%PDF-1.3 1 0 obj << /Kids [ 3 0 R 4 0 R 5 0 R 6 0 R 7 0 R 8 0 R 9 0 R 10 0 R 11 0 R 12 0 R ] /Type /Pages /Count 10 >> endobj 2 0 obj << /Title (CSRNet\072 Dilated Convolutional Neural Networks for Understanding the Highly Congested Scenes) /Producer (PyPDF2) /Author (Yuhong Li\054 Xiaofan Zhang\054 Deming Chen) /Subject (2018 IEEE Conference on Computer Vision and Pattern Recognition) >> endobj 3 0 obj << /Parent 1 0 R /Rotate 0 /Contents 14 0 R /Resources << /XObject << /x8 15 0 R /R49 18 0 R /R48 19 0 R /x6 20 0 R /x12 23 0 R /x10 26 0 R >> /ExtGState << /s9 29 0 R /s11 32 0 R /a0 << /CA 1 /ca 1 >> /R34 35 0 R /s5 36 0 R /s7 39 0 R >> /Font << /F2 42 0 R /F1 43 0 R /R39 44 0 R /R37 47 0 R /R45 51 0 R /R35 55 0 R /R43 59 0 R /R41 64 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 68 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 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 88 0 R 89 0 R 90 0 R 91 0 R 92 0 R 93 0 R ] /Type /Page >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 94 0 R /Resources << /XObject << /R88 95 0 R >> /ExtGState << /R34 35 0 R >> /Font << /R93 96 0 R /R45 51 0 R /R43 59 0 R /F2 100 0 R /R89 101 0 R /F1 105 0 R /R91 106 0 R /R37 47 0 R /R35 55 0 R /R86 109 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 113 0 R 114 0 R 115 0 R 116 0 R 117 0 R 118 0 R 119 0 R 120 0 R 121 0 R 122 0 R 123 0 R 124 0 R 125 0 R 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 ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 139 0 R /Resources << /ExtGState << /R34 35 0 R >> /Font << /R45 51 0 R /R43 59 0 R /F2 140 0 R /F1 141 0 R /R37 47 0 R /R35 55 0 R /R86 109 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 142 0 R 143 0 R 144 0 R 145 0 R 146 0 R 147 0 R 148 0 R 149 0 R 150 0 R 151 0 R 152 0 R 153 0 R 154 0 R 155 0 R 156 0 R 157 0 R 158 0 R 159 0 R 160 0 R 161 0 R 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 ] >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Contents 171 0 R /Resources << /XObject << /R156 172 0 R /R157 174 0 R /R155 173 0 R /R158 175 0 R >> /ExtGState << /R34 35 0 R >> /Font << /R147 176 0 R /R93 96 0 R /R153 180 0 R /R151 183 0 R /R149 187 0 R /R43 59 0 R /F2 191 0 R /F1 192 0 R /R91 106 0 R /R37 47 0 R /R35 55 0 R /R86 109 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 68 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 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 202 0 R 203 0 R 204 0 R ] /Type /Page >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 205 0 R /Resources << /ExtGState << /R34 35 0 R >> /Font << /R180 206 0 R /R147 176 0 R /R93 96 0 R /R178 209 0 R /R153 180 0 R /R151 183 0 R /R149 187 0 R /R43 59 0 R /F2 212 0 R /R89 101 0 R /F1 213 0 R /R91 106 0 R /R37 47 0 R /R35 55 0 R /R86 109 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 214 0 R 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 ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 228 0 R /Resources << /ExtGState << /R34 35 0 R >> /Font << /R147 176 0 R /R153 180 0 R /R151 183 0 R /R149 187 0 R /R43 59 0 R /F2 229 0 R /F1 230 0 R /R37 47 0 R /R35 55 0 R /R86 109 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 242 0 R 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 ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Contents 255 0 R /Resources << /XObject << /R251 256 0 R /R250 257 0 R >> /ExtGState << /R34 35 0 R >> /Font << /R45 51 0 R /R43 59 0 R /F2 258 0 R /F1 259 0 R /R37 47 0 R /R35 55 0 R /R86 109 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 68 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 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 280 0 R 281 0 R 282 0 R 283 0 R 284 0 R 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 ] /Type /Page >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Contents 295 0 R /Resources << /XObject << /R286 296 0 R /R287 297 0 R >> /ExtGState << /R34 35 0 R >> /Font << /R180 206 0 R /R147 176 0 R /R153 180 0 R /R151 183 0 R /R149 187 0 R /R45 51 0 R /R43 59 0 R /R284 298 0 R /F2 301 0 R /F1 302 0 R /R37 47 0 R /R35 55 0 R /R86 109 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 68 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 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 326 0 R 327 0 R 328 0 R 329 0 R ] /Type /Page >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 330 0 R /Resources << /ExtGState << /R34 35 0 R >> /Font << /F2 331 0 R /R37 47 0 R /R45 51 0 R /R35 55 0 R /F1 332 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 12 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 333 0 R /Resources << /ExtGState << /R34 35 0 R >> /Font << /F2 334 0 R /R37 47 0 R /R45 51 0 R /F1 335 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 13 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 14 0 obj << /Length 15359 >> stream q q q 0.1 0 0 0.1 0 0 cm /R34 gs 0 g q 10 0 0 10 0 0 cm BT /R35 14.3462 Tf 1 0 0 1 54.3102 675.067 Tm [ (CSRNet\072) -309.993 (Dilated) -250 (Con) 40.0071 (v) 9.99625 (olutional) -249.996 (Neural) -250.008 (Netw) 9.99455 (orks) -250.013 (f) 24.9923 (or) -249.995 (Understanding) -249.988 (the) -250.008 (Highly) ] TJ 189.311 -17.9332 Td [ (Congested) -249.996 (Scenes) ] TJ /R37 11.9552 Tf -57.1172 -21.9168 Td [ (Y) 110.995 (uhong) -250.014 (Li) ] TJ /R39 7.9701 Tf 50.8102 4.33789 Td [ (1) -0.30019 ] TJ /R41 7.9701 Tf 4.23398 0 Td [ (\073) -0.10109 ] TJ /R39 7.9701 Tf 2.35195 0 Td [ (2) -0.30019 ] TJ /R37 11.9552 Tf 4.7332 -4.33789 Td [ (\054) -250.012 (Xiaof) 10.0085 (an) -250.008 (Zhang) ] TJ /R39 7.9701 Tf 77.8988 4.33789 Td [ (1) -0.30019 ] TJ /R37 11.9552 Tf 4.73203 -4.33789 Td [ (\054) -250.012 (Deming) -250.012 (Chen) ] TJ /R39 7.9701 Tf 72.723 4.33789 Td [ (1) -0.30019 ] TJ -213.097 -13.948 Td [ (1) -0.29866 ] TJ /R37 11.9552 Tf 4.7332 -4.33789 Td [ (Uni) 24.9957 (v) 14.9851 (ersity) -249.989 (of) -250.014 (Illinois) -250.008 (at) -249.987 (Urbana\055Champaign) ] TJ /R39 7.9701 Tf -26.407 -9.60898 Td [ (2) -0.29866 ] TJ /R37 11.9552 Tf 4.73203 -4.33906 Td [ (Beijing) -250.002 (Uni) 24.9957 (v) 14.9851 (ersity) -249.989 (of) -250.014 (Posts) -250.008 (and) -249.987 (T) 70.0164 (elecommunications) ] TJ /R43 11.9552 Tf 33.427 -13.9469 Td (f) Tj /R45 11.9552 Tf 5.97813 0 Td [ (lee) 29.9887 (yh\054xiaofan3\054dc) 15 (hen) ] TJ /R43 11.9552 Tf 101.056 0 Td (g) Tj /R45 11.9552 Tf 5.97813 0 Td (\100illinois\056edu) Tj /R35 11.9552 Tf -174.392 -25.1062 Td (Abstract) Tj /R45 9.9626 Tf -83.9281 -17.1551 Td [ (W) 91.9865 (e) -271.018 (pr) 44.9839 (opose) -270.996 (a) -269.989 (network) -270.985 (for) -270.995 (Cong) 9.9873 (ested) -271.004 (Scene) -271.016 (Reco) 9.99833 (gnition) ] TJ -11.9547 -11.9551 Td [ (called) -298.013 (CSRNet) -297.01 (to) -298.016 (pr) 44.9839 (o) 10.0032 (vide) -297.986 (a) -297.985 (data\055driven) -297.014 (and) -298.014 (deep) -297.987 (learning) ] TJ 11.9547 TL T* [ (method) -383.013 (that) -383.01 (can) -382.989 (under) 10.0155 (stand) -383.006 (highly) -383.01 (cong) 10.0081 (ested) -382.985 (scenes) -382.99 (and) ] TJ T* [ (perform) -268.986 (accur) 14.9852 (ate) -269.987 (count) -268.996 (estimation) -269.986 (as) -269.003 (well) -270.011 (as) -269.002 (pr) 36.9865 (esent) -269.984 (high\055) ] TJ 11.9563 TL T* [ (quality) -351.987 (density) -353.017 (maps\056) -617.012 (The) -352.005 (pr) 44.9839 (oposed) -353.017 (CSRNet) -351.98 (is) -352.988 (composed) ] TJ 11.9547 TL T* [ (of) -300.016 (two) -300.983 (major) -300.002 (components\072) -411 (a) -301.004 (con) 40 (volutional) -300.019 (neur) 14.9901 (al) -300.996 (network) ] TJ T* [ (\050CNN\051) -293.996 (as) -294.999 (t) 0.98758 (he) -295.008 (fr) 44.9864 (ont\055end) -294.01 (for) -294.011 (2D) -295.002 (featur) 37 (e) -293.995 (e) 19.9918 (xtr) 14.9877 (action) -294.005 (and) -294.015 (a) -295.005 (di\055) ] TJ T* [ (lated) -320.005 (CNN) -319.985 (for) -320.007 (the) -320.018 (bac) 20.0028 (k\055end\054) -337.983 (whic) 14.9987 (h) -319.981 (uses) -320.013 (dilated) -321.013 (k) 9.99343 (ernels) -320.01 (to) ] TJ T* [ (deliver) -211.011 (lar) 36.9926 (g) 10.0032 (er) -210.003 (r) 37.0196 (eception) -211.008 <02656c6473> -211.005 (and) -211.009 (to) -209.992 (r) 37.0196 (eplace) -211.019 (pooling) -210.984 (oper) 14.9901 (a\055) ] TJ 11.9559 TL T* [ (tions\056) -365.984 (CSRNet) -269.015 (is) -269 (an) -269.004 (easy\055tr) 14.9901 (ained) -268.996 (model) -268.019 (because) -269.007 (of) -269.002 (its) -268.994 (pur) 36.9914 (e) ] TJ 11.9551 TL T* [ (con) 39.9988 (volutional) -366.988 (structur) 37.0122 (e) 15.0122 (\056) -660.985 (W) 91.9859 (e) -367.002 (demonstr) 15.0098 (ate) -368.01 (CSRN) 1.01454 (et) -368.015 (on) -366.988 (four) ] TJ T* [ (datasets) -380.017 (\050ShanghaiT) 92 (ec) 15.0085 (h) -380.01 (dataset\054) -412.996 (the) -380.008 (UCF) ] TJ ET Q 3.98 w 0 G 2214.73 4198.05 m 2244.62 4198.05 l S q 10 0 0 10 0 0 cm BT /R45 9.9626 Tf 1 0 0 1 224.462 419.606 Tm (CC) Tj ET Q 2383.5 4198.05 m 2413.39 4198.05 l S q 10 0 0 10 0 0 cm BT /R45 9.9626 Tf 1 0 0 1 241.339 419.606 Tm [ (50) -380.005 (dataset\054) ] TJ -191.227 -11.9547 Td [ (the) -423.019 (W) 91.9865 (orldEXPO\04710) -422.003 (dataset\054) -466.007 (and) -423.013 (the) -423.02 (UCSD) -421.983 (dataset\051) -423 (and) ] TJ 11.9551 TL T* [ (we) -306.018 (deliver) -306.015 (the) -307 (state\055of\055the\055ar) 0.9839 (t) -307 (performance) 15.0073 (\056) -477.996 (In) -305.986 (the) -307 (Shang\055) ] TJ T* [ (haiT) 92.0159 (ec) 15.0085 (h) -545.982 (P) 79.9903 (art) ] TJ ET Q 1040.99 3839.4 m 1070.88 3839.4 l S q 10 0 0 10 0 0 cm BT /R45 9.9626 Tf 1 0 0 1 107.088 383.741 Tm [ (B) -545.984 (dataset\054) -619.981 (CSRNet) -545.989 (ac) 15.0183 (hie) 14.9852 (ves) -545.99 (47\0563\045) -546.007 (lower) ] TJ -56.9758 -11.9551 Td [ (Mean) -243.011 (Absolute) -242.983 (Err) 44.9888 (or) -243.987 (\050MAE\051) -243.015 (than) -242.996 (the) -243.011 (pr) 36.9865 (e) 15.0122 (vious) -244.018 (state\055of\055the\055) ] TJ 11.9559 TL T* [ (art) -284.013 (method\056) -413.006 (W) 91.9859 (e) -283.997 (e) 19.9918 (xtend) -285.003 (the) -283.984 (tar) 36.9926 (g) 10.0032 (eted) -283.988 (applications) -284.009 (for) -284.994 (count\055) ] TJ 11.9551 TL T* [ (ing) -247.981 (other) -246.999 (objects\054) -248.993 (suc) 14.9852 (h) -247.013 (as) -247.987 (the) -247.99 (vehicle) -247.015 (in) -247.986 (TRANCOS) -247.981 (dataset\056) ] TJ T* [ (Results) -252.985 (s) 0.98635 (h) -1.01454 (ow) -252.018 (that) -252.992 (CSRNet) -251.998 <7369676e690263616e746c79> -253.004 (impr) 44.9949 (o) 10.0032 (ves) -252 (the) -253.009 (output) ] TJ T* [ (quality) -321.012 (with) -321.992 (15\0564\045) -320.986 (lower) -321.998 (MAE) -320.995 (than) -322.003 (the) -320.998 (pr) 36.9865 (e) 15.0122 (vious) -322.005 (state\055of\055) ] TJ T* [ (the\055art) -250.014 (appr) 44.9937 (oac) 14.984 (h\056) ] TJ /R35 11.9552 Tf 31.5391 TL T* [ (1\056) -249.99 (Intr) 18.0146 (oduction) ] TJ /R37 9.9626 Tf 11.9551 -20.143 Td [ (Gro) 24.9805 (wing) -391.013 (number) -391.993 (of) -390.992 (netw) 10.0094 (ork) -392.006 (models) -391 (ha) 19.9967 (v) 14.9828 (e) -390.998 (been) -392.011 (de) 25.0154 (v) 14.9828 (el\055) ] TJ -11.9551 -11.9559 Td [ (oped) -253.006 (\1331\054) -253.012 (2\054) -251.99 (3\054) -253.009 (4\054) -253.009 (5\135) -253.015 (to) -253.004 (deli) 24.9909 (v) 14.9828 (er) -252.005 (promising) -253.007 (solutions) -253.002 (for) -253.019 (cro) 25.013 (wd) ] TJ 11.9551 TL T* [ <036f> 24.9958 (ws) -304.018 (monitoring\054) -316.988 (assembly) -303.995 (controlling\054) -318.016 (and) -303.984 (other) -304.018 (security) ] TJ T* [ (services\056) -298.018 (Current) -213.984 (methods) -214.007 (f) 1.01576 (or) -214.002 (congested) -213.984 (scenes) -213.999 (analysis) -214.016 (are) ] TJ T* [ (de) 25.016 (v) 14.9828 (eloped) -302.015 (from) -302.017 (simple) -301.995 (cro) 25.013 (wd) -301.981 (counting) -301.994 (\050which) -302.996 (outputs) -301.986 (the) ] TJ T* [ (number) -217.983 (of) -218 (people) -217.989 (in) -217.991 (the) -217.995 (tar) 17.997 (geted) -217.994 (image\051) -217.991 (to) -219.01 (density) -218.01 (map) -217.991 (pre\055) ] TJ 11.9559 TL T* [ (senting) -395.981 (\050which) -394.981 (displays) -396.015 (characteristics) -395.02 (of) -396.01 (cro) 25.013 (wd) -396.005 (distrib) 19.9918 (u\055) ] TJ 11.9551 TL T* [ (tion\051) -712.017 (\1336\135\056) -628.012 (This) -355.997 (de) 25.0167 (v) 14.9828 (elopment) -355.986 (follo) 24.9971 (ws) -356.01 (the) -356.992 (demand) -356 (of) -356.017 (real\055) ] TJ T* [ (life) -430 (applications) -430.004 (since) -429.997 (the) -430 (same) -429.997 (number) -429.987 (of) -430.004 (people) -429.992 (could) ] TJ T* [ (ha) 19.9973 (v) 14.9828 (e) -287.995 (completely) -287.015 (dif) 24.9848 (ferent) -287.994 (cro) 25.013 (wd) -287.984 (distrib) 19.9918 (utions) -287.016 (\050as) -287.994 (sho) 24.9934 (wn) -287.984 (in) ] TJ T* [ (Fig\056) -343.012 (1\051\054) -366.013 (so) -342.991 (that) -342.987 (just) -343.015 (counti) 1.00473 (ng) -342.992 (the) -342.994 (number) -342.982 (of) -343 (cro) 25.013 (wds) -342.987 (is) -342.989 (not) ] TJ T* [ (enough\056) -343.018 (The) -261.011 (distrib) 19.9918 (ution) -260.986 (map) -261.003 (helps) -260.997 (us) -261.004 (for) -261.018 (getting) -260.983 (more) -261.005 (ac\055) ] TJ 11.9559 TL T* [ (curate) -222.987 (and) -223.016 (compre) 0.99003 (hensi) 24.9946 (v) 14.9828 (e) -222.987 (information\054) -227.994 (which) -223.007 (could) -223.004 (be) -222.982 (crit\055) ] TJ 11.9551 TL T* [ (ical) -223.016 (for) -222.984 (making) -224.01 (correct) -222.99 (decisions) -222.989 (in) -223.009 (high\055risk) -224.007 (en) 39.9933 (vironments\054) ] TJ T* [ (such) -374.985 (a) 1.01515 (s) -374.99 (stampede) -373.994 (and) -374.99 (riot\056) -683.985 (Ho) 24.9836 (we) 25.0142 (v) 14.9828 (er) 39.986 (\054) -404.989 (it) -374.982 (is) -374.004 (challenging) -375.001 (to) ] TJ T* [ (generate) -210.008 (accurate) -210.016 (distrib) 19.9918 (ution) -210.014 (patterns\056) -296.988 (One) -210.002 (major) -209.987 (dif) 24.986 <0263756c7479> ] TJ ET Q q 2362.54 0 0 1178.76 3088.62 4603.54 cm /R49 Do Q q 10 0 0 10 0 0 cm BT /R37 8.9664 Tf 1 0 0 1 308.862 439.433 Tm [ (Figure) -250.986 (1\056) -251.002 (Pictures) -250.991 (in) -251.016 <02727374> -251.008 (ro) 24.9929 (w) -250.991 (sho) 25.012 (w) -250.991 (three) -250.98 (images) -250.997 (all) -250.98 (containing) -250.991 (95) ] TJ 10.959 TL T* [ (people) -304.988 (in) -305.995 (ShanghaiT) 69.9933 (ech) -304.996 (P) 15.0056 (art) ] TJ ET Q 4134.76 4286.73 m 4161.66 4286.73 l S q 10 0 0 10 0 0 cm BT /R37 8.9664 Tf 1 0 0 1 416.166 428.474 Tm [ (B) -304.991 (dataset) -305.993 (\13318\135\054) -318.991 (while) -306.014 (ha) 20.0183 (ving) -304.996 (totally) ] TJ -107.304 -10.959 Td [ (dif) 25.0011 (ferent) -330.022 (spatial) -330.014 (distrib) 20.0129 (utions\056) -551.015 (Pictures) -330.019 (in) -331 (second) -329.997 (ro) 24.9902 (w) -330.019 (sho) 25.012 (w) -330.019 (their) ] TJ 10.9594 TL T* [ (density) -250.019 (maps\056) ] TJ /R37 9.9626 Tf 25.0727 TL T* [ (comes) -205.01 (from) -203.995 (the) -205.017 (prediction) -204.995 (ma) 0.99003 (nn) -1.00964 (e) 1.01454 (r\072) -287.986 (since) -203.995 (the) -205.015 (generated) -204.985 (den\055) ] TJ 11.9563 TL T* [ (sity) -236.015 (v) 24.9811 (alues) -237.009 (follo) 24.9983 (w) -235.997 (the) -235.992 (pix) 14.995 (el\055by\055pix) 15.0024 (el) -235.995 (prediction\054) -238.985 (output) -236.985 (den\055) ] TJ 11.9551 TL T* [ (sity) -347.016 (maps) -346.001 (must) -347.011 (include) -347.021 (spatial) -347.016 (coherence) -345.991 (so) -346.991 (that) -346.986 (the) 14.9877 (y) -346.996 (can) ] TJ T* [ (present) -265.983 (the) -265.987 (smooth) -265.992 (transition) -265.99 (between) -265.99 (nearest) -265.995 (pix) 14.9975 (els\056) -358.009 (Also\054) ] TJ T* [ (the) -237.992 (di) 24.9885 (v) 14.9828 <65727369026564> -238.019 (scenes\054) -241.011 (e\056g\056\054) -241.009 (irre) 15.0122 (gular) -237.99 (cro) 25.0105 (wd) -237.99 (clusters) -238.019 (and) -239.014 (dif\055) ] TJ T* [ (ferent) -349.003 (camera) -349.988 (perspecti) 24.9909 (v) 14.9828 (es\054) -374.011 (w) 10.0032 (ould) -349.015 (mak) 10.013 (e) -349.986 (the) -348.991 (task) -350.005 (dif) 24.986 <0263756c742c> ] TJ T* [ (especially) -308.988 (for) -307.99 (using) -309.017 (traditional) -309.007 (methods) -307.993 (without) -309.007 (deep) -309.007 (neu\055) ] TJ 11.9559 TL T* [ (ral) -212.984 (netw) 10.0081 (orks) -213.011 (\050DNNs\051\056) -298.019 (The) -213.018 (recent) -212.989 (de) 25.0154 (v) 14.9828 (elopment) -212.989 (of) -212.984 (congested) ] TJ 11.9551 TL T* [ (scene) -388.996 (analysi) 1.00228 (s) -388.989 (relays) -388.987 (on) -388.004 (DNN\055based) -388.979 (methods) -388.019 (because) -388.994 (of) ] TJ T* [ (the) -299.002 (high) -300.006 (accurac) 14.9975 (y) -299.004 (the) 14.9852 (y) -299.984 (ha) 19.9967 (v) 14.9828 (e) -299.014 (achie) 25.0154 (v) 14.9828 (ed) -299.989 (in) -299 (semantic) -300.004 (se) 15.0171 (gmen\055) ] TJ T* [ (tation) -212.996 (tasks) -213.004 (\1337\054) -213.018 (8\054) -213.016 (9\054) -211.996 (10\054) -213.011 (11\135) -213.018 (and) -213.018 (the) -213.013 <7369676e690263616e74> -213.013 (progress) -213.009 (the) 14.9877 (y) ] TJ T* [ (ha) 19.9967 (v) 14.9828 (e) -273.998 (made) -273.986 (in) -273.981 (visual) -274.006 (sali) 0.99738 (enc) 15.0122 (y) -273.989 (\13312\135\056) -382.01 (The) -273.989 (additional) -273.993 (bonus) -274.008 (of) ] TJ T* [ (using) -397.983 (DNNs) -397.017 (comes) -397.997 (from) -398.002 (the) -396.983 (enthusiastic) -398.007 (hardw) 10.0032 (are) -397.983 (com\055) ] TJ 11.9559 TL T* [ (munity) -428.985 (where) -428.012 (DNNs) -429.012 (are) -428.017 (rapidly) -429.007 (in) 40.0031 (v) 14.9828 (estig) 5 (ated) -428.002 (and) -428.982 (imple\055) ] TJ 11.9551 TL T* [ (mented) -205.985 (on) -205.995 (GPUs) -206.017 (\13313\135\054) -213.999 (FPGAs) -206.005 (\13314\054) -205.995 (15\054) -205.99 (16\135\054) -215.013 (and) -206 (ASICs) -206.01 (\13317\135\056) ] TJ T* [ (Among) -405.981 (them\054) -445.002 (the) -406.003 (lo) 24.9885 (w\055po) 24.986 (wer) 39.9884 (\054) -444.98 (small\055size) -405.981 (schemes) -405.996 (are) -405.981 (es\055) ] TJ T* [ (pecially) -294.01 (suitable) -294.98 (for) -293.993 (deplo) 10.0179 (ying) -294.985 (congested) -294.01 (scene) -293.99 (analysis) -294.98 (in) ] TJ T* [ (surv) 14.9901 (eillance) -249.988 (de) 25.0154 (vices\056) ] TJ 11.9551 -13.559 Td [ (Pre) 24.9836 (vious) -292.981 (w) 10 (orks) -294.017 (for) -293.012 (congested) -292.99 (scene) -293.01 (analysis) -292.981 (are) -294 (mostly) ] TJ -11.9551 -11.9551 Td [ (based) -305.981 (on) -306.018 (multi\055scale) -305.991 (architectures) -306.998 (\1334\054) -305.983 (5\054) -305.978 (18\054) -306.013 (19\054) -306.013 (20\135\056) -479.008 (The) 14.9828 (y) ] TJ T* [ (ha) 19.9967 (v) 14.9828 (e) -418.014 (achie) 25.0154 (v) 14.9828 (ed) -416.989 (high) -417.987 (performance) -416.989 (in) -417.999 (this) -417.004 <02656c64> -417.984 (b) 20.0016 (ut) -417.019 (the) -417.999 (de\055) ] TJ T* [ (signs) -212.994 (the) 14.9852 (y) -211.999 (used) -213.011 (also) -211.989 (introduce) -212.999 (tw) 10.0081 (o) -211.999 <7369676e690263616e74> -213.013 (disadv) 25 (antages) ] TJ 11.9559 TL T* [ (when) -382.007 (netw) 10.0081 (orks) -380.983 (go) -382.005 (deeper\072) -573.983 (lar) 17.997 (ge) -380.995 (amount) -381.985 (of) -382.015 (training) -381.985 (time) ] TJ 11.9551 TL T* [ (and) -198.001 (non\055ef) 24.9811 (fecti) 25.0179 (v) 14.9828 (e) -198.991 (branch) -198.004 (structure) -199.011 (\050e\056g\056\054) -208 (multi\055column) -199.001 (CNN) ] TJ T* [ (\050MCNN\051) -427.983 (in) -427.995 (\13318\135\051\056) -844.014 (W) 79.9866 (e) -428.012 (design) -427.983 (an) -428.987 (e) 15.0122 (xperiment) -428.017 (to) -427.997 (demon\055) ] TJ T* [ (strate) -205.017 (that) -205.01 (the) -205.017 (MCNN) -206.015 (does) -205.015 (not) -205.005 (perform) -205.015 (better) -205.015 (compared) -205.995 (to) -205.015 (a) ] 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 (1091) Tj T* ET Q endstream endobj 15 0 obj << /Filter /FlateDecode /Resources << /ExtGState << /a0 << /CA 1 /ca 1 >> >> /XObject << /x18 16 0 R >> >> /Length 28 /Group << /Type /Group /S /Transparency /CS /DeviceRGB /I true >> /BBox [ 78 746 96 765 ] /Type /XObject /Subtype /Form >> stream x+O4PH/VЯ0Pp 0 endstream endobj 16 0 obj << /Filter /FlateDecode /Resources 17 0 R /Length 107 /Type /XObject /BBox [ 78 746 96 765 ] /Subtype /Form >> stream xe AC̬wʠ =p,?]%+H-
Jc "82w8VSnGW;"
endstream
endobj
17 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
18 0 obj
<<
/SMask 19 0 R
/Filter /DCTDecode
/BitsPerComponent 8
/Height 470
/Length 59193
/ColorSpace /DeviceRGB
/Width 942
/Subtype /Image
>>
stream
Adobe d C
$, !$4.763.22:ASF:=N>22HbINVX]^]8EfmeZlS[]Y C**Y;2;YYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYY "
} !1AQa"q2#BR$3br
%&'()*456789:CDEFGHIJSTUVWXYZcdefghijstuvwxyz
w !1AQaq"2B #3Rbr
$4%&'()*56789:CDEFGHIJSTUVWXYZcdefghijstuvwxyz ? J;woQ<5~kKG_2M 3;%D V6~E݂qG=>˓f飐pOb?J9s^A=ߜʠ;sHm.fv[6pNUqe#FA;%Xg#^S\ڠzo
hqҭmEQ: WVFDYX1XfܰQKwc,gSݻ'C);=k}۾sv4+Yu%H&FT-V4~u( -A Ge?BOuZ 5|U1qM7ʌlG:ʉ)n̓72/_ƽUi7qQ)xX+H`pqZ`+(!q^̏P? #T7pGi"0\K ~GL$p\.#BqY3NoX4.#|d~h0k#%&"W! 0nHȮMQ/?D6r2zs\yXW*F}qQ$+v+&ѥY]v#
;{ZCYJ -"c^֔v);v}*\z䓷!GǥR!dS9Vb# vTTj搻Z:z͵+RݕVĒOMVktH#`qZwڥf;,|p6aX1;TyiQed 9p 3U*z{0
Hr@2Tޝ=@ْz)?mm?u[d0A.#8CTWTV04 +}*X)*w7?|zTC*i!"9W<gֆ4Bg;-l`dcA-wZde)ط)&(A$CS'JM!l99ǑcS
9l|ݪi"1ީIgeG3A}jYmca09SZXV*GCW&X>OĬ|1IUn`ԢXf_G#8Y\QKb9U,[!*k($fF@hѫ#&-F23ZNf(PҩCYK ĒAg}J"ܿ:ϵO)Xݪ 2AϠK2}%i-jYS'Ȧ |9Χʵ
['#_S!aU%A=x椄%'}^cc?t5v],qЄI
ȅrT UI#6xt&!WPN0;Pۂf qUa&a\881il*z`q["Xg;cs)/AJfaPdh#iFZ3JaRAܡlPM*ďGZ8'=E$J;۠|g
3g0:0I ۫k9YR-c`&ui"e$BFsU(qFMтnQ65?zsԀ;sP