TL T* [ (chine) -446.98800 (learning) -447.01300 (algorithms) -446.98200 (to) -447.98200 (predict) -447 (photo) -447.00500 (aesthetic) -447.98600 (v) 23.98030 (al\055) ] TJ 11.95000 TL T* [ (ues) -408.01200 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 70.78010 164.69000 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 75.76020 164.69000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 82.31020 164.69000 Tm (5) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 87.30000 164.69000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 93.85000 164.69000 Tm (7) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 98.83010 164.69000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 105.39000 164.69000 Tm (12) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 115.35000 164.69000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 121.91000 164.69000 Tm (13) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 131.87000 164.69000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 138.43000 164.69000 Tm (17) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 148.39000 164.69000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 154.95000 164.69000 Tm (25) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 164.91000 164.69000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 171.47000 164.69000 Tm (27) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 181.43000 164.69000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 187.99000 164.69000 Tm (28) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 197.95000 164.69000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 204.51000 164.69000 Tm (31) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 214.47000 164.69000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 221.03000 164.69000 Tm (32) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 230.99000 164.69000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 237.55000 164.69000 Tm (42) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 247.51000 164.69000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 254.07000 164.69000 Tm (48) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 264.03000 164.69000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 270.59000 164.69000 Tm (51) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 280.55000 164.69000 Tm (\135\056) Tj -230.44000 -11.95980 Td [ (Feature) -424.99700 (e) 14.01060 (xtraction) -424.01900 (is) -425.00900 (a) -424.99700 (critical) -425.00400 (step) -425.01000 (for) -425.98300 (aesthetics) -424.98800 (assess\055) ] TJ 11.95000 TL T* [ (ment\056) -671.00300 (Early) -369.98500 (methods) -369.98600 (manually) -370.99500 (design) -369.99000 (aesthetics) -371 (features) ] TJ 11.96020 TL T* [ (according) -369.00900 (to) -369.99800 (people\047) 54.00230 (s) -369 (aesthetics) -369.98100 (perception) -370.00900 (and) -370.01700 (photogra\055) ] TJ 11.95000 TL T* [ (ph) 4.01020 (y) -343.00200 (rules) -343.99700 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 94.53980 116.87000 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 99.53010 116.87000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 105.44000 116.87000 Tm (5) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 110.42000 116.87000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 116.34000 116.87000 Tm (7) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 121.32000 116.87000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 127.24000 116.87000 Tm (17) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 137.20000 116.87000 Tm [ (\135\056) -592.01100 (Manually) -344.01700 (designing) -344.00500 (ef) 24.01950 (fecti) 25.00950 (v) 15.00180 (e) -343.01200 (aes\055) ] TJ -87.08980 -11.95980 Td [ (thetics) -211.98400 (features\054) -218.99300 (ho) 24.00610 (we) 24.98130 (v) 15.00180 (er) 40.01500 (\054) -219.00100 (is) -211.99400 (still) -212.01700 (a) -211.98200 (challenging) -212.01000 (task) -211.99500 (although) ] TJ 11.95000 TL T* [ (these) -347.99200 (features) -349.01700 (ha) 19.01570 (v) 15.00180 (e) -347.01300 (sho) 23.98890 (wn) -347.98900 (encouraging) -347.98200 (results\056) -606.00700 (Other) -349.00600 (ap\055) ] TJ 11.96020 TL T* [ (proaches) -228.98100 (ha) 19.01510 (v) 15.00240 (e) -228.99800 (been) -229.01300 (de) 23.99500 (v) 13.98240 (eloped) -227.98800 (to) -229.98800 (le) 23.98770 (v) 15.00180 (erage) -227.99400 (more) -230.01600 (generic) -229.98900 (im\055) ] TJ ET Q q 3125.80000 4866.60000 1371.52000 915.05900 re W n q 1371.52000 0 0 915.06100 3125.80000 4866.60000 cm /R16 Do Q Q q 4523.20000 4866.60000 915.06300 915.05900 re W n q 915.06100 0 0 915.06100 4523.20000 4866.60000 cm /R17 Do Q Q q 10 0 0 10 0 0 cm BT /R10 7.97000 Tf 1 0 0 1 405.86000 474.70000 Tm [ (\050a\051) -412.99900 (Cropping) ] TJ ET Q q 3125.80000 3754.20000 1371.52000 915.06300 re W n q 1371.52000 0 0 915.06100 3125.80000 3754.20000 cm /R18 Do Q Q q 4523.20000 3754.20000 915.05100 915.05100 re W n q 915.04800 0 0 915.04800 4523.20000 3754.20000 cm /R19 Do Q Q q 10 0 0 10 0 0 cm BT /R10 7.97000 Tf 1 0 0 1 408.74000 363.47000 Tm [ (\050b\051) -411.98800 (Scaling) ] TJ ET Q q 3125.80000 2641.90000 1371.52000 915.06300 re W n q 1371.52000 0 0 915.06100 3125.80000 2641.90000 cm /R20 Do Q Q q 4523.10000 2641.90000 915.03900 915.04300 re W n q 915.04000 0 0 915.04000 4523.10000 2641.90000 cm /R21 Do Q Q q 10 0 0 10 0 0 cm BT /R10 7.97000 Tf 1 0 0 1 387.99000 252.24000 Tm [ (\050c\051) -412.01600 (P) 13.97760 (adding) -249.00500 (plus) -250.00400 (scaling) ] TJ /R10 9.96300 Tf -79.12970 -14.23980 Td [ (Figure) -430.01600 (1\072) -672.01300 (Ef) 23.99500 (fect) -430.01100 (on) -430.01900 (image) -431.01400 (transformation) -431.00400 (on) -430.99900 (photo) -431.00900 (aes\055) ] TJ 11.96020 TL T* [ (thetics\056) -887.98800 (\050a\051\072) -694.98100 (Cropping) -443.00900 (compromises) -442.00200 (the) -442.98700 (composition) -442.98200 (of) ] TJ 11.95000 TL T* [ (the) -454.98700 (originally) -455.00100 (well\055composed) -454.99400 (image) -455.00900 (that) -455.00900 (follo) 24.01460 (ws) -454.00900 (rule) -455.99400 (of) ] TJ 11.95980 TL T* [ (thirds\056) -304.98100 (\050b\051\072) -303.01100 (Scaling) -235.99800 (distorts) -235.99000 (the) -236.01000 (important) -235.01000 (object\056) -306.00500 (\050c\051\072) -302.98100 (While) ] TJ 11.95000 TL T* [ (padding) -225.01200 (and) -224.98800 (scaling) -226.01400 (k) 9.00304 (eeps) -223.99800 (the) -224.99300 (original) -225.99700 (aspect) -224.98300 (ratio\054) -230.01100 (it) -225.99700 (some\055) ] TJ 11.96020 TL T* [ (times) -247.99000 (leads) -248.99300 (to) -249.00200 (the) -248.01000 (loss) -249 (of) -249.01200 (the) -248.00700 (image) -249.01200 (clarity) 63.98670 (\056) -308 (In) -249.01200 (this) -249.00200 (e) 14.01180 (xample\054) ] TJ 11.95000 TL T* [ (the) -357.00700 (spots) -356.01000 (on) -357.01400 (the) -357.00700 (ladyb) 19.00590 (ug) -355.99500 (is) -356.98500 (dif) 24.00970 <0263756c74> -356.01000 (to) -356.98000 (see) -357.01400 (in) -356.98000 (the) -357.00400 (padding) ] TJ 11.96020 TL T* [ (result\056) -666.01600 (The) -368.01400 (added) -368.99700 (boundaries) -369.01700 (between) -368.01700 (the) -369.00200 (image) -368.98700 (and) -368.99700 (the) ] TJ 11.95000 TL T* [ (padding) -249.98700 (area) -250.01400 (can) -250.01400 (also) -249.98700 (confuse) -250.01200 (a) -250.01200 (deep) -249.98700 (learning) -249.99700 (algorithm\056) ] TJ 25.48980 TL T* [ (age) -199.00500 (features) -197.99100 (such) -199.01000 (as) -198.98300 (Fisher) -199.00800 (V) 110.01200 (ector) -197.99800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 446.90000 116.87000 Tm (28) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 456.86000 116.87000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 461.33000 116.87000 Tm (35) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 471.29000 116.87000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 475.77000 116.87000 Tm (36) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 485.73000 116.87000 Tm [ (\135) -197.98800 (and) -198.99300 (bag) -198.99300 (of) -198.98300 (vi\055) ] TJ -176.87000 -11.95980 Td [ (sual) -215.99400 (w) 9.01039 (ords) -213.99200 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 356.78000 104.91000 Tm (42) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.96300 Tf 1 0 0 1 366.74000 104.91000 Tm [ (\135) -215.98500 (to) -215.99000 (predict) -215.00900 (photo) -215.99400 (aesthetics\056) -299.00200 (While) -216 (obtaining) ] TJ -57.87970 -11.95000 Td [ (promising) -294 (performance\054) -305.99500 (the) -293.99800 (image) -295.00300 (representation) -294.98300 (pro) 14.01670 (vided) ] TJ 11.96020 TL T* [ (by) -244.01800 (those) -244.00300 (generic) -243.98600 (features) -244.02100 (may) -243.98400 (not) -243.99800 (be) -243.98900 (optimal) -243.98400 (for) -243.98400 (photo) -245.00800 (aes\055) ] TJ -13.74020 -29.88980 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 1 299.25000 50 Tm (497) Tj T* ET Q endstream endobj 15 0 obj << /Filter /FlateDecode /Resources << /ExtGState << /a0 << /CA 1 /ca 1 >> >> /XObject << /x18 16 0 R >> >> /Length 28 /Group << /Type /Group /S /Transparency /CS /DeviceRGB /I true >> /BBox [ 78 746 96 765 ] /Type /XObject /Subtype /Form >> stream x+O4PH/VЯ0Pp 0 endstream endobj 16 0 obj << /Filter /FlateDecode /Resources 17 0 R /Length 107 /Type /XObject /BBox [ 78 746 96 765 ] /Subtype /Form >> stream xe AC̬wʠ =p,?]%+H-
Jc "82w8VSnGW;" endstream endobj 17 0 obj << /ExtGState << /a0 << /CA 1 /ca 1 >> >> >> endobj 18 0 obj << /Filter /FlateDecode /Resources << /ExtGState << /a0 << /CA 1 /ca 1 >> >> /XObject << /x15 19 0 R >> >> /Length 28 /Group << /Type /Group /S /Transparency /CS /DeviceRGB /I true >> /BBox [ 67 752 84 775 ] /Type /XObject /Subtype /Form >> stream x+O4PH/VЯ04Up 0 endstream endobj 19 0 obj << /Filter /FlateDecode /Resources 20 0 R /Length 228 /Type /XObject /BBox [ 67 752 84 775 ] /Subtype /Form >> stream xeQKn!s ?FPav6R٪TS. b];15YyR {7QL.\:Rv/x9l+L7h%1!}i/AI(kz"U&,YO![R hg{3}4/GyYF:!w}Gn+'xJcO9i뽼_-:` endstream endobj 20 0 obj << /ExtGState << /a0 << /CA 1 /ca 1 >> >> >> endobj 21 0 obj << /Filter /DCTDecode /BitsPerComponent 8 /Height 426 /Length 29985 /ColorSpace /DeviceRGB /Width 426 /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 $4%&'()*56789:CDEFGHIJSTUVWXYZcdefghijstuvwxyz ? ֔T{z^{gj*xLSl9E'fJ[N'Ppt5(OL=9zi4!2xsNfEȧЉCUd@SQc։4sC霊E+Zp khe9S Y@PDl<Ԕ0ib*)0 Pn V|wކ1XӔfrKV(*QЬA&Rй 8⠍ThE*=M+)uCy )1?ZV&J VUwЙV j6J$h4ЁO4x$Bǚkґ!D22ɱ L'5# j0)EQ7G4!bӱMn( %&qI@nG&A/Jh9Y"\@;\{N# GQܖaE(0}(< ~CRVʊ@2)iiq8aN$P֥}jV` $Tk,Db;T"2ܝv5xA+R]u+WtɵqPF ,ilr&