%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 (Collaborative and Adversarial Network for Unsupervised Domain Adaptation) /Producer (PyPDF2) /Author (Weichen Zhang\054 Wanli Ouyang\054 Wen Li\054 Dong Xu) /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 /R35 20 0 R /x12 21 0 R /x10 24 0 R >> /ExtGState << /s9 27 0 R /s11 30 0 R /a0 << /CA 1 /ca 1 >> /R22 33 0 R /s5 34 0 R /s7 37 0 R >> /Font << /R29 40 0 R /F2 44 0 R /F1 45 0 R /R23 46 0 R /R25 50 0 R /R33 54 0 R /R27 58 0 R /R31 61 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /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 ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 77 0 R /Resources << /ExtGState << /R22 33 0 R >> /Font << /F2 78 0 R /R23 46 0 R /F1 79 0 R /R25 50 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 80 0 R 81 0 R 82 0 R 83 0 R 84 0 R 85 0 R 86 0 R 87 0 R 88 0 R 89 0 R 90 0 R 91 0 R 92 0 R 93 0 R 94 0 R 95 0 R 96 0 R 97 0 R 98 0 R 99 0 R 100 0 R 101 0 R 102 0 R 103 0 R 104 0 R 105 0 R 106 0 R 107 0 R 108 0 R 109 0 R 110 0 R 111 0 R 112 0 R 113 0 R 114 0 R 115 0 R 116 0 R 117 0 R 118 0 R 119 0 R 120 0 R ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 121 0 R /Resources << /XObject << /R97 122 0 R >> /ExtGState << /R22 33 0 R >> /Font << /R108 123 0 R /R112 127 0 R /R100 131 0 R /R110 134 0 R /R102 137 0 R /R116 140 0 R /R104 144 0 R /R114 148 0 R /R106 151 0 R /R98 155 0 R /F1 159 0 R /F2 160 0 R /R23 46 0 R /R25 50 0 R /R33 54 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /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 ] >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 168 0 R /Resources << /ExtGState << /R22 33 0 R >> /Font << /R145 169 0 R /R108 123 0 R /R141 173 0 R /R143 176 0 R /R112 127 0 R /R110 134 0 R /R116 140 0 R /R104 144 0 R /R114 148 0 R /R106 151 0 R /F2 180 0 R /F1 181 0 R /R137 182 0 R /R139 186 0 R /R23 46 0 R /R25 50 0 R /R33 54 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 190 0 R 191 0 R 192 0 R 193 0 R 194 0 R 195 0 R 196 0 R 197 0 R 198 0 R 199 0 R 200 0 R 201 0 R ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 202 0 R /Resources << /ExtGState << /R22 33 0 R >> /Font << /R145 169 0 R /R108 123 0 R /R141 173 0 R /R143 176 0 R /R112 127 0 R /R110 134 0 R /R116 140 0 R /R104 144 0 R /R114 148 0 R /R106 151 0 R /F2 203 0 R /F1 204 0 R /R23 46 0 R /R25 50 0 R /R33 54 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 205 0 R 206 0 R 207 0 R 208 0 R ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 209 0 R /Resources << /ExtGState << /R22 33 0 R >> /Font << /R145 169 0 R /R108 123 0 R /F1 210 0 R /R141 173 0 R /R143 176 0 R /R112 127 0 R /R110 134 0 R /R116 140 0 R /R104 144 0 R /R114 148 0 R /R106 151 0 R /F2 211 0 R /R181 212 0 R /R23 46 0 R /R25 50 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 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 ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 237 0 R /Resources << /ExtGState << /R22 33 0 R >> /Font << /R108 123 0 R /R112 127 0 R /R100 131 0 R /R116 140 0 R /R104 144 0 R /R114 148 0 R /R106 151 0 R /R98 155 0 R /R220 238 0 R /F1 241 0 R /R29 40 0 R /F2 242 0 R /R23 46 0 R /R25 50 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 257 0 R 258 0 R 259 0 R 260 0 R 261 0 R 262 0 R 263 0 R 264 0 R 265 0 R 266 0 R 267 0 R 268 0 R 269 0 R 270 0 R 271 0 R 272 0 R 273 0 R 274 0 R 275 0 R ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 276 0 R /Resources << /ExtGState << /R22 33 0 R >> /Font << /R108 123 0 R /R112 127 0 R /R116 140 0 R /R104 144 0 R /R106 151 0 R /R98 155 0 R /F1 277 0 R /R29 40 0 R /F2 278 0 R /R23 46 0 R /R25 50 0 R /R33 54 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 279 0 R 280 0 R 281 0 R 282 0 R 283 0 R ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 284 0 R /Resources << /ExtGState << /R22 33 0 R >> /Font << /F2 285 0 R /F1 286 0 R /R25 50 0 R /R33 54 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 12205 >> stream q q q 0.1 0 0 0.1 0 0 cm /R22 gs 0 g q 10 0 0 10 0 0 cm BT /R23 14.3462 Tf 1 0 0 1 62.0352 675.067 Tm [ (Collaborati) 10.0133 (v) 9.99625 (e) -249.999 (and) -249.991 (Adv) 10.0014 (ersarial) -250.012 (Netw) 9.99455 (ork) -250 (f) 24.9923 (or) -249.995 (Unsuper) 10 (vised) -249.988 (domain) -249.991 (adaptation) ] TJ /R25 11.9552 Tf 78.4668 -37.8582 Td [ (W) 80 (eichen) -249.993 (Zhang) ] TJ /R27 7.9701 Tf 75.066 4.33906 Td [ (1) -0.30019 ] TJ /R25 11.9552 Tf 28.6422 -4.33906 Td [ (W) 80 (anli) -249.989 (Ouyang) ] TJ /R27 7.9701 Tf 69.1008 4.33906 Td [ (1) -0.30019 ] TJ /R25 11.9552 Tf 28.6422 -4.33906 Td [ (W) 80 (en) -250.008 (Li) ] TJ /R27 7.9701 Tf 35.232 4.33906 Td [ (2) -0.30019 ] TJ /R25 11.9552 Tf 28.643 -4.33906 Td [ (Dong) -249.989 (Xu) ] TJ /R27 7.9701 Tf 44.1617 4.33906 Td [ (1) -0.30019 ] TJ -339.193 -13.948 Td [ (1) -0.29866 ] TJ /R25 11.9552 Tf 7.72109 -4.33789 Td [ (School) -250.004 (of) -250.015 (Electrical) -250.004 (and) -249.987 (Information) -250.004 (Engineering\054) -249.985 (The) -250.014 (Uni) 24.9957 (v) 14.9851 (ersity) -249.989 (of) -250.014 (Sydne) 15.0056 (y) ] TJ /R27 7.9701 Tf 74.5422 -9.61016 Td [ (2) -0.29866 ] TJ /R25 11.9552 Tf 7.7207 -4.33789 Td [ (Computer) -250.014 (V) 59.9916 (ision) -250.012 (Laboratory) 65 (\054) -250.012 (ETH) -249.997 (Zurich) ] TJ /R29 8.9664 Tf -107.727 -13.948 Td [ (f) -0.8999 ] TJ /R31 8.9664 Tf 4.6082 0 Td (weichen\056zhang\054wanli\056ouyang\054dong\056xu) Tj /R29 8.9664 Tf 182.914 0 Td [ (g) -0.90126 ] TJ /R31 8.9664 Tf 4.6082 0 Td [ (\100sydney\056edu\056au) -1999.98 (liwen\100vision\056ee\056ethz\056ch) ] TJ /R23 11.9552 Tf -139.189 -41.0461 Td (Abstract) Tj /R33 9.9626 Tf -83.9281 -24.5098 Td [ (In) -384.013 (this) -383.008 (paper) 111.018 (\054) -416.987 (we) -384.006 (pr) 44.9839 (opose) -383.997 (a) -382.99 (ne) 15.0183 (w) -384 (unsupervised) -384.017 (domain) ] TJ -11.9547 -11.9551 Td [ (adaptation) -282.014 (appr) 44.9937 (oac) 14.984 (h) -281.987 (called) -282.015 (Collabor) 14.9926 (ative) -281.982 (and) -282.017 (Adver) 10.0057 (sarial) ] TJ 11.9551 TL T* [ (Network) -222.005 (\050CAN\051) -220.997 (thr) 44.9913 (ough) -221.983 (domain\055collabor) 15.0024 (ative) -221.012 (and) -221.987 (domain\055) ] TJ T* [ (adver) 10.0057 (sarial) -214.006 (tr) 14.9914 (aining) -212.989 (of) -213.991 (neur) 14.9901 (al) -213.991 (networks\056) -297.992 (W) 91.9871 (e) -212.989 (add) -213.989 (se) 15.0196 (ver) 15.0147 (al) -213.991 (do\055) ] TJ T* [ (main) -205.985 <636c61737369026572> 9.99343 (s) -205.999 (on) -207.014 (multiple) -206.007 (CNN) -206.005 (featur) 37.0012 (e) -206.01 (e) 19.9918 (xtr) 14.9877 (action) -207 (bloc) 20.0089 (ks) ] TJ /R25 6.9738 Tf 229.774 3.61523 Td (1) Tj /R33 9.9626 Tf 3.98516 -3.61523 Td (\054) Tj -233.759 -11.9547 Td [ (in) -292.998 (whic) 14.9987 (h) -293.005 (e) 1.01515 (a) -1.01454 (c) 15.0128 (h) -291.986 (domain) -293.018 <636c61737369026572> -293.015 (is) -292.016 (connected) -293 (to) -292.998 (the) -293.003 (hidden) ] TJ 11.9563 TL T* [ (r) 37.0196 (epr) 36.981 (esentations) -267.988 (fr) 44.9864 (om) -267.007 (one) -267.988 (bloc) 20.0089 (k) -268 (and) -268.019 (one) -267.009 (loss) -268.009 (function) -267.997 (is) -267.982 (de\055) ] TJ 11.9551 TL T* [ <026e6564> -300.018 (based) -298.992 (on) -300.019 (the) -299.982 (hidden) -298.986 (pr) 36.9852 (esentation) -299.989 (and) -298.994 (the) -299.982 (domain) -299.999 (la\055) ] TJ T* [ (bels) -223.988 (\050e) 15.0098 (\056g) 14.9852 (\056\054) -229.996 (sour) 36.9963 (ce) -224.01 (and) -225.007 (tar) 36.9926 (g) 10.0032 (et\051\056) -301.006 (W) 91.9859 (e) -224.007 (design) -224.997 (a) -223.997 (ne) 15.0171 (w) -223.99 (loss) -224.997 (function) ] TJ T* [ (by) -194.986 (inte) 40.0086 (gr) 14.9889 (ating) -196.016 (the) -195.019 (losses) -195 (fr) 44.9864 (om) -196 (all) -195.007 (bloc) 20.0089 (ks) -194.985 (in) -195.994 (or) 36.9865 (der) -195.019 (to) -195.014 (learn) -195.987 (do\055) ] TJ T* [ (main) -195.986 (informative) -196.002 (r) 37.0196 (epr) 36.9816 (esentations) -196 (fr) 44.9864 (om) -196 (lower) -196.019 (bloc) 20.0089 (ks) -196.004 (thr) 44.99 (ough) ] TJ 11.9559 TL T* [ (collabor) 15.014 (ative) -193.016 (learning) -192.011 (and) -193.012 (learn) -191.989 (domain) -192.997 (uninformative) -193.012 (r) 37.0183 (ep\055) ] TJ 11.9551 TL T* [ (r) 37.0196 (esentations) -283.986 (fr) 44.9864 (om) -283.984 (higher) -284.007 (bloc) 20.0089 (ks) -283.991 (thr) 44.9913 (ough) -284.992 (adver) 10.0057 (sarial) -283.994 (learn\055) ] TJ T* [ (ing) 14.995 (\056) -797.982 (W) 91.9865 (e) -412.014 (further) -412.997 (e) 19.9918 (xtend) -412.981 (our) -411.994 (CAN) -412.998 (method) -411.99 (as) -413.017 (Incr) 37.0159 (emental) ] TJ T* [ (CAN) -248.987 (\050iCAN\051\054) -250.004 (in) -249.005 (whic) 14.9987 (h) -249.993 (we) -249.009 (iter) 14.9938 (atively) -249.984 (select) -249.01 (a) -249.993 (set) -249.007 (of) -249.985 (pseudo\055) ] TJ T* [ (labelled) -355.011 (tar) 36.9926 (g) 10.0032 (et) -354.017 (samples) -355.011 (based) -354.982 (on) -354.99 (the) -354.012 (ima) 10.013 (g) 10.0032 (e) -355.004 <636c61737369026572> -355.004 (and) ] TJ T* [ (the) -299.981 (last) -298.983 (domain) -299.998 <636c61737369026572> -299.014 (fr) 44.9864 (om) -299.982 (the) -299.982 (pr) 36.9852 (e) 15.0122 (vi) 0.98268 (o) -1.01454 (us) -298.997 (tr) 14.9901 (aining) -299.994 (epoc) 15.0196 (h) ] TJ 11.9559 TL T* [ (and) -364.002 (r) 37.0196 (e\055tr) 14.9834 (ain) -362.981 (our) -364.002 (CAN) -363.007 (model) -364.002 (by) -364.016 (using) -363.008 (the) -364.01 (enlar) 36.9938 (g) 10.0032 (ed) -364.018 (tr) 14.9901 (ain\055) ] TJ 11.9551 TL T* [ (ing) -455.985 (set\056) -927.01 (Compr) 37.0061 (ehensive) -455.996 (e) 19.9918 (xperiments) -454.995 (on) -455.993 (two) -456.017 (benc) 15.0196 (hmark) ] TJ T* [ (datasets) -460.984 (Of) 18.0068 <026365> -460.986 (and) -461.006 (Ima) 10.0032 (g) 10.0032 (eCLEF\055D) 35.0052 (A) -461.017 (clearly) -461.009 (demonstr) 15.0098 (ate) ] TJ T* [ (the) -392.005 (ef) 18 (fectiveness) -391.996 (of) -390.981 (our) -391.997 (ne) 15.0183 (wly) -391.997 (pr) 44.9839 (oposed) -391.991 (appr) 44.9949 (oac) 14.9828 (hes) -392.006 (CAN) ] TJ T* [ (and) -249.982 (iCAN) -250 (for) -250.018 (unsupervised) -249.999 (domain) -250.006 (adaptation\056) ] TJ /R23 11.9552 Tf 37.6633 TL T* [ (1\056) -249.99 (Intr) 18.0146 (oduction) ] TJ /R25 9.9626 Tf 11.9547 -19.5289 Td [ (In) -303.987 (man) 14.9908 (y) -305.003 (visual) -304.002 (recognition) -303.993 (tasks\054) -318.003 (the) -303.981 (training) -303.998 (data) -305.005 (used) ] TJ -11.9547 -11.9551 Td [ (to) -263.003 (learn) -263.995 (a) -263.019 (model) -264.01 (and) -263.009 (the) -263.008 (testing) -264.001 (data) -263.011 (on) -263.985 (which) -263 (the) -263.008 (model) -264.01 (is) ] TJ 11.9551 TL T* [ (applied) -365.016 (often) -366.008 (ha) 19.9979 (v) 14.9828 (e) -365.003 (dif) 24.9848 (ferent) -365.981 (distrib) 19.9918 (utions\056) -656.011 (In) -366.015 (order) -364.998 (to) -366.005 (en\055) ] TJ T* [ (hance) -412.013 (the) -412.982 (genera) 1.01331 (lization) -412.998 (capability) -412.018 (of) -412.007 (learned) -412.01 (models) -412.997 (on) ] TJ T* [ (the) -473.011 (testing) -474.005 (data\054) -529.004 (se) 25.0167 (v) 14.9828 (eral) -472.985 (domain) -472.988 (adaptation) -474.009 (technologies) ] TJ 11.9559 TL T* [ (\1331\054) -259.011 (9\054) -257.989 (5\054) -259.008 (22\054) -257.984 (11\135) -259.008 (were) -258.985 (proposed) -258.012 (to) -259.003 (e) 15.0122 (xplicitly) -257.989 (reduce) -258.984 (the) -259.008 (data) ] TJ 11.9551 TL T* [ (distrib) 19.9918 (ution) -335.013 (mismatch) -335 (between) -334.996 (the) -334.996 (training) -335.013 (samples) -335.995 (in) -334.991 (the) ] TJ T* [ (source) -227.017 (domain) -226.01 (and) -227.015 (the) -227.014 (testing) -226.008 (samples) -226.993 (in) -225.989 (the) -227.014 (tar) 17.997 (get) -227.014 (domain\056) ] TJ 11.9547 -12.5539 Td [ (Since) -463.003 (deep) -462 (learning) -463.004 (methods) -462.005 (ha) 19.9979 (v) 14.9828 (e) -462.986 (achie) 25.0154 (v) 14.9828 (ed) -462.982 (e) 15.0122 (xcellent) ] TJ -11.9547 -11.9551 Td [ (performance) -547.987 (for) -547.988 (man) 14.9901 (y) -547.982 (computer) -548.004 (vision) -547.992 (tasks) -548.007 (including) ] TJ 11.9563 TL T* [ (object) -413.993 (recognition\054) -454.985 (a) -414.014 (fe) 25.0081 (w) -414.007 (deep) -414.008 (transfer) -414.009 (learning) -413.992 (methods) ] TJ ET Q 3.98 w 0 G 501.121 906.789 m 1446.11 906.789 l S q 10 0 0 10 0 0 cm BT /R25 5.9776 Tf 1 0 0 1 60.9711 83.8129 Tm (1) Tj /R25 7.9701 Tf 3.48672 -2.81289 Td [ (In) -250.003 (this) -250.007 (w) 10.0129 (ork\054) -250.024 (each) -250 (block) -249.984 (consists) -250.019 (of) -250.004 (se) 24.9988 (v) 14.9837 (eral) -250.017 (CNN) -250.022 (layers\056) ] TJ ET Q q 2362.57 0 0 2888.29 3088.62 2754.54 cm /R35 Do Q q 10 0 0 10 0 0 cm BT /R25 8.9664 Tf 1 0 0 1 308.862 254.532 Tm [ (Figure) -297.993 (1\056) -298.009 (Illustration) -297.985 (of) -297 (tw) 10.02 (o) -297.987 (contrib) 19.9802 (utions) -298.009 (in) -297.977 (this) -298.009 (w) 10.0092 (ork\056) -453.99 (Firstly) 64.9887 (\054) -308.988 (it) ] TJ 10.959 TL T* [ (is) -292.005 <62656e65026369616c> -292.016 (to) -293.013 (learn) -292.019 (domain) -292.019 (informati) 24.9957 (v) 14.9865 (e) -291.992 (features) -292.003 (through) -291.981 (collab\055) ] TJ T* [ (orati) 24.9902 (v) 14.9865 (e) -334.994 (learning) -335.01 (at) -334.985 (lo) 25.0147 (wer) -335.018 (blocks) -334.98 (and) -334.996 (learn) -335.018 (domain) -335.018 (uninformati) 24.9957 (v) 14.9865 (e) ] TJ T* [ (features) -217.985 (through) -217.005 (adv) 15.011 (ersarial) -218.02 (learning) -216.988 (at) -218.012 (higher) -216.983 (blocks\056) -299.017 (Informati) 25.0174 (v) 14.9865 (e) ] TJ 10.9582 TL T* [ (features) -208.009 (such) -206.996 (as) -207.995 (corners) -208 (and) -206.998 (edges) -208.014 (are) -207.987 (useful) -207.001 (for) -208.009 (distignuishing) -207.017 (not) ] TJ 10.959 TL T* [ (only) -213.985 (images) -213.008 (from) -214.012 (dif) 25.0011 (ferent) -213.005 (domains) -213.993 (b) 19.9965 (ut) -213.982 (also) -212.997 (images) -214.01 (from) -213.013 (dif) 25.0011 (ferent) ] TJ T* [ (classes\054) -288.983 (while) -281.008 (uninformati) 24.9929 (v) 14.9865 (e) -281.013 (features) -280.981 (are) -281.002 (useful) -281.019 (for) -280.981 (domain) -280.997 (adap\055) ] TJ T* [ (tation\056) -309.982 (Secondly) 64.9887 (\054) -250 (we) -250.006 (iterati) 24.9902 (v) 14.9865 (ely) -249.989 (select) -250.011 (more) -250 (pseudo\055labelled) -248.993 (tar) 18.0143 (get) ] TJ T* [ (samples) -234 (that) -234.992 (ha) 20.021 (v) 14.9865 (e) -234.009 (high) -234.984 (prediction) -234.017 <636f6e0264656e6365> -235.008 (from) -234.012 (the) -235.003 (image) -234.012 (clas\055) ] TJ T* [ <7369026572> 39.9931 (\054) -324.018 (and) -307.983 (are) -309.018 (also) -309.015 (considered) -308.982 (as) -308.982 (domain) -309.01 (uninformati) 24.9957 (v) 14.9865 (e) -308.982 (based) -307.997 (on) ] TJ T* [ (the) -249.989 (last) -250.019 (domain) -249.981 <636c61737369026572> -250.003 (from) -250 (the) -249.989 (pre) 25.0174 (vious) -250.011 (training) -249.984 (epoch\056) ] TJ /R25 9.9626 Tf 20.8699 TL T* [ (\13321\054) -425.998 (30\054) -425.015 (25\135) -426 (were) -424.998 (recently) -425.998 (proposed) -425.003 (to) -425.998 (learn) -424.988 (domain) -426.017 (in\055) ] TJ 11.9551 TL T* [ (v) 24.9811 (ariant) -283.004 (features) -283.014 (for) -283.014 (visual) -282.987 (recognition\056) -408.991 (These) -283.007 (deep) -283.012 (transfer) ] TJ T* [ (learning) -389.996 (methods) -390.996 (can) -390.016 (be) -390.994 (roughly) -389.984 (cate) 15.0122 (gorized) -390.004 (as) -390.994 (statistics) ] TJ T* [ (approaches) -217.998 (\13319\054) -217.993 (20\054) -217.991 (24\054) -217.991 (27\135\054) -223.992 (which) -217.988 (e) 15.0122 (xploit) -218.008 (re) 15.0073 (gularizer) -217.998 (based) ] TJ -13.741 -37.0957 Td (1) 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 47 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 50 Tm (3801) 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
/BitsPerComponent 8
/Height 3659
/Length 916057
/ColorSpace /DeviceRGB
/DecodeParms <<
/Columns 2993
/Colors 3
/Predictor 15
>>
/Width 2993
/Subtype /Image
>>
stream
xw|(!b@PEr (J EEUjA(F"JU"P e{LNv'GwwvYw " @.C&
63+w
w' 21A& wFV>G tc1deeLbfYa3vg @."eE5?/gb<;vO @x0F21& dbȦerOrwu^{/ MmLY.qgY(ͻFM 2w)nΣ̦M8ryM31BGh6܌z3 ˼]>21FxT gb#GOcN:)--͛> wTl
*TXJ*UV/db,L̽{ih^*?u͛wرs+W *VXƍ4iҪUeb˕cmdbĸQʍ0իk֬YbŞ={|Sm iРAn:v(M8r0ct?<ɑq.Wܹs3gy# 3dȐ%K0t8_(웉q$c'Mlٲ۷o ~W`w}TRaĸKcR(;o4T VF=p|w}J9r21%˱aTw:f^{#Gz ˛7TZ?|'|)s0L##͛7z茌wRpƍשSLJ* ݻwRSSܹƍ,^@* ߑq@&Zfb_vmРA7nr=z[ l7lܸqҥgϞrs-ZTyR ٛ}_R;Tsuj|}m۶}75kH0 wwmf͚:QF%K`ߩ`La