%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 (Memory Matching Networks for One\055Shot Image Recognition) /Producer (PyPDF2) /Author (Qi Cai\054 Yingwei Pan\054 Ting Yao\054 Chenggang Yan\054 Tao Mei) /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 /R12 29 0 R /s11 30 0 R /a0 << /CA 1 /ca 1 >> /s5 33 0 R /s7 36 0 R >> /Font << /F1 39 0 R /F2 40 0 R /R13 41 0 R /R15 44 0 R /R17 49 0 R /R21 53 0 R /R19 57 0 R /R23 61 0 R /R25 64 0 R /R27 68 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 << /R12 29 0 R >> /Font << /F2 78 0 R /F1 79 0 R /R13 41 0 R /R25 64 0 R /R17 49 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 ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Contents 102 0 R /Resources << /XObject << /R101 103 0 R /R100 104 0 R /R102 105 0 R /R104 106 0 R /R68 117 0 R /R98 118 0 R /R99 119 0 R /R67 120 0 R /R93 121 0 R /R94 122 0 R /R95 123 0 R /R96 124 0 R /R97 125 0 R >> /ExtGState << /R72 107 0 R /R87 108 0 R /R103 109 0 R /R71 110 0 R /R12 29 0 R /R89 111 0 R /R66 112 0 R /R90 113 0 R /R91 114 0 R /R92 115 0 R /R88 116 0 R >> /Font << /R79 126 0 R /R77 146 0 R /R74 150 0 R /F2 158 0 R /F1 159 0 R /R83 134 0 R /R81 138 0 R /R85 130 0 R /R109 160 0 R /R119 164 0 R /R113 168 0 R /R111 172 0 R /R105 175 0 R /R117 179 0 R /R107 183 0 R /R115 187 0 R /R13 41 0 R /R15 44 0 R /R17 49 0 R /R21 53 0 R /R69 142 0 R /R27 68 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /Group 157 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 191 0 R 192 0 R 193 0 R 194 0 R ] /Type /Page >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 195 0 R /Resources << /ExtGState << /R12 29 0 R >> /Font << /R145 196 0 R /F2 199 0 R /F1 200 0 R /R135 201 0 R /R137 204 0 R /R139 209 0 R /R109 160 0 R /R147 212 0 R /R119 164 0 R /R141 216 0 R /R143 219 0 R /R113 168 0 R /R111 172 0 R /R105 175 0 R /R117 179 0 R /R107 183 0 R /R115 187 0 R /R13 41 0 R /R15 44 0 R /R17 49 0 R /R21 53 0 R /R23 61 0 R /R27 68 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 223 0 R 224 0 R 225 0 R 226 0 R 227 0 R 228 0 R 229 0 R 230 0 R ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 231 0 R /Resources << /ExtGState << /R12 29 0 R >> /Font << /R168 232 0 R /R105 175 0 R /F2 236 0 R /F1 237 0 R /R135 201 0 R /R137 204 0 R /R139 209 0 R /R109 160 0 R /R119 164 0 R /R141 216 0 R /R166 238 0 R /R164 242 0 R /R113 168 0 R /R111 172 0 R /R170 246 0 R /R117 179 0 R /R107 183 0 R /R115 187 0 R /R13 41 0 R /R15 44 0 R /R17 49 0 R /R21 53 0 R /R25 64 0 R /R27 68 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 259 0 R /Resources << /ExtGState << /R12 29 0 R >> /Font << /R109 160 0 R /R196 260 0 R /F1 263 0 R /R111 172 0 R /R105 175 0 R /R107 183 0 R /F2 264 0 R /R17 49 0 R /R13 41 0 R /R15 44 0 R /R137 204 0 R /R25 64 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 276 0 R 277 0 R 278 0 R 279 0 R 280 0 R 281 0 R 282 0 R ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 283 0 R /Resources << /ExtGState << /R12 29 0 R >> /Font << /R215 284 0 R /R217 287 0 R /R113 168 0 R /F1 291 0 R /R17 49 0 R /R105 175 0 R /R107 183 0 R /R115 187 0 R /F2 292 0 R /R13 41 0 R /R137 204 0 R /R21 53 0 R /R19 57 0 R /R25 64 0 R /R27 68 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 293 0 R 294 0 R 295 0 R 296 0 R 297 0 R 298 0 R 299 0 R 300 0 R 301 0 R 302 0 R 303 0 R 304 0 R 305 0 R ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 306 0 R /Resources << /XObject << /R235 307 0 R /R234 308 0 R /R233 309 0 R >> /ExtGState << /R12 29 0 R >> /Font << /F2 310 0 R /R13 41 0 R /R107 183 0 R /R17 49 0 R /R105 175 0 R /F1 311 0 R /R25 64 0 R /R231 312 0 R /R15 44 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 316 0 R 317 0 R 318 0 R 319 0 R 320 0 R 321 0 R 322 0 R ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 323 0 R /Resources << /ExtGState << /R12 29 0 R >> /Font << /F2 324 0 R /F1 325 0 R /R13 41 0 R /R25 64 0 R /R17 49 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 17283 >> stream q q q 0.1 0 0 0.1 0 0 cm /R12 gs 0 g q 10 0 0 10 0 0 cm BT /R13 14.3462 Tf 1 0 0 1 107.806 675.067 Tm [ (Memory) -249.99 (Matching) -249.993 (Netw) 9.99455 (orks) -250.013 (f) 24.9923 (or) -249.995 (One\055Shot) -249.991 (Image) -250.005 (Recognition) ] TJ /R15 9.9626 Tf 379.612 5.20586 Td <03> Tj /R17 11.9552 Tf -356.349 -43.0641 Td [ (Qi) -250.012 (Cai) ] TJ /R19 7.9701 Tf 34.5379 4.33906 Td [ (y) -0.19911 ] TJ /R17 11.9552 Tf 4.26211 -4.33906 Td [ (\054) -250.012 (Y) 54.9915 (ingwei) -250 (P) 15.0158 (an) ] TJ /R19 7.9701 Tf 70.2238 4.33906 Td [ (y) -0.19911 ] TJ /R17 11.9552 Tf 4.26211 -4.33906 Td [ (\054) -250.012 (T) 34.9898 (ing) -250.004 (Y) 99.9847 (ao) ] TJ /R19 7.9701 Tf 52.841 4.33906 Td [ (z) -0.19911 ] TJ /R17 11.9552 Tf 4.26172 -4.33906 Td [ (\054) -250.012 (Chengg) 5.00322 (ang) -249.987 (Y) 99.9847 (an) ] TJ /R19 7.9701 Tf 85.073 4.33906 Td [ (x) -0.19911 ] TJ /R17 11.9552 Tf 4.26211 -4.33906 Td [ (\054) -250.012 (and) -249.985 (T) 80.0147 (ao) -250.01 (Mei) ] TJ /R19 7.9701 Tf 69.1 4.33906 Td [ (z) -0.20217 ] TJ -313.002 -14.0582 Td [ (y) -0.19911 ] TJ /R17 11.9552 Tf 7.25078 -4.33789 Td [ (Uni) 24.9946 (v) 14.9862 (ersity) -249.989 (of) -250.014 (Science) -250.006 (and) -249.987 (T) 70.0164 (echnology) -249.997 (of) -250.014 (China\054) -250.008 (Hefei\054) -249.997 (China) ] TJ /R19 7.9701 Tf 55.0063 -9.71992 Td [ (z) -0.19911 ] TJ /R17 11.9552 Tf 7.25 -4.33789 Td [ (Microsoft) -250.01 (Research\054) -249.995 (Beijing\054) -249.989 (China) ] TJ /R19 7.9701 Tf -35.3391 -9.71914 Td [ (x) -0.19911 ] TJ /R17 11.9552 Tf 7.25117 -4.33906 Td [ (Hangzhou) -249.995 (Dianzi) -249.997 (Uni) 24.9957 (v) 14.9851 (ersity) 64.9887 (\054) -250.012 (Hangzhou\054) -249.983 (China) ] TJ /R21 8.9664 Tf -98.9672 -13.9469 Td [ (f) -0.8999 ] TJ /R23 8.9664 Tf 4.60781 0 Td [ (cqcaiqi\054) -600.021 (panyw\056ustc) ] TJ /R21 8.9664 Tf 102.217 0 Td [ (g) -0.8999 ] TJ /R23 8.9664 Tf 4.60703 0 Td (\100gmail\056com\054) Tj /R21 8.9664 Tf 64.5578 0 Td [ (f) -0.90126 ] TJ /R23 8.9664 Tf 4.6082 0 Td [ (tiyao\054) -600.01 (tmei) ] TJ /R21 8.9664 Tf 59.1781 0 Td [ (g) -0.90126 ] TJ /R23 8.9664 Tf 4.60664 0 Td [ (\100microsoft\056com\054) -599.988 (cgyan\100hdu\056edu\056cn) ] TJ /R13 11.9552 Tf -187.731 -41.0461 Td (Abstract) Tj /R25 9.9626 Tf -83.9281 -24.5719 Td [ (In) -372.015 (this) -371.991 (paper) 111.018 (\054) -402.989 (we) -372.988 (intr) 44.9986 (oduce) -372.01 (the) -372.009 (ne) 15.0183 (w) -372.004 (ideas) -371.997 (of) -372.984 (augment\055) ] TJ -11.9547 -11.9551 Td [ (ing) -350.003 (Con) 40.0166 (volutional) -350.01 (Neur) 14.9975 (al) -350.008 (Networks) -350.018 (\050CNNs\051) -351 (with) -349.988 (Memory) ] TJ 11.9551 TL T* [ (and) -274.017 (learning) -273.016 (to) -273.981 (learn) -272.995 (the) -273.986 (network) -272.985 (par) 14.9938 (ameter) 10.0106 (s) -273.989 (for) -272.996 (the) -273.986 (unla\055) ] TJ 11.9559 TL T* [ (belled) -308.011 (ima) 10.0136 (g) 10.0032 (es) -307.987 (on) -308.017 (the) -308.02 <0379> -307.987 (in) -308.015 (one\055shot) -308.001 (learning) 15.0147 (\056) -483.995 <53706563690263616c6c79> 54.9957 (\054) ] TJ 11.9551 TL T* [ (we) -195.017 (pr) 36.9852 (esent) -193.997 (Memory) -195.019 (Matc) 14.9877 (hing) -195.004 (Networks) -194.985 (\050MM\055Net\051) -193.997 (\227) -195.014 (a) -194.982 (no) 10.0081 (v\055) ] TJ T* [ (el) -388.991 (deep) -388.012 (ar) 36.9852 (c) 15.0128 (hitectur) 37.0036 (e) -388.999 (that) -387.989 (e) 19.9918 (xplor) 36.9926 (es) -388.993 (the) -388.006 (tr) 14.9901 (aining) -388.999 (pr) 44.9851 (ocedur) 36.9865 (e) 9.99343 (\054) ] TJ T* [ (following) -357.996 (the) -356.992 (philosophy) -358.011 (that) -357.994 (tr) 14.9914 (aining) -357.004 (and) -358.004 (test) -358.002 (conditions) ] TJ T* [ (must) -328.983 (matc) 14.9883 (h\056) -549 (T) 92 (ec) 15.0085 (hnically) 55 (\054) -348.998 (MM\055Net) -328.988 (writes) -329.989 (the) -328.997 (featur) 37.0012 (es) -329.001 (of) -330.011 (a) ] TJ T* [ (set) -283.002 (of) -284.019 (labelled) -282.983 (ima) 10.013 (g) 10.0032 (es) -283.991 (\050support) -283.015 (set\051) -283.005 (into) -284.007 (memory) -283.004 (and) -284.016 (r) 37.0183 (ead\055) ] TJ 11.9559 TL T* [ (s) -392.007 (fr) 44.9864 (om) -390.986 (memory) -392.004 (when) -391.995 (performing) -390.987 (infer) 36.9963 (ence) -391.981 (to) -392 (holistically) ] TJ 11.9551 TL T* [ (le) 14.981 (ver) 15.0147 (a) 10.0032 (g) 10.0032 (e) -230.005 (the) -229.993 (knowledg) 9.99098 (e) -230.006 (in) -229.989 (the) -229.993 (set\056) -304.017 (Meanwhile) 9.99588 (\054) -233.998 (a) -229.996 (Conte) 19.9844 (xtual) ] TJ T* [ (Learner) -191 (employs) -189.99 (the) -191.02 (memory) -191.018 (slots) -190.015 (in) -191.015 (a) -190.003 (sequential) -190.988 (manner) -191.007 (to) ] TJ T* [ (pr) 36.9852 (edict) -247.987 (the) -247.99 (par) 14.9938 (ameter) 10.0106 (s) -247.992 (of) -247.986 (CNNs) -247.992 (for) -248.019 (unlabelled) -248 (ima) 10.013 (g) 10.0032 (es\056) -309.983 (The) ] TJ T* [ (whole) -357.992 (ar) 36.9852 (c) 15.0128 (hitectur) 37.0036 (e) -357.984 (is) -358.005 (tr) 14.9914 (ained) -358 (by) -358.017 (once) -358.017 (showing) -358.992 (only) -358.006 (a) -358.014 (fe) 14.9803 (w) ] TJ T* [ (e) 19.9924 (xamples) -348.983 (per) -350.013 (class) -348.981 (and) -348.986 (switc) 15.0073 (hing) -349.998 (the) -348.993 (learning) -349.003 (fr) 44.9851 (om) -350.013 (mini\055) ] TJ 11.9563 TL T* [ (batc) 14.9908 (h) -289.006 (to) -288.998 (minibatc) 15.0134 (h\054) -299.002 (whic) 14.9987 (h) -289.006 (is) -288.997 (tailor) 37.0122 (ed) -289.009 (for) -290.013 (one\055shot) -288.986 (learning) ] TJ 11.9547 TL T* [ (when) -352.981 (pr) 36.9852 (esented) -352.99 (with) -353.006 (a) -352.015 (fe) 14.9803 (w) -352.986 (e) 19.9918 (xamples) -352.983 (of) -352.988 (ne) 15.0171 (w) -352.988 (cate) 39.9958 (gories) -353.015 (at) ] TJ T* [ (test) -403.995 (time) 14.9908 (\056) -773.006 (Unlik) 10.0167 (e) -404.016 (the) -404.004 (con) 40 (ventional) -404.017 (one\055shot) -405.006 (lear) 0.99493 (ning) -405.008 (ap\055) ] TJ T* [ (pr) 44.9839 (oac) 14.9834 (hes\054) -358.009 (our) -336.006 (MM\055Net) -336.987 (could) -336.004 (output) -337.007 (one) -336.017 <756e69026564> -336 (model) -336.988 (ir) 20.0089 (\055) ] TJ T* [ (r) 37.0196 (espective) -253.993 (of) -253.985 (the) -253.989 (number) -254.016 (of) -253.985 (shots) -254.007 (and) -253.982 (cate) 39.9958 (gories\056) -321.998 (Extensive) ] TJ T* [ (e) 19.9924 (xperiments) -222.015 (ar) 36.9852 (e) -222.007 (conducted) -223.002 (on) -221.992 (two) -222.016 (public) -222.017 (datasets\054) -228.001 (i\056e) 14.9828 (\056\054) -227.996 (Om\055) ] TJ 11.9563 TL T* [ (niglot) -240.002 (and) ] TJ /R17 9.9626 Tf 43.2379 0 Td (mini) Tj /R25 9.9626 Tf 18.2711 0 Td [ (Ima) 10.0032 (g) 10.0032 (eNet\054) -241.984 (and) -239.004 (superior) -240.002 (r) 37.0183 (esults) -238.992 (ar) 36.9865 (e) -240.004 (r) 37.0183 (eported) ] TJ -61.509 -11.9551 Td [ (when) -391.994 (compar) 36.9938 (ed) -390.992 (to) -392 (state\055of\055the\055art) -392.002 (appr) 44.9949 (oac) 14.9828 (hes\056) -735.005 (Mor) 36.9865 (e) -392.018 (r) 37.0183 (e\055) ] TJ 11.9547 TL T* [ (markably) 54.9939 (\054) -218.981 (our) -209.988 (MM\055Net) -211.008 (impr) 44.9937 (o) 10.0032 (ves) -210.987 (one\055shot) -210.019 (accur) 14.9852 (acy) -210.987 (on) -211.014 (Om\055) ] TJ T* [ (niglot) -255.999 (fr) 44.9864 (om) -255.989 (98\05695\045) -256.011 (to) -255.984 (99\05628\045) -256.011 (and) -255.982 (fr) 44.9864 (om) -255.989 (49\05621\045) -256.011 (to) -255.984 (53\05637\045) ] TJ (on) ' /R17 9.9626 Tf 12.4527 0 Td (mini) Tj /R25 9.9626 Tf 18.2711 0 Td [ (Ima) 10.0026 (g) 10.0032 (eNet\056) ] TJ /R13 11.9552 Tf -30.7238 -37.85 Td [ (1\056) -249.99 (Intr) 18.0146 (oduction) ] TJ /R17 9.9626 Tf 11.9547 -19.5898 Td [ (The) -293.006 (recent) -291.994 (adv) 24.9824 (ances) -293.012 (in) -292.998 (deep) -291.989 (Con) 40.0166 (v) 20.0016 (olutional) -293.005 (Neural) -293.007 (Net\055) ] TJ -11.9547 -11.9551 Td [ (w) 10.0014 (orks) -282.999 (\050CNNs\051) -284.013 (ha) 19.9979 (v) 14.9828 (e) -283.017 (demonstrated) -283.994 (high) -282.99 (capability) -282.98 (in) -284.019 (visual) ] TJ T* [ (recognition\056) -307.99 (F) 14.9926 (or) -243.017 (instance\054) -244.018 (an) -243.017 (ensemble) -242.996 (of) -243.996 (residual) -242.999 (nets) -243.004 (\13312\135) ] TJ 11.9559 TL T* [ (achie) 25.0148 (v) 14.9828 (es) -257.014 (3\05657\045) -256.996 (top\0555) -256.998 (error) -256.985 (on) -257.006 (the) -257.009 (ImageNet) -257.006 (test) -256.999 (set\054) -259.003 (which) ] TJ 11.9551 TL T* [ (is) -227.007 (e) 25.0111 (v) 14.9828 (en) -226 (lo) 24.9885 (wer) -226.987 (than) -227.009 (5\0561\045) -225.987 (of) -227.02 (the) -225.994 (reported) -227.014 (human\055le) 24.9983 (v) 14.9828 (el) -227.018 (perfor) 19.9918 (\055) ] TJ T* [ (mance\056) -305.981 (The) -239.995 (achie) 25.0142 (v) 14.9828 (ements) -240.016 (ha) 19.9979 (v) 14.9828 (e) -238.985 (relied) -239.992 (on) -239.009 (the) -239.992 (f) 9.99588 (act) -238.982 (that) -239.984 (learn\055) ] 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 /R27 5.9776 Tf 1 0 0 1 60.141 83.8129 Tm [ <03> -0.90058 ] TJ /R17 8.9664 Tf 4.3168 -2.81289 Td [ (This) -250.014 (w) 10.0105 (ork) -249.993 (w) 10.0105 (as) -249.993 (performed) -250.007 (at) -249.988 (Microsoft) -250 (Research) -250.006 (Asia\056) ] TJ /R17 9.9626 Tf 244.404 459.043 Td [ (ing) -290.013 (deep) -289.988 (CNNs) -290.006 (requires) -289.983 (lar) 17.997 (ge) -289.991 (quantities) -289.991 (of) -289.991 (annotated) -290.01 (data\056) ] TJ 11.9559 TL T* [ (As) -326.994 (a) -327.989 (result\054) -346.981 (the) -326.997 (standard) -328.007 (optimization) -326.985 (of) -327.984 (deep) -327.004 (CNNs) -328 (does) ] TJ 11.9551 TL T* [ (not) -266.017 (of) 25.0179 (fer) -266.005 (a) -266 (satisf) 10.0179 (actory) -265.99 (solution) -265.985 (for) -265.995 (learning) -266.014 (ne) 25.0154 (w) -265.99 (cate) 15.0122 (gories) ] TJ T* [ (from) -219.993 (v) 14.9828 (ery) -220.005 (little) -220.99 (dat) 0.98758 (a\054) -226.984 (which) -219.988 (is) -219.988 (generally) -219.988 (referred) -219.983 (to) -221.012 (as) -220.003 (\223One\055) ] TJ T* [ (Shot) -260.983 (or) -261.013 (Fe) 24.986 (w\055Shot) -260.003 (Learning\224) -261.005 (problem\056) -341.992 (One) -261.01 (possible) -261.015 (w) 10.0032 (ay) -261.015 (to) ] TJ T* [ (alle) 24.9811 (viate) -251.987 (this) -252.012 (problem) -252.009 (is) -251.985 (to) -251.987 (capitalize) -251.987 (on) -251.987 (the) -253.007 (idea) -251.992 (of) -251.997 (transfer) ] TJ T* [ (learning) -324.007 (\1333\054) -323 (35\135) -324.017 (by) -324.015 <026e652d74756e696e67> -324.019 (a) -323.01 (pre\055trained) -324.019 (netw) 10.0081 (ork) -324.019 (from) ] TJ 11.9563 TL T* [ (another) -297 (task) -298.014 (with) -296.987 (more) -298.019 (label) 0.99003 (led) -297.98 (data\056) -451.998 (Ho) 24.986 (we) 25.0154 (v) 14.9828 (er) 39.9835 (\054) -309.002 (as) -297.99 (pointed) ] TJ 11.9547 TL T* [ (out) -296.992 (in) -296.017 (\13335\135\054) -309.002 (the) -297.002 <62656e6502> 0.99493 (t) -297.002 (of) -297.009 (a) -297.014 (pre\055trained) -295.985 (netw) 10.0081 (ork) -297.004 (will) -296.985 (great\055) ] TJ T* [ (ly) -255.004 (decrease) -254.992 (especially) -254.997 (when) -255.006 (the) -255.006 (netw) 10.0081 (ork) -255.011 (w) 10.0032 (as) -255.996 (trained) -255.002 (on) -255.006 (the) ] TJ T* [ (task) -265 (or) -263.993 (data) -265.012 (which) -265 (is) -265.002 (v) 14.9828 (ery) -264 (dif) 24.986 (ferent) -265.02 (from) -265.005 (the) -265.005 (tar) 17.997 (get) -263.985 (one\054) -269.004 (not) ] TJ T* [ (to) -368.985 (mention) -368.019 (that) -368.983 (the) -368.01 (v) 14.9828 (ery) -369 (little) -367.988 (data) -368.992 (may) -368.983 (e) 25.0105 (v) 14.9828 (en) -368.017 (break) -368.997 (do) 24.986 (wn) ] TJ T* [ (the) -231.993 (whole) -231.986 (netw) 10.0081 (ork) -231.993 (due) -231.996 (to) -231.988 (o) 14.9828 (v) 14.9828 <6572027474696e672e> -303.988 (More) -231.991 (importantly) 64.9843 (\054) -235.995 (the) ] TJ 11.9563 TL T* [ (general) -285.991 (training) -286.982 (procedure) -285.991 (which) -286.016 (contains) -286.986 (a) -285.996 (number) -286.011 (of) -287.011 (e) 15.0122 (x\055) ] TJ 11.9547 TL T* [ (amples) -236.017 (per) -236.002 (cate) 15.0122 (gory) -235.988 (in) -235.988 (each) -236.01 (batch) -235.99 (does) -237.009 (not) -235.98 (match) -235.985 (inference) ] TJ T* [ (at) -327.982 (test) -328.987 (time) -328.002 (when) -328.016 (only) -328.982 (a) -327.989 (single) -328 (or) -327.984 (v) 14.9828 (ery) -329.009 (fe) 25.0056 (w) -327.98 (e) 15.0122 (xamples) -328 (of) -329.004 (a) ] TJ T* [ (ne) 25.0154 (w) -305.005 (cate) 15.0122 (gory) -304.996 (is) -304.996 (gi) 24.9885 (v) 14.9828 (en\056) -475.016 (This) -306.003 (di) 0.99003 (screpanc) 15.0122 (y) -305.983 (af) 25.0056 (fects) -305.008 (the) -304.998 (gener) 19.9967 (\055) ] TJ T* [ (alization) -250.012 (of) -249.995 (the) -249.99 (learnt) -249.99 (deep) -249.997 (CNNs) -250.012 (from) -249.988 (prior) -249.988 (kno) 24.9909 (wledge\056) ] TJ 11.9551 -16.702 Td [ (W) 79.9866 (e) -228.986 (propose) -229.001 (to) -229.989 (mitig) 5.01877 (ate) -228.981 (the) -229.011 (aforementioned) -228.991 (tw) 10.0081 (o) -229.996 (is) 0.99493 (sues) -229.986 (in) ] TJ -11.9551 -11.9551 Td [ (our) -318.018 (one\055shot) -317.021 (learning) -318.008 (frame) 25.0105 (w) 10.0032 (ork\056) -513.003 (First\054) -335.008 (we) -317.006 (induce) -318.011 (from) -318.016 (a) ] TJ T* [ (single) -298.002 (or) -297.007 (fe) 25.0081 (w) -297.987 (e) 15.0122 (xamples) -296.982 (per) -297.994 (cate) 15.0122 (gory) -298.019 (to) -297 (form) -298.019 (a) -297.994 (s) 0.98513 (mall) -298.004 (set) -297.98 (of) ] TJ T* [ (labelled) -258.996 (images) -260.013 (\050support) -258.989 (set\051) -259.011 (in) -259.986 (each) -258.986 (batch) -259.006 (of) -259.996 (training\056) -337.993 (The) ] TJ T* [ (optimization) -379.015 (of) -378.993 (our) -378.988 (frame) 25.0105 (w) 10.0032 (ork) -378.991 (is) -378.981 (then) -378.981 (performed) -378.986 (by) -378.986 (rec\055) ] TJ 11.9559 TL T* [ (ognizing) -309.012 (other) -308.997 (instances) -308.983 (\050unlabelled) -308.983 (images\051) -308.988 (from) -308.997 (the) -308.997 (cat\055) ] TJ 11.9551 TL T* [ (e) 15.0122 (gories) -352.985 (in) -352.007 (the) -352.993 (support) -351.99 (set) -352.99 (correctly) 65.0137 (\056) -616.99 (As) -352.99 (such\054) -378 (the) -352.99 (training) ] TJ T* [ (strate) 14.9852 (gy) -257.986 (is) -259.003 (amended) -257.981 (particularly) -258.011 (for) -259.016 (one\055shot) -258.011 (learning) -258.016 (so) -259.006 (as) ] TJ T* [ (to) -326.992 (match) -326.99 (inference) -327.012 (in) -326.992 (the) -328.014 (test) -326.99 (stage\056) -540.998 (Moreo) 14.9926 (v) 14.9828 (er) 39.9835 (\054) -346.996 (a) -327.009 (memory) ] TJ T* [ (module) -351.99 (is) -350.988 (le) 25.0179 (v) 14.9828 (eraged) -351.988 (to) -352.007 (compress) -351.995 (and) -350.995 (generalize) -351.98 (the) -352.01 (input) ] TJ T* [ (set) -277.003 (into) -276.988 (slots) -276.981 (in) -277 (the) -277.005 (memory) -276.988 (and) -277.008 (produce) -277.003 (the) -277.003 (outputs) -277.013 (holis\055) ] TJ 11.9563 TL T* [ (tically) -236.995 (on) -237.009 (the) -237.012 (whole) -237.005 (support) -236.01 (set\054) -239.989 (which) -237.005 (further) -237.014 (enhances) -237.014 (the) ] TJ 11.9547 TL T* [ (recognition\056) -714 (Second\054) -417.987 (we) -384.014 (feed) -385 (the) -384.005 (memory) -385.009 (slots) -383.985 (into) -385.009 (one) ] TJ T* [ (Recurrent) -283.982 (Neural) -283.989 (Netw) 10.0057 (orks) -284.016 (\050RNNs\051\054) -292.01 (as) -283.992 (a) -283.997 (conte) 14.9877 (xtual) -284.011 (learn\055) ] TJ T* [ (er) 39.986 (\054) -442.982 (to) -403.999 (predict) -403.999 (the) -404.004 (parameters) -404.006 (of) -404.011 (CNNs) -403.987 (for) -404.991 (the) -404.001 (unlabelled) ] TJ T* [ (images\056) -686.018 (As) -374.986 (a) -375.981 (result\054) -405.991 (the) -376.006 (conte) 14.9877 (xtual) -375.016 (learner) -375.001 (captures) -376.011 (both) ] TJ 11.9559 TL T* [ (long\055term) -321.013 (memory) -319.998 (across) -321 (all) -320.995 (the) -320.995 (cate) 15.0122 (gories) -320.01 (in) -320.995 (the) -320.995 (training) ] TJ 11.9551 TL T* [ (and) -227.016 (short\055term) -226.011 (kno) 24.9909 (wledge) -227.011 <7370656369026564> -226.996 (on) -227.011 (the) -225.992 (cate) 15.0122 (gories) -227.006 (at) -227.016 (test) ] TJ T* [ (time\056) -474.014 (Note) -304.018 (that) -304.993 (our) -303.981 (solution) -304.998 (does) -304.018 (not) -304.988 (require) -303.988 (a) -305.013 <026e652d74756e696e67> ] TJ T* [ (process) -213.013 (and) -213.999 (computes) -212.991 (the) -213.013 (parameters) -213.999 (on) -213.013 (the) -213.994 <0379> 64.9892 (\056) -297.004 (In) -214.004 (addition\054) ] TJ T* [ (the) -221.995 (mem) 1 (ory) -221.995 (is) -221.99 (an) -220.983 (uniform) -222.012 (medium) -220.983 (which) -221.987 (could) -221.002 (con) 39.9982 (v) 14.9828 (ert) -222.002 (dif\055) ] 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 (4080) 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