%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 (Smart Mining for Deep Metric Learning) /Producer (PyPDF2) /Author (Ben Harwood\054 Vijay Kumar B G\054 Gustavo Carneiro\054 Ian Reid\054 Tom Drummond) /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 /R41 32 0 R /a0 << /CA 1 /ca 1 >> /s5 33 0 R /s7 36 0 R >> /Font << /R58 39 0 R /R48 42 0 R /R54 46 0 R /R46 50 0 R /R56 54 0 R /R44 57 0 R /R50 61 0 R /R42 64 0 R /R52 67 0 R /F2 71 0 R /F1 72 0 R /R60 73 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 77 0 R 78 0 R 79 0 R 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 ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 110 0 R /Resources << /XObject << /R75 111 0 R >> /ExtGState << /R41 32 0 R >> /Font << /R58 39 0 R /R46 50 0 R /R42 64 0 R /R52 67 0 R /F2 112 0 R /F1 113 0 R /R60 73 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 114 0 R 115 0 R 116 0 R 117 0 R 118 0 R 119 0 R 120 0 R 121 0 R ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 122 0 R /Resources << /ExtGState << /R41 32 0 R >> /Font << /R109 123 0 R /R119 128 0 R /R58 39 0 R /R101 132 0 R /R113 137 0 R /R56 54 0 R /R111 141 0 R /R105 144 0 R /R42 64 0 R /R107 148 0 R /R115 151 0 R /F2 154 0 R /R117 155 0 R /R60 73 0 R /R46 50 0 R /F1 158 0 R /R103 159 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 162 0 R 163 0 R 164 0 R 165 0 R 166 0 R 167 0 R 168 0 R 169 0 R 170 0 R 171 0 R 172 0 R 173 0 R 174 0 R 175 0 R 176 0 R 177 0 R 178 0 R 179 0 R 180 0 R ] >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 181 0 R /Resources << /XObject << /R137 182 0 R >> /ExtGState << /R41 32 0 R >> /Font << /R58 39 0 R /R48 42 0 R /R46 50 0 R /R56 54 0 R /R42 64 0 R /F2 184 0 R /F1 185 0 R /R138 186 0 R /R109 123 0 R /R144 189 0 R /R140 192 0 R /R142 195 0 R /R101 132 0 R /R103 159 0 R /R111 141 0 R /R105 144 0 R /R117 155 0 R /R60 73 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] /ColorSpace << /R136 183 0 R >> >> /MediaBox [ 0 0 612 792 ] /Annots [ 199 0 R 200 0 R 201 0 R 202 0 R 203 0 R 204 0 R 205 0 R 206 0 R 207 0 R 208 0 R ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 209 0 R /Resources << /ExtGState << /R41 32 0 R >> /Font << /R58 39 0 R /R101 132 0 R /R113 137 0 R /R56 54 0 R /R105 144 0 R /R42 64 0 R /R52 67 0 R /F2 210 0 R /F1 211 0 R /R60 73 0 R /R46 50 0 R /R103 159 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 212 0 R 213 0 R 214 0 R 215 0 R ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 216 0 R /Resources << /XObject << /R182 217 0 R >> /ExtGState << /R41 32 0 R >> /Font << /R180 218 0 R /R58 39 0 R /R142 195 0 R /R101 132 0 R /R113 137 0 R /R56 54 0 R /R105 144 0 R /R42 64 0 R /F2 222 0 R /F1 223 0 R /R60 73 0 R /R46 50 0 R /R103 159 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 237 0 R 238 0 R 239 0 R 240 0 R 241 0 R ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 242 0 R /Resources << /XObject << /R223 243 0 R /R224 244 0 R >> /ExtGState << /R41 32 0 R >> /Font << /R46 50 0 R /R56 54 0 R /R42 64 0 R /F2 245 0 R /F1 246 0 R /R60 73 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 276 0 R 277 0 R 278 0 R 279 0 R ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 280 0 R /Resources << /XObject << /R242 281 0 R /R241 282 0 R >> /ExtGState << /R41 32 0 R >> /Font << /F2 283 0 R /R46 50 0 R /F1 284 0 R /R42 64 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 285 0 R 286 0 R 287 0 R 288 0 R 289 0 R 290 0 R 291 0 R 292 0 R 293 0 R 294 0 R 295 0 R ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 296 0 R /Resources << /ExtGState << /R41 32 0 R >> /Font << /F2 297 0 R /R46 50 0 R /F1 298 0 R /R42 64 0 R /R52 67 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 25769 >> stream q q q 0.10000 0 0 0.10000 0 0 cm /R41 gs 0 g q 10 0 0 10 0 0 cm BT /R42 14.34620 Tf 1 0 0 1 173.78400 675.06700 Tm [ (Smart) -250.00500 (Mining) -250.00700 (f) 24.99230 (or) -249.99500 (Deep) -250.00800 (Metric) -249.99100 (Lear) 14.98930 (ning) ] TJ /R44 7.97010 Tf -72.83980 -33.51910 Td [ <03> -0.29866 ] TJ /R46 11.95520 Tf 2.98867 -4.33906 Td [ (Ben) -249.98400 (Harw) 10.01150 (ood) ] TJ /R46 7.97010 Tf 66.61410 4.33906 Td (2) Tj /R46 11.95520 Tf 4.48320 -4.33906 Td (\054) Tj /R44 7.97010 Tf 5.97773 4.33906 Td [ <03> -0.29866 ] TJ /R46 11.95520 Tf 2.98828 -4.33906 Td [ (V) 59.99060 (ijay) -249.98900 (K) 15 (umar) -249.99100 (B) -249.99700 (G) ] TJ /R46 7.97010 Tf 84.43910 4.33906 Td (1) Tj /R46 11.95520 Tf 4.48281 -4.33906 Td [ (\054) -250.01200 (Gusta) 20.00270 (v) 19.98430 (o) -250.00200 (Carneiro) ] TJ /R46 7.97010 Tf 90.16520 4.33906 Td (1) Tj /R46 11.95520 Tf 4.48398 -4.33906 Td [ (\054) -250.01200 (Ian) -249.98900 (Reid) ] TJ /R46 7.97010 Tf 46.81600 4.33906 Td (1) Tj /R46 11.95520 Tf 4.48281 -4.33906 Td [ (\054) -250.01000 (T) 80.01470 (om) -250.00200 (Drummond) ] TJ /R46 7.97010 Tf 85.71800 4.33906 Td (2) Tj -316.64200 -13.95900 Td (1) Tj /R46 11.95520 Tf 4.48281 -4.33789 Td [ (The) -250.01400 (Uni) 24.99570 (v) 14.98510 (ersity) -249.98900 (of) -250.01400 (Adelaide\054) ] TJ /R46 7.97010 Tf 133.65800 4.33789 Td (2) Tj /R46 11.95520 Tf 4.48281 -4.33789 Td [ (Monash) -250.01200 (Uni) 24.99570 (v) 14.98510 (ersity) ] TJ /R48 8.96640 Tf -274.47600 -13.94800 Td [ (f) -0.89990 ] TJ /R50 8.96640 Tf 4.60664 0 Td (vijay\056kumar\054gustavo\056carneiro\054ian\056reid) Tj /R48 8.96640 Tf 199.05400 0 Td [ (g) -0.90126 ] TJ /R50 8.96640 Tf 4.60703 0 Td (\100adelaide\056edu\056au) Tj /R46 11.95520 Tf 86.07700 0 Td (\054) Tj /R48 8.96640 Tf 5.97773 0 Td [ (f) -0.90126 ] TJ /R50 8.96640 Tf 4.60820 0 Td (ben\056harwood\054tom\056drummond) Tj /R48 8.96640 Tf 129.11500 0 Td [ (g) -0.89854 ] TJ /R50 8.96640 Tf 4.60820 0 Td (\100monash\056edu) Tj /R42 11.95520 Tf -348.74900 -41.04610 Td (Abstract) Tj /R52 9.96260 Tf -83.92770 -24.82580 Td [ (T) 91.99870 (o) -346.01600 (solve) -344.99100 (deep) -346.01900 (metric) -346.00600 (learning) -345.00500 (pr) 44.98390 (oblems) -345.99900 (and) -346.00600 (pr) 44.98510 (oducing) ] TJ -11.95510 -11.95510 Td [ (featur) 37 (e) -307.01200 (embeddings\054) -321.00900 (curr) 36.98650 (ent) -308.02000 (methodolo) 9.99588 (gies) -306.99300 (will) -307.01200 (commonly) ] TJ 11.95510 TL T* [ (use) -195.02000 (a) -194.98200 (tripl) 1.01270 (et) -194.98400 (model) -195.01000 (to) -195.01400 (minimise) -194.99200 (t) 0.98758 (he) -194.98600 (r) 37.01960 (elative) -195.01200 (distance) -195 (between) ] TJ T* [ (samples) -262.00700 (fr) 46.00580 (o) -1.01454 (m) -261.01300 (the) -261.98800 (same) -261.00500 (class) -262.01500 (and) -261 (maximise) -262.01300 (the) -261.00800 (r) 37.01830 (elative) -261.98100 (dis\055) ] TJ T* [ (tance) -277.98400 (between) -278.99500 (samples) -278.00400 (fr) 44.98640 (om) -279.00500 (dif) 18.01660 (fer) 36.98280 (ent) -277.98500 (classes\056) -395.00800 (Though) -279.01200 (suc\055) ] TJ 11.95590 TL T* [ (cessful\054) -212.99800 (the) -203.99700 (tr) 14.99140 (aining) -204.01000 (con) 40 (ver) 37.01100 (g) 10.00320 (ence) -204.01400 (of) -203.99300 (this) -205 (tr) 0.99248 (iplet) -205.00300 (model) -203.99000 (can) -204 (be) ] TJ 11.95510 TL T* [ (compr) 44.98760 (omised) -266.01200 (by) -267.01300 (the) -265.98700 (fact) -266.01900 (that) -266.99000 (the) -265.98700 (vast) -267 (majority) -265.99700 (of) -265.98300 (the) -267.00700 (tr) 14.99010 (ain\055) ] TJ T* [ (ing) -193.00900 (samples) -192.01900 (will) -192.99200 (pr) 44.98390 (oduce) -192.98100 (gr) 14.98890 (adients) -192.99600 (with) -192.01500 (ma) 10.00570 (gnitudes) -192.99000 (that) -193.00200 (ar) 36.98650 (e) ] TJ T* [ (close) -300.01900 (to) -300.01600 (zer) 44.98090 (o\056) -459.01400 (This) -299.99500 (issue) -300.00900 (has) -300.01200 (motivated) -299.99700 (the) -299.98200 (de) 15.01710 (velopment) -300.00900 (of) ] TJ T* [ (methods) -268.00700 (that) -268.00900 (e) 19.99180 (xplor) 36.99260 (e) -268 (the) -267.00700 (global) -268 (structur) 37.01340 (e) -268 (of) -267.98200 (the) -267.98700 (embedding) ] TJ T* [ (and) -264.01900 (other) -264.99600 (met) 0.98635 (ho) -1.00964 (ds) -263.98400 (that) -264.01000 (e) 19.99180 (xplor) 36.99260 (e) -264 (har) 36.99020 (d) -265.01000 (ne) 39.99330 (gati) 1.00473 (ve\057positive) -264.98800 (min\055) ] TJ 11.95590 TL T* [ (ing) 14.99500 (\056) -305.00500 (The) -233.98500 (ef) 18 (fectiveness) -233.98300 (of) -235.00700 (suc) 14.98520 (h) -233.99500 (mining) -234.98800 (methods) -234.01200 (is) -233.98800 (often) -235 (asso\055) ] TJ 11.95510 TL T* [ (ciated) -263 (with) -262.98200 (intr) 15.00360 (actable) -262.99400 (computational) -262.99200 (r) 37.01830 (equir) 36.99380 (ements\056) -348.98600 (In) -263.01200 (this) ] TJ T* [ (paper) 111.01800 (\054) -224 (we) -217.99400 (pr) 44.98390 (opose) -217.98600 (a) -217.01800 (no) 10.00810 (vel) -218.00400 (deep) -218.00200 (metric) -217.00800 (learning) -218.00500 (method) -217.98300 (that) ] TJ T* [ (combines) -330 (the) -330.99600 (triplet) -329.98800 (model) -330.98800 (and) -330.00900 (the) -330.01600 (global) -331.00800 (structur) 37.01340 (e) -329.98900 (of) -330.99100 (the) ] TJ T* [ (embedding) -208.99800 (space) 14.98520 (\056) -297.00700 (W) 91.98590 (e) -208.99000 (r) 37.01960 (ely) -208.98600 (on) -209.99400 (a) -209.01900 (smart) -208.99700 (mining) -208.99200 (pr) 44.98510 (ocedur) 36.98650 (e) -210.00900 (that) ] TJ T* [ (pr) 44.98390 (oduces) -207.99200 (ef) 18 (fective) -208.98100 (tr) 14.99140 (aining) -208.00900 (samples) -208.99600 (for) -207.98600 (a) -208 (low) -209 (computational) ] TJ 11.95590 TL T* [ (cost\056) -641.99400 (In) -360.01700 (addition\054) -388.00400 (we) -360.99000 (pr) 44.98390 (opose) -360.00100 (an) -360.98900 (adaptive) -359.99400 (contr) 44.99250 (oller) -361.01600 (that) ] TJ 11.95510 TL T* [ (automatically) -395.99600 (adjusts) -396.99000 (the) -396.00500 (smart) -395.98500 (mining) -397 (hyper) 20.00400 (\055par) 14.99010 (ameter) 10.01060 (s) ] TJ T* [ (and) -286.01500 (speeds) -286.01700 (up) -285.98200 (the) -285.98400 (con) 40 (ver) 37.01100 (g) 10.00320 (ence) -286 (of) -286.01800 (the) -285.98400 (tr) 14.99010 (aining) -285.99600 (pr) 44.98510 (ocess\056) -419.01800 (W) 91.98710 (e) ] TJ T* [ (show) -288.98100 (empirically) -289.01600 (that) -288.98600 (our) -288.99500 (pr) 44.98390 (oposed) -288.98900 (method) -290.01000 (allows) -289.00600 (for) -288.99300 (fast) ] TJ T* [ (and) -318.01000 (mor) 36.98830 (e) -317.99000 (accur) 14.98520 (ate) -318.01800 (tr) 14.99140 (aining) -317.01100 (of) -318.01300 (triplet) -317.99000 (Con) 40.01540 (vNets) -318.00800 (than) -318.00300 (other) ] TJ T* [ (competing) -262.98600 (mining) -264.00300 (methods\056) -349.99100 (Additionally) 54.99330 (\054) -267.01200 (we) -263.98500 (show) -262.98600 (that) -264.01000 (our) ] TJ 11.95630 TL T* [ (method) -252.99600 (ac) 15.01770 (hie) 14.98520 (ves) -254 (ne) 15.01830 (w) -253.00300 (state\055of\055the\055art) -253.98600 (embedding) -252.99000 (r) 37.01830 (esults) -254.00900 (for) ] TJ 11.95470 TL T* [ (CUB\055200\0552011) -249.98800 (and) -249.98300 (Car) 9.98363 (s196) -250.01600 (datasets\056) ] TJ /R42 11.95520 Tf 38.61210 TL T* [ (1\056) -249.99000 (Intr) 18.01460 (oduction) ] TJ /R46 9.96260 Tf 11.95510 -19.84410 Td [ (The) -249.99300 (de) 25.01600 (v) 14.98280 (elopment) -250.98400 (of) -249.99600 (deep) -249.99600 (metric) -251.00200 (learning) -250.02000 (models) -250.00500 (for) -251.01900 (the) ] TJ -11.95510 -11.95510 Td [ (estimation) -330.99400 (of) -331.00200 (ef) 25.00810 (fecti) 25.01790 (v) 14.98280 (e) -331.00800 (feat) 1.01454 (u) -1.01454 (r) 1.01576 (e) -331.00800 (embedding) -331.00600 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 225.85200 186.09600 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 230.83400 186.09600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 236.62200 186.09600 Tm (4) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 241.60300 186.09600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 247.39100 186.09600 Tm (9) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 252.37300 186.09600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 258.16100 186.09600 Tm (11) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 268.12300 186.09600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 273.91200 186.09600 Tm (15) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 283.87400 186.09600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 50.11210 174.14100 Tm (16) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 60.07460 174.14100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 65.85270 174.14100 Tm (17) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 75.81520 174.14100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 81.59340 174.14100 Tm (13) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 91.55590 174.14100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 97.32420 174.14100 Tm (22) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 107.28700 174.14100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 113.06500 174.14100 Tm (25) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 123.02700 174.14100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 128.80500 174.14100 Tm (27) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 138.76800 174.14100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 144.54600 174.14100 Tm (26) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 154.50900 174.14100 Tm [ (\135) -329.98800 (is) -330.01000 (at) -329.00100 (the) -330.01600 (core) -329.99100 (of) -329.98200 (man) 14.99010 (y) -330.01800 (recently) ] TJ -104.39600 -11.95510 Td [ (proposed) -264.01100 (computer) -264.01200 (vision) -263.99900 (methods) -265.01800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 196.23400 162.18600 Tm (3) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 201.21500 162.18600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 206.33600 162.18600 Tm (14) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 216.29800 162.18600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 221.41900 162.18600 Tm (19) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 231.38200 162.18600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 236.50200 162.18600 Tm (24) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 246.46500 162.18600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 251.58600 162.18600 Tm (28) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 261.54800 162.18600 Tm [ (\135\056) -353 (The) ] TJ -211.43600 -11.95590 Td [ (main) -352 (adv) 24.98170 (antage) -352.01600 (of) -352.01800 (such) -352.00700 (m) 0.99248 (odels) -352.00100 (lies) -352.00400 (in) -352.00700 (their) -352.00700 (ability) -351.98500 (to) -352.00700 (au\055) ] TJ 11.95510 TL T* [ (tomatically) -340.99600 (learn) -341.98200 (metric) -340.98700 (spaces\054) -364.01200 (where) -341.98700 (samples) -341.01400 (from) -342.01200 (sim\055) ] TJ T* [ (ilar) -356.01200 (classes) -356.00700 (tend) -356.00700 (to) -356.00700 (be) -356.01800 (close) -354.99000 (together) 40.01050 (\054) -382.99200 (while) -356.00200 (samples) -355.99200 (from) ] TJ T* [ (dif) 24.98540 (ferent) -313.01000 (classes) -312.01400 (are) -313.01900 (more) -312.99700 (lik) 10.01790 (ely) -312.01900 (to) -312.99400 (be) -313.00500 (f) 9.99588 (ar) -311.99500 (from) -312.99700 (each) -313.01400 (other) 54.98100 (\056) ] TJ T* [ (The) -243.01400 (main) -242.99800 (scenario) -243.99100 (en) 39.99460 (visaged) -242.99900 (for) -242.98000 (such) -243.00600 (an) -243.01800 (approach) -243.99400 (in) 40.00560 (v) 20.00160 (olv) 14.99500 (es) ] TJ ET Q 3.98000 w 0 G 501.12100 904.14800 m 1446.11000 904.14800 l S q 10 0 0 10 0 0 cm BT /R54 5.97760 Tf 1 0 0 1 60.14100 83.81290 Tm [ <03> -0.90058 ] TJ /R46 7.97010 Tf 4.31680 -2.81289 Td [ (V) 60.00440 (ijay) -249.99700 (K) 15.01200 (umar) -250.00200 (B) -250.00200 (G) -249.99300 (and) -249.97800 (Ben) -250.00800 (Harw) 10.00140 (ood) -249.99700 (contrib) 19.99660 (uted) -250.01900 (equally) -250.01900 (to) -250.01300 (this) -250.00700 (w) 10.01360 (ork) ] TJ /R46 9.96260 Tf 244.40400 487.25700 Td [ (the) -243.99100 (presence) -244.98400 (of) -243.99600 (an) -243.99900 (e) 15.01220 (xtremely) -244.99300 (la) 0.98513 (r) 17.01190 (ge) -243.99900 (number) -244.01800 (of) -243.99900 (classes) -245.00300 (\050more) ] TJ 11.95510 TL (than) ' /R56 9.96260 Tf 20.21600 0 Td (10) Tj /R58 6.97380 Tf 9.96289 3.61484 Td [ (5) -0.50062 ] TJ /R46 9.96260 Tf 7.53008 -3.61484 Td [ (classes\051) -306.99800 (and) -307.00300 (lo) 24.98850 (w) -307.98300 (number) -306.98800 (of) -307.00800 (samples) -307.01700 (per) -307.01200 (class) -308.01700 (\050in) ] TJ /R56 9.96260 Tf -37.70900 -11.95510 Td [ (\133) -0.79889 (10) ] TJ /R58 6.97380 Tf 12.73010 3.61523 Td [ (1) -0.50062 ] TJ /R60 9.96260 Tf 4.46875 -3.61523 Td [ (\073) -0.79889 ] TJ /R56 9.96260 Tf 4.42812 0 Td (10) Tj /R58 6.97380 Tf 9.96289 3.61523 Td [ (2) -0.50062 ] TJ /R56 9.96260 Tf 4.46914 -3.61523 Td [ (\135) -0.79889 ] TJ /R46 9.96260 Tf 2.76797 0 Td [ (\051\054) -307.98800 (where) -297.01400 (the) -297.00200 (implementation) -296 (of) -297.00900 (traditional) -295.99000 (classi\055) ] TJ -38.82700 -11.95510 Td [ <02657273> -249.98500 (becomes) -249.98300 (challenging) -250.00200 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 418.15200 532.39200 Tm (19) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 428.11400 532.39200 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 433.09500 532.39200 Tm (13) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 443.05800 532.39200 Tm (\135\056) Tj -122.24100 -12.86990 Td [ (Ar) 17.99700 (guably) 64.99160 (\054) -422.98600 (the) -388.98700 (most) -387.98400 (e) 15.01220 (xplored) -387.99400 (deep) -388.99400 (learning) -387.99400 (model) -389.00900 (that) ] TJ -11.95510 -11.95510 Td [ (can) -486 (estimate) -484.99000 (feature) -486.00500 (embedding) -484.98300 (is) -485.98300 (based) -485.98800 (on) -485.00700 (triplet) -486.01200 (net\055) ] TJ 11.95470 TL T* [ (w) 10 (orks) -338.99000 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 339.80600 495.61200 Tm (6) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 344.78700 495.61200 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 350.65500 495.61200 Tm (24) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 360.61800 495.61200 Tm [ (\135\054) -360.99900 (which) -338.98800 (are) -337.99300 (an) -339.00200 (e) 15.01220 (xtension) -339.00700 (of) -339.00200 (the) -338.99200 (siamese) -338.98300 (net\055) ] TJ -51.75550 -11.95510 Td [ (w) 10 (ork) -279.98500 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 335.34300 483.65700 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 340.32400 483.65700 Tm [ (\135\056) -398.99200 (T) 35.01870 (riplet) -280.01200 (netw) 10.00810 (orks) -280.01700 (are) -278.98300 (composed) -280.00200 (of) -279.99200 (three) -279.99200 (identical) ] TJ -31.46170 -11.95510 Td [ (con) 39.99820 (v) 20.00160 (olutional) -332.01800 (neural) -332.99800 (netw) 10.00810 (orks) -332.00800 (\050Con) 40.01290 (vNets\051) -332.98900 (that) -332.00800 (are) -333.01300 (trained) ] TJ 11.95510 TL T* [ (using) -232.99100 (triplets) -234.00800 (of) -233.01700 (samples\072) -301.99400 (an) -234 (anchor) -233.01500 (sample\054) -236.99500 (a) -232.98600 (positi) 25.01540 (v) 14.98280 (e) -234.00500 (sam\055) ] TJ 11.95590 TL T* [ (ple) -386.98700 (of) -386.99200 (the) -386.98700 (same) -386.98400 (class) -386.98400 (as) -386.99200 (the) -386.98400 (anchor) 39.99820 (\054) -422.00300 (and) -386.98900 (a) -387 (ne) 15.01710 (g) 4.98446 (ati) 24.98600 (v) 14.98280 (e) -387 (sam\055) ] TJ 11.95510 TL T* [ (ple) -402.98400 (of) -402.98900 (a) -402.99600 (dif) 24.98600 (ferent) -404.01300 (class\056) -768.99700 (The) -402.98700 (training) -403.00100 (procedure) -404.01100 (is) -403.01600 (based) ] TJ T* [ (on) -259.00600 (a) -258.98100 (loss) -258.99100 (function) -258.98900 (that) -259 (penalises) -258.99100 (lar) 17.99700 (ge) -259.99600 (relati) 24.98600 (v) 14.98280 (e) -258.98100 (distances) -258.99100 (be\055) ] TJ T* [ (tween) -376.98900 (the) -378.00800 (anchor) -376.99300 (and) -378.01000 (positi) 25.01540 (v) 14.98280 (e) -377 (samples) -377.98600 (and) -376.99100 (small) -377.98600 (relati) 24.98600 (v) 14.98280 (e) ] TJ T* [ (distances) -256.01100 (between) -255.98900 (the) -255.98900 (anchor) -255.99200 (and) -255.99200 (ne) 15.01710 (g) 4.98446 (ati) 24.98600 (v) 14.98280 (e) -256.00100 (samples\056) -327.99400 (There\055) ] TJ T* [ (fore\054) -388.01600 (this) -361.01300 (training) -359.98900 (procedure) -360.99900 (relies) -360.00900 (on) -360.98900 (triplets) -359.98400 (that) -360.98400 (contain) ] TJ 11.95590 TL T* [ (hard) -226 (positi) 25.01300 (v) 14.98280 (e) -224.98700 (cases) -226.00100 (\050anchor) -226.00100 (and) -225.99700 (positi) 25.01540 (v) 14.98280 (e) -224.98700 (samples) -226.01100 (that) -225.98700 (are) -226.01100 (f) 9.99343 (ar) ] TJ 11.95510 TL T* [ (apart\051) -369 (and) -368.99200 (hard) -368.99500 (ne) 15.01710 (g) 4.98446 (ati) 24.98600 (v) 14.98280 (e) -369.00200 (cases) -368.99700 (\050anchor) -370.01700 (and) -368.99200 (ne) 15.01710 (g) 4.98446 (ati) 24.98600 (v) 14.98280 (e) -369.00200 (sam\055) ] TJ T* [ (ples) -405.99600 (that) -405.99600 (are) -405.00300 (close) -406 (together\051\056) -778.01200 (In) -404.99100 (other) -406 (w) 10.00320 (ords\054) -445.00900 (these) -406 (hard) ] TJ T* [ (samples) -244.99100 (will) -246.01300 (form) -245.00800 (triplets) -244.98400 (that) -245.98300 (produce) -245.00800 (gradients) -244.99300 (with) -246.01300 (suf) 24.98600 <022d> ] TJ T* [ (ciently) -342 (lar) 17.99700 (ge) -343.00200 (magnitude\056) -587 (Assuming) -342.01200 (that) -342.98700 (a) -341.98700 (training) -341.99200 (set) -342.99200 (has) ] TJ /R60 9.96260 Tf T* [ (N) -0.49992 ] TJ /R46 9.96260 Tf 13.77890 0 Td [ (samples\054) -526 (then) -469.98800 (the) -471.01200 (set) -469.99000 (of) -471.01900 (triplets) -470.98500 (has) -469.99500 (comple) 14.99750 (xity) -470.99500 (size) ] TJ /R60 9.96260 Tf -13.77890 -11.95590 Td [ (O) -0.79889 ] TJ /R56 9.96260 Tf 7.87578 0 Td [ (\050) -0.90181 ] TJ /R60 9.96260 Tf 3.87422 0 Td [ (N) -0.49992 ] TJ /R58 6.97380 Tf 9.09102 3.61602 Td [ (3) -0.50062 ] TJ /R56 9.96260 Tf 4.46992 -3.61602 Td [ (\051) -0.90181 ] TJ /R46 9.96260 Tf 3.87383 0 Td [ (\054) -362.99600 (which) -340.00700 (means) -340.00700 (that) -340.00700 (its) -340.00200 (formation) -339.99200 (is) -340.00700 (infeasible) -340.00200 (e) 25.01050 (v) 14.98280 (en) ] TJ -29.18480 -11.95510 Td [ (for) -249.02000 (datasets) -248.99800 (of) -247.99500 (modest) -248.98500 (sizes) -249.00700 (\050e\056g\056\054) ] TJ /R60 9.96260 Tf 134.67500 0 Td [ (N) -0.49992 ] TJ /R56 9.96260 Tf 11.85780 0 Td [ (\075) -278.78700 (10) ] TJ /R58 6.97380 Tf 20.47930 3.61602 Td [ (5) -0.49712 ] TJ /R46 9.96260 Tf 4.46875 -3.61602 Td [ (\051\056) -309.98700 (This) -248.01300 (issue) -248.99800 (has) ] TJ -171.48100 -11.95510 Td [ (lead) -396.01000 (to) -396 (the) -396.00500 (implementation) -395.98300 (of) -396.01200 (importance) -395.98800 (sampling) -396.00700 (tech\055) ] TJ T* [ (niques) -230.99600 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 340.49300 268.46400 Tm (14) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 350.45600 268.46400 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 355.24800 268.46400 Tm (16) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 365.21100 268.46400 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 370.00300 268.46400 Tm (24) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 379.96500 268.46400 Tm [ (\135) -230.98400 (that) -231.00600 (stochastically) -231.01500 (under) 20.00650 (\055samples) -230.99600 (the) -231.01000 (set) ] TJ -71.10310 -11.95470 Td [ (of) -275.99100 (triplets\056) -390.01800 (He) 1.01699 (re\054) -283.01700 (their) -277 (success) -275.98300 (relies) -277.00300 (on) -275.98300 (using) -276.00300 (enough) -276.99300 (sam\055) ] TJ 11.95630 TL T* [ (ples) -382.98000 (to) -382.98300 (guarantee) -382.99200 (that) -383.01900 (a) -383 (certain) -382.99000 (fraction) -382.98500 (of) -384.01400 (the) -382.98500 (hard) -382.99500 (posi\055) ] TJ 11.95510 TL T* [ (ti) 24.99090 (v) 14.98280 (es) -346.01800 (and) -346.01600 (ne) 15.01710 (g) 4.98446 (ati) 24.98600 (v) 14.98280 (es) -346.01800 (are) -345.99400 (a) 19.99180 (v) 24.98110 (ailable) -344.98700 (for) -345.98100 (training) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R46 6.97380 Tf 1 0 0 1 493.11200 236.21400 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 497.09700 232.59800 Tm [ (\056) -598.01300 (Gi) 24.98600 (v) 14.98280 (en) -345.98100 (the) ] TJ -188.23500 -11.95470 Td [ (high) -288.00800 (comple) 14.99750 (xity) -288.00600 (in) 40.00560 (v) 20.00160 (olv) 14.99500 (ed) -287.99100 (in) -288.02100 <026e64696e67> -287.99100 (hard) -287.99100 (positi) 25.01540 (v) 14.98280 (e) -287.99600 (and) -287.98600 (ne) 15.01710 (g\055) ] TJ 11.95510 TL T* [ (ati) 24.98600 (v) 14.98280 (e) -359.98400 (samples\054) -387.98400 (another) -360.00900 (training) -361.00800 (procedure) -360.01800 (has) -360.01300 (been) -360.99900 (de) 25.01540 (v) 14.98280 (el\055) ] TJ T* [ (oped) -279.00200 (in) -280.01900 (order) -279.01200 (to) -280.01900 (guarantee) -279.01200 (training) -278.98300 (samples) -280.00200 (with) -278.98800 (lar) 17.99700 (ge) -279.99200 (gra\055) ] TJ T* [ (dient) -348.98100 (magnitudes\072) -509 (the) -348.99300 (incorporation) -349.00500 (of) -349 (loss) -349.99600 (funct) 0.99003 (ions) -349.99600 (that) ] TJ 11.95590 TL T* [ (tak) 10.00570 (e) -458.98700 (into) -458.99700 (account) -459.01200 (the) -459.01400 (global) -458.99700 (structure) -459.00700 (of) -458.98200 (the) -459.01200 (embedding) ] TJ 11.95510 TL T* [ (space) -250 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 336.79700 160.86700 Tm (9) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 341.77900 160.86700 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 346.76000 160.86700 Tm (13) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 356.72200 160.86700 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 361.70400 160.86700 Tm (22) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 371.66600 160.86700 Tm (\135\056) Tj -50.84880 -12.86910 Td [ (In) -344.01900 (this) -343.01600 (paper) 39.99090 (\054) -368.01500 (we) -343.00400 (propose) -344.00100 (a) -343.98700 (no) 14.98770 (v) 14.98280 (el) -342.99700 (deep) -343.98200 (metric) -344.00600 (learning) ] TJ -11.95510 -11.95470 Td [ (approach) -213.99900 (that) -213.98900 (combines) -214.99100 (a) -214.00800 (global) -214.01800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 441.82300 136.04300 Tm (9) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 446.80400 136.04300 Tm [ (\135) -214.00800 (and) -215.01800 (a) -214.00800 (triplet) -214.01800 (loss) -214.01800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 522.22200 136.04300 Tm (6) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 527.20300 136.04300 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 531.83600 136.04300 Tm (24) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 541.79800 136.04300 Tm (\135) Tj -232.93600 -11.95510 Td [ (computed) -460.00900 (using) -458.99200 (training) -460.01100 (samples) -458.99200 (acquired) -459.99700 (from) -459.01200 (a) -460.00700 (smart) ] TJ 11.95510 TL T* [ (sampling) -194.98200 (method) -194.99700 (that) -195.01200 (has) -195.01900 (lo) 24.98600 (w) -196.00200 (computat) 1.01454 (ional) -195.98700 (comple) 14.99750 (xity) -195.00200 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 536.81600 112.13300 Tm (5) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R46 9.96260 Tf 1 0 0 1 541.79800 112.13300 Tm (\135) Tj ET Q 3088.62000 1001.43000 m 4033.61000 1001.43000 l S q 10 0 0 10 0 0 cm BT /R46 5.97760 Tf 1 0 0 1 319.72100 93.27700 Tm (1) Tj /R46 7.97010 Tf 3.48711 -2.81211 Td [ (W) 79.98030 (e) -292.98300 (ha) 19.99050 (v) 14.98520 (e) -292.98300 (not) -293.98800 (found) -292.97700 (a) -292.98300 (formal) -293.00800 (study) -292.97700 (that) -292.98300 (describes) -294.00700 (the) -292.99000 (number) -293.01400 (of) -292.98300 (sam\055) ] TJ -14.34610 -9.46484 Td [ (ples) -250.01000 (used) -249.97900 (for) -249.98500 (training) -250 (v) 14.98520 (ersus) -250 (the) -250.00700 (fraction) -250.01900 (of) -250 (hard) -250.00700 (positi) 24.98960 (v) 14.98520 (e\057ne) 15.00360 (g) 4.98690 (ati) 25.02030 (v) 14.98520 (es\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 (2821) 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 [ 133 751 479 772 ]
/Type /XObject
/Subtype /Form
>>
stream
x+O4PH/VЯ02Qp
0
endstream
endobj
21 0 obj
<<
/Filter /FlateDecode
/Resources 22 0 R
/Length 53008
/Type /XObject
/BBox [ 133 751 479 772 ]
/Subtype /Form
>>
stream
xlK8,8?DKs9mavd
{f-8*2Y@H >חk}y}uf`v)_s}1z#*Gw_gX jow\o'1c|Z^G<
A̺X}ay?IT|y~L.[ {Ȟb\3-3]_'X\竵0{+_۾oY-wj+ B;)Aa=/
1~a(>}m_K' >*Q1:?OPnGsQ_`?mzN
?WBB!lU n'S 1Ipzχ1xF_09,}?e){:̹~Gu7g {0mD`pdS)>;ys`Pµx'O
+혝 oI~!p7̵&m=dC+>5ALV"I1"S*CKha#03L4|@p灟vMRQ==*/m"r>@uqo9ͻ;Vz 'ȳ;IBzWR~ihwa8PlT>]fZ8y52)r빃W{B7G/q)}M]elS(k=5^A] сڸc'w!Ll'M=Ȥ뎓z;#կN>\q6r>|8}}Lr$Mo5:>syls+Ǵ`C?/9{Y||jD u#i^\rJ8a|oY+Rxl<{[؏s迨nYaյ[?/^u;+ ,bhL}wrj:ɴdM8^q|m'aQ6;0k_ar|E8HɃpN('&r`V;Rs볩Nk\&W=DDG#5]~M{VyCSRH9ܜXˏt7߾i9ADگ
USڝ|{(hbIRZXg @6Hɹ0Dq;si\Tv<1?mUŏV7bF
p7Y9sƨ*.uz_LբřsB݃ɹ^'_Yae91f+n%A̶d
Ċc#q
CF=Mt'\&ξ)z;L-4:n}41j:mӶ_)\݇ |T@uAƓxAN6Ql;}Ɲ{~_y"g%]nCi']I~,xa?feoɌr0u?V=phldx.Y;~nZL603> \`ęܓ