%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 (Easy Identification From Better Constraints\072 Multi\055Shot Person Re\055Identification From Reference Constraints) /Producer (PyPDF2) /Author (Jiahuan Zhou\054 Bing Su\054 Ying Wu) /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 /R44 20 0 R /x12 21 0 R /x10 24 0 R >> /ExtGState << /s9 27 0 R /R29 30 0 R /s11 31 0 R /a0 << /CA 1 /ca 1 >> /s5 34 0 R /s7 37 0 R >> /Font << /F2 40 0 R /F1 41 0 R /R38 42 0 R /R36 45 0 R /R34 49 0 R /R32 52 0 R /R42 56 0 R /R30 59 0 R /R40 63 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 67 0 R 68 0 R 69 0 R 70 0 R 71 0 R 72 0 R 73 0 R 74 0 R 75 0 R 76 0 R 77 0 R 78 0 R 79 0 R 80 0 R 81 0 R 82 0 R 83 0 R 84 0 R 85 0 R 86 0 R 87 0 R ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 88 0 R /Resources << /XObject << /R74 89 0 R >> /ExtGState << /R29 30 0 R >> /Font << /R79 90 0 R /R87 94 0 R /R77 97 0 R /R75 101 0 R /F2 105 0 R /R89 106 0 R /F1 111 0 R /R85 112 0 R /R83 117 0 R /R81 122 0 R /R40 63 0 R /R32 52 0 R /R30 59 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 126 0 R 127 0 R 128 0 R 129 0 R 130 0 R 131 0 R 132 0 R 133 0 R 134 0 R 135 0 R 136 0 R 137 0 R 138 0 R 139 0 R 140 0 R 141 0 R 142 0 R 143 0 R 144 0 R 145 0 R 146 0 R 147 0 R 148 0 R ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 149 0 R /Resources << /XObject << /R116 150 0 R >> /ExtGState << /R29 30 0 R >> /Font << /R119 151 0 R /R87 94 0 R /F1 155 0 R /R117 156 0 R /R75 101 0 R /F2 160 0 R /R79 90 0 R /R123 161 0 R /R85 112 0 R /R121 166 0 R /R83 117 0 R /R81 122 0 R /R77 97 0 R /R32 52 0 R /R30 59 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 181 0 R 182 0 R 183 0 R 184 0 R 185 0 R 186 0 R 187 0 R ] >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 188 0 R /Resources << /XObject << /R145 189 0 R /R144 190 0 R >> /ExtGState << /R29 30 0 R >> /Font << /R146 191 0 R /R152 194 0 R /R150 198 0 R /F1 201 0 R /R77 97 0 R /R75 101 0 R /F2 202 0 R /R79 90 0 R /R85 112 0 R /R121 166 0 R /R83 117 0 R /R148 203 0 R /R81 122 0 R /R32 52 0 R /R30 59 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 206 0 R 207 0 R 208 0 R 209 0 R 210 0 R 211 0 R 212 0 R 213 0 R 214 0 R 215 0 R 216 0 R 217 0 R 218 0 R ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 219 0 R /Resources << /ExtGState << /R29 30 0 R >> /Font << /R79 90 0 R /R87 94 0 R /R42 56 0 R /R77 97 0 R /R40 63 0 R /F2 220 0 R /F1 221 0 R /R123 161 0 R /R85 112 0 R /R121 166 0 R /R83 117 0 R /R81 122 0 R /R75 101 0 R /R32 52 0 R /R30 59 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 237 0 R 238 0 R 239 0 R 240 0 R ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 241 0 R /Resources << /ExtGState << /R29 30 0 R >> /Font << /F2 242 0 R /F1 243 0 R /R83 117 0 R /R81 122 0 R /R32 52 0 R /R77 97 0 R /R30 59 0 R /R75 101 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 265 0 R /Resources << /ExtGState << /R29 30 0 R >> /Font << /R79 90 0 R /R77 97 0 R /R75 101 0 R /F2 266 0 R /F1 267 0 R /R85 112 0 R /R83 117 0 R /R81 122 0 R /R40 63 0 R /R32 52 0 R /R30 59 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 283 0 R ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 284 0 R /Resources << /ExtGState << /R29 30 0 R >> /Font << /F2 285 0 R /R79 90 0 R /R83 117 0 R /F1 286 0 R /R81 122 0 R /R32 52 0 R /R30 59 0 R /R75 101 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 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 306 0 R 307 0 R 308 0 R 309 0 R 310 0 R 311 0 R 312 0 R 313 0 R 314 0 R 315 0 R 316 0 R 317 0 R 318 0 R 319 0 R 320 0 R 321 0 R 322 0 R 323 0 R 324 0 R 325 0 R ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 326 0 R /Resources << /ExtGState << /R29 30 0 R >> /Font << /F2 327 0 R /F1 328 0 R /R32 52 0 R /R30 59 0 R /R40 63 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 329 0 R 330 0 R 331 0 R 332 0 R 333 0 R 334 0 R 335 0 R 336 0 R 337 0 R 338 0 R 339 0 R 340 0 R 341 0 R 342 0 R 343 0 R 344 0 R 345 0 R 346 0 R 347 0 R 348 0 R 349 0 R 350 0 R 351 0 R 352 0 R 353 0 R 354 0 R 355 0 R 356 0 R 357 0 R 358 0 R 359 0 R 360 0 R 361 0 R 362 0 R 363 0 R 364 0 R 365 0 R 366 0 R 367 0 R 368 0 R 369 0 R 370 0 R 371 0 R 372 0 R 373 0 R 374 0 R 375 0 R 376 0 R 377 0 R 378 0 R 379 0 R 380 0 R 381 0 R 382 0 R 383 0 R 384 0 R 385 0 R 386 0 R 387 0 R 388 0 R 389 0 R 390 0 R 391 0 R 392 0 R 393 0 R 394 0 R 395 0 R 396 0 R 397 0 R 398 0 R 399 0 R 400 0 R 401 0 R 402 0 R 403 0 R ] >> endobj 12 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 13 0 obj << /Length 18093 >> stream q q q 0.1 0 0 0.1 0 0 cm /R29 gs 0 g q 10 0 0 10 0 0 cm BT /R30 14.3462 Tf 1 0 0 1 50.2 675.067 Tm [ (Easy) -250.006 <4964656e746902636174696f6e> -249.999 (fr) 18.0065 (om) -250.008 (Better) -249.998 (Constraints\072) -309.989 (Multi\055Shot) -249.998 (P) 20.0061 (erson) -250.002 <52652d4964656e746902636174696f6e> ] TJ 162.419 -17.9332 Td [ (fr) 18.0065 (om) -250.008 (Refer) 17.9878 (ence) -250.007 (Constraints) ] TJ /R32 11.9552 Tf -1.34414 -37.8578 Td [ (Jiahuan) -250.014 (Zhou) ] TJ /R34 7.9701 Tf 64.7492 4.33867 Td [ (1) -0.30019 ] TJ /R32 11.9552 Tf 4.73164 -4.33867 Td [ (\054) -250.012 (Bing) -250.012 (Su) ] TJ /R34 7.9701 Tf 44.8441 4.33867 Td [ (2) -0.30019 ] TJ /R32 11.9552 Tf 4.73203 -4.33867 Td [ (\054) -250.012 (Y) 54.9925 (ing) -250.004 (W) 50.0056 (u) ] TJ /R34 7.9701 Tf 48.8852 4.33867 Td [ (1) -0.30019 ] TJ -265.461 -13.9477 Td [ (1) -0.29866 ] TJ /R32 11.9552 Tf 4.73203 -4.33828 Td [ (Electrical) -250.004 (Engineering) -249.997 (and) -249.987 (Computer) -250.014 (Science\054) -249.993 (Northwestern) -250 (Uni) 24.9957 (v) 14.9851 (ersity) 64.9887 (\054) -250.01 (US) ] TJ /R34 7.9701 Tf 37.2012 -9.60977 Td [ (2) -0.29866 ] TJ /R32 11.9552 Tf 4.73203 -4.33828 Td [ (Institute) -250.015 (of) -250.014 (Softw) 10 (are\054) -250.008 (Chinese) -250.012 (Academy) -250.004 (of) -250.014 (Science\054) -249.993 (China) ] TJ /R36 8.9664 Tf -20.7422 -13.9477 Td [ (f) -0.8999 ] TJ /R38 8.9664 Tf 4.6082 0 Td [ (jzt011\054) -599.994 (yingwu) ] TJ /R36 8.9664 Tf 75.318 0 Td [ (g) -0.90126 ] TJ /R38 8.9664 Tf 4.60703 0 Td [ (\100eecs\056northwestern\056edu\054) -599.983 (subingats\100gmail\056com) ] TJ /R30 11.9552 Tf -78.2172 -41.0461 Td (Abstract) Tj /R40 9.9626 Tf -83.9277 -24.3281 Td [ (Multi\055shot) -473.991 (per) 10.0057 (son) -473.983 (r) 37.0196 <652d6964656e746902636174696f6e> -473.988 (\050MsP\055RID\051) -473.994 (utilizes) ] TJ -11.9551 -11.9551 Td [ (multiple) -355.982 (ima) 10.0136 (g) 10.0032 (es) -354.998 (fr) 44.9864 (om) -356.012 (the) -354.992 (same) -356.009 (per) 10.0057 (son) -356.002 (to) -354.987 (facilitate) -356.014 (identi\055) ] TJ 11.9551 TL T* [ <02636174696f6e2e> -398.019 (Considering) -278.991 (the) -279.985 (f) 0.98758 (act) -279.985 (that) -278.988 (motion) -279.02 (information) -280.007 (may) ] TJ T* [ (not) -209.007 (be) -208.004 (discriminative) -209.01 (nor) -207.989 (r) 37.0196 (eliable) -209 (enough) -209.004 (for) -207.987 (MsP\055RID\054) -209.009 (this) ] TJ T* [ (paper) -417.992 (is) -417.995 (focused) -417.989 (on) -417.019 (handling) -418.004 (the) -418.001 (lar) 36.9926 (g) 10.0032 (e) -418.014 (variations) -417.999 (in) -417.996 (the) ] TJ T* [ (visual) -321.998 (appear) 15 (ances) -320.998 (thr) 44.9913 (ough) -322.005 (learning) -321.009 (discriminative) -322.01 (visual) ] TJ 11.9559 TL T* [ (metrics) -375.015 (for) -375.017 <6964656e746902636174696f6e2e> -685.982 (Existing) -374.999 (metric) -376 (learning\055based) ] TJ 11.9551 TL T* [ (methods) -452.995 (usually) -452.992 (e) 19.9918 (xploit) -452.995 (pair) 19.9807 (\055wise) -453.004 (or) -453.011 (triple\055wise) -453.015 (similar) 20 (\055) ] TJ T* [ (ity) -304.018 (constr) 15.003 (aints\054) -317.992 (that) -304.003 (g) 10.0032 (ener) 15.0196 (ally) -304.013 (demands) -304.003 (intensive) -304.003 (optimiza\055) ] TJ T* [ (tion) -274.008 (in) -273.981 (metric) -274.018 (le) 0.98268 (arning) 9.9922 (\054) -279.99 (or) -273.982 (leads) -274.014 (to) -273.981 (de) 39.9946 (gr) 14.9901 (aded) -273.984 (performances) ] TJ T* [ (by) -358.018 (using) -359.01 (sub\055optimal) -358.005 (solutions\056) -635.994 (In) -358.017 (addition\054) -386.004 (as) -358.006 (the) -358.992 (tr) 14.9901 (ain\055) ] TJ T* [ (ing) -318.008 (data) -316.984 (ar) 36.9852 (e) -317.99 <7369676e690263616e746c79> -316.994 (imbalanced\054) -335.007 (the) -316.999 (learning) -317.989 (can) -317.981 (be) ] TJ 11.9559 TL T* [ (lar) 36.9926 (g) 10.0032 (ely) -295.011 (dominated) -293.991 (by) -295.008 (the) -295.002 (ne) 39.9946 (gative) -294.994 (pair) 9.98118 (s) -293.985 (and) -294.995 (thus) -294.988 (pr) 44.9851 (oduces) ] TJ 11.9551 TL T* [ (unstable) -327.988 (and) -326.989 (non\055discriminative) -327.998 (r) 37.0196 (esults\056) -543.017 (In) -327.982 (this) -328 (paper) 111.018 (\054) -346.998 (we) ] TJ T* [ (pr) 44.9839 (opose) -419.992 (a) -418.984 (no) 10.0081 (vel) -420.01 (type) -418.985 (of) -419.996 (similarity) -419.016 (constr) 15.0024 (aint\056) -819.013 (It) -420.003 (assigns) ] TJ T* [ (the) -366.009 (sample) -365.995 (points) -365.982 (to) -364.986 (a) -366.012 (set) -366.009 (of) ] TJ /R42 9.9626 Tf 121.824 0 Td [ (ref) 9.99711 (erence) -366.015 (points) ] TJ /R40 9.9626 Tf 70.8312 0 Td [ (to) -366.005 (pr) 44.9851 (oduce) ] TJ -192.655 -11.9547 Td [ (a) -303.003 (linear) -302.002 (number) -302.989 (of) ] TJ /R42 9.9626 Tf 79.025 0 Td [ (ref) 9.99711 (erence) -301.985 (constraints) ] TJ /R40 9.9626 Tf 87.0367 0 Td [ (\056) -467.998 (Se) 15.0171 (ver) 15.0147 (al) -302.016 (optimal) ] TJ -166.062 -11.9563 Td [ (tr) 14.9914 (ansport\055based) -405.997 (sc) 15.0183 (hemes) -404.986 (for) -405.992 (r) 37.0196 (efer) 37.0183 (ence) -404.999 (constr) 15.0024 (aint) -405.986 (g) 10.0032 (ener) 15.0196 (a\055) ] TJ T* [ (tion) -274.988 (ar) 36.9852 (e) -275.017 (pr) 44.9839 (oposed) -274.991 (and) -274.998 (studied\056) -385 (Based) -276.016 (on) -275.003 (those) -274.993 (constr) 15.0024 (aints\054) ] TJ T* [ (by) -299.989 (utilizing) -300.011 (a) -299.984 (typical) -300.005 (r) 37.0196 (e) 39.9884 (gr) 36.9852 (essive) -299.983 (metric) -300.014 (learning) -299.992 (model\054) -312.989 (the) ] TJ T* [ (closed\055form) -422.995 (solution) -423.019 (of) -421.996 (the) -423.02 (learned) -423.008 (metric) -423.013 (can) -422.983 (be) -422.988 (easily) ] TJ T* [ (obtained\056) -630.014 (Extensive) -356.987 (e) 19.9918 (xperiments) -357.012 (and) -356.985 (compar) 14.9975 (ative) -356.989 (studies) ] TJ T* [ (on) -267.985 (se) 15.0189 (ver) 15.0147 (al) -267.982 (public) -266.99 (MsP\055RID) -267.982 (benc) 15.0183 (hmarks) -268.014 (have) -267.992 (validated) -268.002 (the) ] TJ 11.9559 TL T* [ (ef) 18 (fectiveness) -366 (of) -366.985 (our) -366.982 (method) -365.997 (and) -366.983 (its) -365.997 <7369676e690263616e74> -366.988 (superiority) ] TJ 11.9551 TL T* [ (o) 10.0032 (ver) -244 (the) -243.01 (state\055of\055the\055art) -243.987 (MsP\055RID) -243.006 (methods) -244.011 (in) -243.986 (t) 0.98758 (erms) -243.989 (of) -243.986 (both) ] TJ T* [ <6964656e746902636174696f6e> -250.018 (accur) 14.9852 (acy) -250.001 (and) -249.983 (running) -249.999 (speed\056) ] TJ /R30 11.9552 Tf 17.1918 TL T* [ (1\056) -249.99 (Intr) 18.0146 (oduction) ] TJ /R32 9.9626 Tf 11.9551 -19.3469 Td [ (Person) -464.998 <72652d6964656e746902636174696f6e> -465.013 (\050P\055RID\051) -465.003 (is) -465.008 (a) -464.986 (critical) -465.008 (yet) -465.013 (v) 14.9828 (ery) ] TJ -11.9551 -11.9551 Td [ (challenging) -422.994 (task) -423.994 (in) -423.995 (video) -423.009 (surv) 14.9901 (eillance) -423.998 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 214.943 164.686 Tm (29) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 224.906 164.686 Tm [ (\135\056) -830.018 (It) -424.003 (generally) ] TJ -174.794 -11.9551 Td [ (e) 25.0111 (v) 24.9811 (aluates) -374.984 (the) -376.008 (similarity) -374.984 (between) -376.008 (a) -375.981 (probe) -374.989 (image) -376 (of) -374.994 (an) -376.016 (un\055) ] TJ 11.9551 TL T* [ (kno) 24.9915 (wn) -545 (person) -546.013 (ag) 5.02 (ainst) -544.986 (a) -545.992 (set) -544.999 (of) -545.986 (g) 4.98446 (allery) -545 (candidates) -546.009 (with) ] TJ 11.9559 TL T* [ (kno) 24.9915 (wn) -205.017 (identities\056) -295.003 (The) -204.98 (g) 4.98446 (allery) -205.017 (images) -205.003 (are) -204.998 (usually) -204.993 (tak) 10.0057 (en) -204.985 (from) ] TJ 11.9551 TL T* [ (dif) 24.9854 (ferent) -299.992 (camera\055vie) 25.0118 (ws) -300.02 (at) -299.987 (dif) 24.9848 (ferent) -299.992 (times\056) -460.989 (Research) -299.984 (ef) 25.0081 (forts) ] TJ T* [ (ha) 19.9973 (v) 14.9828 (e) -438.01 (been) -438.984 (de) 25.0167 (v) 20.0016 (oted) -437.993 (to) -439.013 (single\055shot) -437.998 (person) -439.01 <72652d6964656e746902636174696f6e> ] TJ T* [ (\050SsP\055RID\051) -349.002 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 98.9688 92.9551 Tm (16) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 108.931 92.9551 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 114.889 92.9551 Tm (18) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 124.852 92.9551 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 130.819 92.9551 Tm (17) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 140.782 92.9551 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 146.739 92.9551 Tm (36) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 156.702 92.9551 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 162.67 92.9551 Tm (39) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 172.632 92.9551 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 178.59 92.9551 Tm (32) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 188.552 92.9551 Tm [ (\135) -349.004 (in) -348.008 (recent) -349.005 (years\056) -606.014 (Ho) 24.9836 (w\055) ] TJ -138.44 -11.9547 Td [ (e) 25.0111 (v) 14.9828 (er) 39.986 (\054) -485.015 (besides) -437.984 (vie) 24.9836 (wpoint) -438.993 (changes\054) -485.006 (the) -437.998 (quality) -438.013 (of) -438.003 (the) -439.017 (only) ] TJ ET Q q 3088.62 4379.16 2376 1074.39 re W n q 2375.55 0 0 1075.21 3088.62 4379.16 cm /R44 Do Q Q q 10 0 0 10 0 0 cm BT /R32 8.9664 Tf 1 0 0 1 308.862 426.957 Tm [ (Figure) -276.994 (1\056) ] TJ /R30 8.9664 Tf 38.5949 0 Td (\050a\051) Tj /R32 8.9664 Tf 12.9359 0 Td [ (The) -277.013 (background) -275.998 (occlusion) -277.005 (completely) -277.011 (conceals) -276.003 (the) ] TJ -51.5309 -10.959 Td [ (motion) -290.993 (information) -290.987 (on) -291.017 (the) -290.984 (le) 15.0192 (gs\073) ] TJ /R30 8.9664 Tf 117.709 0 Td (\050b\051) Tj /R32 8.9664 Tf 13.5668 0 Td (\046) Tj /R30 8.9664 Tf 9.58594 0 Td (\050c\051) Tj /R32 8.9664 Tf 12.5633 0 Td [ (Ev) 14.9811 (en) -290.995 (for) -291 (the) -290.984 (same) -290.995 (per) 20.0074 (\055) ] TJ -153.425 -10.959 Td [ (son\054) -258.013 (the) -256.001 (w) 10.0092 (alking) -255.993 (beha) 20.002 (vior) -255.996 (can) -255.985 (be) -256.012 (v) 14.9865 (ery) -256.982 (dif) 25.0011 (ferent\073) ] TJ /R30 8.9664 Tf 173.91 0 Td (\050d\051) Tj /R32 8.9664 Tf 13.2543 0 Td (\046) Tj /R30 8.9664 Tf 9.27187 0 Td (\050e\051) Tj /R32 8.9664 Tf 12.25 0 Td [ (F) 15.0028 (or) -256.007 (dif\055) ] TJ -208.686 -10.959 Td [ (ferent) -249.992 (persons\054) -249.981 (the) 15.0192 (y) -249.978 (may) -249.989 (share) -249.984 (v) 14.9865 (ery) -250.011 (similar) -250.017 (w) 10.0092 (alking) -249.978 (patterns\056) ] TJ /R32 9.9626 Tf 23.066 TL T* [ (gi) 24.9885 (v) 14.9828 (en) -253.997 (probe) -253.989 (image) -253.982 (can) -252.98 (be) -253.997 (se) 25.0154 (v) 14.9828 (erely) -253.997 (de) 15.0171 (graded) -253.992 (by) -253.987 (v) 24.9811 (arious) -253.982 (un\055) ] TJ 11.9551 TL T* [ (predictable) -407.993 (conditions) -408 (such) -408 (as) -406.991 (illumination) -408.02 (changes\054) -447.994 (par) 19.9918 (\055) ] TJ T* [ (tial) -344.984 (occlusion\054) -369.002 (lo) 24.9885 (w\055resolution\054) -368.012 (etc\056) -594.999 (Thus) -344.982 (SsP\055RID) -344.996 (still) -345.006 (re\055) ] TJ T* [ (mains) -240.011 (a) -240.004 (v) 14.9828 (ery) -240.002 (challenging) -238.985 (problem\056) -307.017 (In) -240 (f) 9.99343 (act\054) -241.999 (practical) -239.994 (scenar) 19.9918 (\055) ] TJ T* [ (ios) -356.982 (in) -356.987 (video) -358.002 (surv) 14.9901 (eillance) -356.989 (can) -357.004 (pro) 14.9828 (vide) -356.985 (continuous) -356.994 (video) -358 (or) ] TJ T* [ (multiple) -305.981 (images) -306.005 (for) -305.991 (t) 0.98758 (he) -305.988 (same) -306.018 (person\054) -320.01 (which) -306.013 (has) -305.983 (moti) 25.0056 (v) 24.9811 (ated) ] TJ 11.9559 TL T* [ (the) -443.997 (research) -442.997 (of) -444.002 (multi\055shot) -443.005 (person) -443.99 <72652d6964656e746902636174696f6e> -444 (\050MsP\055) ] TJ 11.9551 TL T* [ (RID\051) -326.994 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 335.911 287.328 Tm (10) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 345.873 287.328 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 351.621 287.328 Tm (27) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 361.584 287.328 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 367.332 287.328 Tm (31) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 377.295 287.328 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 383.043 287.328 Tm (35) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 393.006 287.328 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 398.754 287.328 Tm (22) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 408.717 287.328 Tm [ (\135) -327.009 (that) -328.009 (utilizes) -327.014 (multiple) -327 (images) -326.985 (for) ] TJ -99.8547 -11.9551 Td [ (the) -320.018 (same) -318.996 (person) -320.01 (from) -320.015 (the) -318.996 (same) -320.015 (camera\055vie) 25.0105 (w) 65.0137 (\054) -336.998 (e) 15.0122 (xpecting) -320 (to) ] TJ 11.9551 TL T* [ (impro) 15.0048 (v) 14.9828 (e) -250.002 (the) -249.99 (performance\056) ] TJ 11.9547 -15.0457 Td [ (One) -325.982 (common) -325.99 (approach) -325.98 (in) -324.995 (MsP\055RID) -325.985 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 474.838 248.372 Tm (31) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 484.8 248.372 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 490.539 248.372 Tm (10) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 500.502 248.372 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 506.24 248.372 Tm (35) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 516.203 248.372 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 521.941 248.372 Tm (27) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 531.904 248.372 Tm [ (\135) -325.99 (is) ] TJ -223.042 -11.9551 Td [ (to) -368.005 (treat) -368.015 (the) -368.99 (multiple) -368.01 (images) -367.997 (as) -368.017 (a) -367.983 (sequence) -368.992 (of) -368.017 (consecuti) 25 (v) 14.9828 (e) ] TJ 11.9551 TL T* [ (frames) -269.992 (which) -270.999 (prefers) -270.002 (to) -269.982 (utilize) -270.989 (the) -269.984 (temporal) -270.009 (information) -271.009 (or) ] TJ T* [ (motion) -247.995 (to) -247.005 (e) 15.0122 (xtract) -247.99 (more) -247.008 (sophisticated) -247.988 (features) -247.018 (for) -247.998 <6964656e74690263612d> ] TJ T* [ (tion\056) -611.008 (In) -350.018 (practice\054) -374.994 (the) -350.993 (mot) 1.00473 (ion) -350.981 (information) -350.015 (may) -350.005 (not) -350 (be) -351 (dis\055) ] TJ 11.9559 TL T* [ (criminati) 25.0105 (v) 14.9828 (e) -367.002 (nor) -366.99 (reliable) -366.988 (enough) -367.017 (for) -366.998 (MsP\055RID\056) -366.993 (Firstly) 65.0137 (\054) -396.988 (the) ] TJ 11.9551 TL T* [ (dynamic) -236.995 (background) -238.017 (a) 1.01454 (nd) -237.99 (temporal) -236.995 (misalignment) -236.995 (of) -237.019 (the) -237.99 (im\055) ] TJ T* [ (age) -365 (sequences) -364.008 (impede) -365.018 (the) -364.008 (reliable) -364.988 (motion) -364.018 (pattern) -364.983 (estima\055) ] TJ T* [ (tion) -270.009 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 330.371 152.731 Tm (19) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 340.334 152.731 Tm [ (\135) -269.016 (\050Fig\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 368.12 152.731 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 373.101 152.731 Tm [ (\050a\051\051\056) -369.009 (Secondly) 65.0039 (\054) -273.989 (motion) -269.994 (patterns) -268.994 (may) -269.979 (not) -270.014 (be) ] TJ -64.2391 -11.9551 Td [ (discriminati) 24.9885 (v) 14.9828 (e) -263.02 (enough) -264.015 (for) -263.015 <6964656e746902636174696f6e> -264.015 (since) -263.005 (dif) 24.986 (ferent) -264 (per) 19.9918 (\055) ] TJ 11.9551 TL T* [ (sons) -298.987 (may) -298.016 (w) 10 (alk) -299.002 (in) -298.997 (the) -297.982 (same) -299 (w) 10.0032 (alking) -298.984 (pattern) -298.014 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 490.181 128.821 Tm (31) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 500.144 128.821 Tm [ (\135) -299.014 (\050Fig\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 528.517 128.821 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 533.498 128.821 Tm (\050d\051) Tj -224.636 -11.9559 Td [ (and) -305.983 (\050e\051\051\056) -478.991 (Because) -307 (MsP\055RID) -305.988 (is) -306.013 (a) -305.993 (non\055conte) 14.9975 (xtual) -306.988 (long\055term) ] TJ 11.9551 TL T* [ <6964656e746902636174696f6e> -419.991 (problem\054) -462.011 (the) -419.999 (same) -419.018 (person) -419.994 (may) -419.994 (e) 15.0122 (xhibit) -420.013 (dif\055) ] TJ T* [ (ferent) -371 (w) 10 (alking) -371.012 (beha) 20 (viors) -371.017 (at) -370.992 (dif) 24.986 (ferent) -371.002 (times\056) -672.996 (As) -370.987 (sho) 24.9909 (wn) -370.987 (in) ] TJ (Fig\056) ' ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 328.598 81 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R32 9.9626 Tf 1 0 0 1 333.579 81 Tm [ (\050b\051) -398.014 (and) -396.988 (\050c\051\054) -434.013 (a) -398.017 (person) -397.017 (is) -397.997 (w) 10.0032 (alking) -397.007 (with) -397.007 (lugg) 5.00407 (age) -398.017 (cap\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 (5373) 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 /DCTDecode
/BitsPerComponent 8
/Height 511
/Length 82835
/ColorSpace /DeviceRGB
/Width 1129
/Subtype /Image
>>
stream
Adobe d C
$, !$4.763.22:ASF:=N>22HbINVX]^]8EfmeZlS[]Y C**Y;2;YYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYY i"
} !1AQa"q2#BR$3br
%&'()*456789:CDEFGHIJSTUVWXYZcdefghijstuvwxyz
w !1AQaq"2B #3Rbr
$4%&'()*56789:CDEFGHIJSTUVWXYZcdefghijstuvwxyz ? (
("FTE,
w֫]YǾd{n=~rNj-=?McZZ'=f~[ƃ:CDL` ҲfI?k/Zw3NZϽKDm1 NU(Sl}`.'R Eߤ i㋕\}z`T