%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 (Mobile Video Object Detection With Temporally\055Aware Feature Maps) /Producer (PyPDF2) /Author (Mason Liu\054 Menglong Zhu) /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 /R38 18 0 R /R37 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 >> /R23 35 0 R /s5 36 0 R /s7 39 0 R >> /Font << /F2 42 0 R /R28 43 0 R /F1 47 0 R /R34 48 0 R /R32 52 0 R /R24 56 0 R /R30 60 0 R /R26 63 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 67 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 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 ] /Type /Page >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 81 0 R /Resources << /ExtGState << /R23 35 0 R >> /Font << /R66 82 0 R /F2 85 0 R /R64 86 0 R /F1 91 0 R /R24 56 0 R /R26 63 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 5 0 obj << /Parent 1 0 R /Rotate 0 /Contents 110 0 R /Resources << /XObject << /R92 111 0 R /R93 112 0 R >> /ExtGState << /R23 35 0 R >> /Font << /R108 113 0 R /R100 117 0 R /F1 120 0 R /R102 121 0 R /R104 124 0 R /R106 128 0 R /R98 131 0 R /R64 86 0 R /R66 82 0 R /F2 134 0 R /R94 135 0 R /R24 56 0 R /R96 140 0 R /R26 63 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 67 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 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 ] /Type /Page >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Contents 163 0 R /Resources << /XObject << /R125 164 0 R /R124 165 0 R >> /ExtGState << /R23 35 0 R >> /Font << /R108 113 0 R /R100 117 0 R /F1 166 0 R /R102 121 0 R /R104 124 0 R /R106 128 0 R /R98 131 0 R /R64 86 0 R /R66 82 0 R /F2 167 0 R /R94 135 0 R /R24 56 0 R /R96 140 0 R /R26 63 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /Group 67 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 168 0 R 169 0 R 170 0 R 171 0 R 172 0 R 173 0 R ] /Type /Page >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 174 0 R /Resources << /ExtGState << /R23 35 0 R >> /Font << /R108 113 0 R /F1 175 0 R /F2 176 0 R /R98 131 0 R /R64 86 0 R /R66 82 0 R /R94 135 0 R /R24 56 0 R /R96 140 0 R /R26 63 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 186 0 R /Resources << /ExtGState << /R23 35 0 R >> /Font << /F2 187 0 R /F1 188 0 R /R98 131 0 R /R66 82 0 R /R94 135 0 R /R24 56 0 R /R26 63 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 189 0 R 190 0 R 191 0 R 192 0 R 193 0 R 194 0 R ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 195 0 R /Resources << /ExtGState << /R23 35 0 R >> /Font << /R163 196 0 R /F2 200 0 R /F1 201 0 R /R98 131 0 R /R64 86 0 R /R66 82 0 R /R94 135 0 R /R24 56 0 R /R96 140 0 R /R26 63 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 202 0 R 203 0 R 204 0 R 205 0 R 206 0 R 207 0 R 208 0 R ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 209 0 R /Resources << /XObject << /R181 210 0 R /R180 211 0 R /R183 212 0 R /R182 213 0 R /R185 214 0 R /R184 215 0 R /R187 216 0 R /R186 217 0 R /R189 218 0 R /R188 219 0 R /R190 220 0 R /R191 221 0 R /R178 222 0 R /R179 223 0 R /R174 224 0 R /R175 225 0 R /R169 226 0 R /R177 227 0 R /R170 228 0 R /R171 229 0 R /R172 230 0 R /R173 231 0 R /R192 232 0 R /R176 233 0 R >> /ExtGState << /R23 35 0 R >> /Font << /R66 82 0 R /F2 234 0 R /F1 235 0 R /R94 135 0 R /R24 56 0 R /R26 63 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 236 0 R /Resources << /ExtGState << /R23 35 0 R >> /Font << /F2 237 0 R /F1 238 0 R /R32 52 0 R /R24 56 0 R /R26 63 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 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 280 0 R 281 0 R 282 0 R 283 0 R 284 0 R 285 0 R ] >> endobj 12 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 286 0 R /Resources << /ExtGState << /R23 35 0 R >> /Font << /F2 287 0 R /F1 288 0 R /R32 52 0 R /R26 63 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 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 ] >> endobj 13 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 14 0 obj << /Length 14397 >> stream q q q 0.1 0 0 0.1 0 0 cm /R23 gs 0 g q 10 0 0 10 0 0 cm BT /R24 14.3462 Tf 1 0 0 1 84.666 675.067 Tm [ (Mobile) -249.99 (V) 37.0137 (ideo) -250.003 (Object) -249.998 (Detection) -250.003 (with) -250.013 (T) 91.9897 (emporally\055A) 89.9952 (war) 17.998 (e) -249.998 (F) 24.9889 (eatur) 17.9912 (e) -249.998 (Maps) ] TJ /R26 11.9552 Tf 114.048 -37.8582 Td [ (Mason) -250 (Liu) ] TJ -6.10313 -13.9469 Td [ (Geor) 18.0034 (gia) -250 (T) 70.0164 (ech) ] TJ /R28 7.9701 Tf 64.343 4.33789 Td [ <03> -0.30019 ] TJ /R30 8.9664 Tf -85.9699 -18.2859 Td (masonliuw\100gatech\056edu) Tj /R26 11.9552 Tf 166.449 27.8949 Td [ (Menglong) -250.008 (Zhu) ] TJ 18.1 -13.9469 Td (Google) Tj /R30 8.9664 Tf -33.5098 -13.948 Td (menglong\100google\056com) Tj /R24 11.9552 Tf -176.028 -41.0461 Td (Abstract) Tj /R32 9.9626 Tf -83.9281 -24.7359 Td [ (This) -430.994 (paper) -431.009 (intr) 44.9986 (oduces) -431.014 (an) -431.016 (online) -431.002 (model) -431.992 (for) -431.009 (object) -431.011 (de\055) ] TJ -11.9547 -11.9551 Td [ (tection) -528.007 (in) -528.017 (videos) -528.015 (designed) -528.005 (to) -528.017 (run) -528.014 (in) -528.017 (r) 37.0183 (eal\055time) -528.012 (on) -528.02 (low\055) ] TJ 11.9551 TL T* [ (power) 37 (ed) -196.006 (mobile) -197.003 (and) -195.992 (embedded) -195.997 (de) 15.0183 (vices\056) -291.988 (Our) -195.992 (appr) 44.9949 (oac) 14.9828 (h) -196.982 (com\055) ] TJ T* [ (bines) -286.012 (fast) -286.985 (single\055ima) 9.99711 (g) 10.0032 (e) -285.996 (object) -286.995 (detection) -286.006 (with) -287.018 (con) 39.9982 (volutional) ] TJ T* [ (long) -314.984 (short) -315.996 (term) -314.994 (memory) -316.017 (\050LSTM\051) -315.016 (layer) 10.0081 (s) -315.001 (to) -316.013 (cr) 37.0159 (eate) -315.004 (an) -316.016 (inter) 20.0187 (\055) ] TJ T* [ (weaved) -296.999 (r) 37.0196 (ecurr) 36.9828 (ent\055con) 40.0031 (volutional) -297 (ar) 36.9852 (c) 15.0122 (hitectur) 37.0036 (e) 15.0122 (\056) -450.981 (Additionally) 54.9933 (\054) ] TJ 11.9563 TL T* [ (we) -455.013 (pr) 44.9839 (opose) -455.986 (an) -455.012 (ef) 18 <026369656e74> -455.986 (Bottlenec) 20.0187 (k\055LSTM) -454.995 (layer) -455.012 (that) -456.017 (sig\055) ] TJ 11.9547 TL T* [ <6e690263616e746c79> -311.013 (r) 37.0196 (educes) -311.003 (computational) -310.984 (cost) -310.993 (compar) 36.9938 (ed) -311.987 (to) -310.995 (r) 37.0183 (e) 39.9884 (gular) ] TJ T* [ (LSTMs\056) -519.007 (Our) -320.011 (network) -319.017 (ac) 15.0183 (hie) 14.9852 (ves) -319.988 (tempor) 15 (al) -318.993 (awar) 37.0036 (eness) -320.018 (by) -319.986 (us\055) ] TJ T* [ (ing) -227.004 (Bottlenec) 20.0187 (k\055LSTMs) -226.006 (to) -227.009 (r) 37.0196 <65026e65> -227.02 (and) -225.987 (pr) 44.9839 (opa) 10.013 (gate) -227.009 (featur) 37.0012 (e) -226.987 (maps) ] TJ T* [ (acr) 45.0188 (oss) -195.009 (fr) 14.9914 (ames\056) -292.017 (This) -194.993 (appr) 44.9937 (oac) 14.984 (h) -196.002 (is) -195.013 (substantially) -194.997 (faster) -195 (than) -195.984 (e) 19.9918 (x\055) ] TJ T* [ (isting) -249.019 (detection) -248.994 (methods) -248.01 (in) -249.005 (video\054) -249.006 (outperforming) -248.995 (the) -249.01 (fastest) ] TJ 11.9563 TL T* [ (single\055fr) 15.014 (ame) -317.982 (mo) -1.01209 (de) 0.98145 (ls) -318.992 (in) -318.993 (model) -318.009 (size) -318.991 (and) -318.011 (computational) -318.984 (cost) ] TJ 11.9551 TL T* [ (while) -276.004 (attaining) -276.018 (accur) 14.9852 (acy) -275.017 (compar) 14.9975 (able) -276.02 (to) -275.981 (muc) 14.9803 (h) -275.988 (mor) 36.9889 (e) -275.998 (e) 19.9918 (xpen\055) ] TJ T* [ (sive) -194.983 (single\055fr) 15.014 (ame) -194.003 (models) -195.004 (on) -195.016 (the) -195.019 (Ima) 10.0032 (g) 10.0032 (enet) -194.004 (VID) -194.985 (2015) -195.007 (dataset\056) ] TJ T* [ (Our) -294.996 (model) -296.013 (r) 37.0196 (eac) 15.0134 (hes) -295.002 (a) -295.985 (r) 37.0196 (eal\055time) -294.992 (infer) 36.9951 (ence) -295.997 (speed) -295.002 (of) -296.017 (up) -295 (to) -296.017 (15) ] TJ T* [ (FPS) -249.985 (on) -249.988 (a) -249.993 (mobile) -250.013 (CPU) 24.9958 (\056) ] TJ /R24 11.9552 Tf 38.341 TL T* [ (1\056) -249.99 (Intr) 18.0146 (oduction) ] TJ /R26 9.9626 Tf 11.9547 -19.7539 Td [ (Con) 40.0166 (v) 20.0016 (olutional) -192.002 (neural) -192.982 (netw) 10.0094 (orks) -191.995 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 188.87 294.155 Tm (24) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 198.833 294.155 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 203.236 294.155 Tm (35) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 213.199 294.155 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 217.612 294.155 Tm (36) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 227.575 294.155 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 231.978 294.155 Tm (12) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 241.941 294.155 Tm [ (\135) -192.01 (ha) 19.9967 (v) 14.9828 (e) -192.992 (been) ] TJ -191.829 -11.9551 Td [ <02726d6c79> -222.006 (establ) 0.99677 (ished) -221.984 (as) -222 (the) -221.015 (state\055of\055the\055art) -221.99 (in) -221.01 (single\055image) -222.002 (ob\055) ] TJ 11.9551 TL T* [ (ject) -313.981 (detection) -314.003 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 110.595 270.245 Tm (8) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 115.576 270.245 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 121.185 270.245 Tm (11) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 131.148 270.245 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 136.766 270.245 Tm (32) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 146.729 270.245 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 152.348 270.245 Tm (28) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 162.31 270.245 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 167.929 270.245 Tm (4) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 172.91 270.245 Tm [ (\135\056) -501.016 (Ho) 24.9836 (we) 25.013 (v) 14.9828 (er) 39.986 (\054) -329.982 (the) -314.019 (lar) 17.997 (ge) -313.987 (mem\055) ] TJ -122.798 -11.9547 Td [ (ory) -263.988 (o) 14.9828 (v) 14.9828 (erhead) -264.982 (and) -263.989 (slo) 24.9946 (w) -265.012 (computation) -263.984 (time) -264.993 (of) -263.993 (these) -265.005 (netw) 10.0081 (orks) ] TJ 11.9551 TL T* [ (ha) 19.9973 (v) 14.9828 (e) -343.986 (limited) -344.999 (their) -344.009 (practical) -344.015 (applications\056) -592.994 (In) -344.999 (particular) 40.0056 (\054) -368.015 (ef\055) ] TJ T* [ <026369656e63> 14.9914 (y) -279.007 (is) -278.999 (a) -279.017 (primary) -278.994 (consideration) -279.015 (when) -279.985 (designing) -279.01 (models) ] TJ 11.9559 TL T* [ (for) -315.988 (mobile) -315.993 (and) -315.98 (embedded) -316.006 (platforms\056) -507.018 (Recently) 64.9941 (\054) -333 (ne) 25.0154 (w) -315.984 (archi\055) ] TJ 11.9551 TL T* [ (tectures) -380.986 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 88.209 210.469 Tm (17) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 98.1715 210.469 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 104.458 210.469 Tm (40) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 114.42 210.469 Tm [ (\135) -380.999 (ha) 19.9979 (v) 14.9828 (e) -380.02 (allo) 24.9909 (wed) -380.992 (neural) -380.99 (netw) 10.0081 (orks) -380.983 (to) -380.983 (run) -380.988 (on) ] TJ -64.3082 -11.9551 Td [ (lo) 24.9885 (w) -382.992 (computational) -382.001 (b) 20.0016 (udgets) -383.01 (with) -381.993 (competiti) 25.0179 (v) 14.9828 (e) -383 (performance) ] TJ 11.9551 TL T* [ (in) -358.987 (single\055image) -360.02 (object) -358.983 (detection\056) -639.005 (Ho) 24.9836 (we) 25.013 (v) 14.9828 (er) 39.986 (\054) -386.992 (the) -358.992 (video) -360.001 (do\055) ] TJ T* [ (main) -348 (presents) -348.983 (the) -348.013 (additional) -349 (opportunit) 0.99003 (y) -348.996 (and) -348.015 (challenge) -348.988 (of) ] TJ T* [ (le) 25.0185 (v) 14.9828 (eraging) -364.987 (temporal) -365.013 (cues\054) -392.988 (and) -364.992 (it) -364.983 (has) -364.01 (been) -364.995 (unclear) -364.998 (ho) 24.986 (w) -364.995 (to) ] TJ 11.9563 TL T* [ (mak) 10.0112 (e) -248.002 (a) -248.002 (comparably) -246.994 (ef) 25.0081 <026369656e74> -248.013 (detection) -248.014 (frame) 25.013 (w) 10 (ork) -247.99 (for) -248 (video) ] TJ 11.9547 TL T* [ (scenes\056) -638.985 (This) -359.996 (paper) -359.982 (in) 40.0056 (v) 14.9828 (estig) 5 (ates) -360.013 (the) -358.992 (idea) -360.016 (of) -360.016 (b) 20.0016 (uilding) -360.016 (upon) ] TJ T* [ (these) -392.003 (single\055frame) -393.013 (models) -391.982 (by) -392.983 (adding) -391.99 (temporal) -393.008 (a) 15.0122 (w) 10 (areness) ] TJ T* [ (while) -205.007 (preserving) -205.986 (their) -205.012 (speed) -205.997 (and) -205.018 (lo) 24.9885 (w) -204.983 (resource) -206.007 (consumption\056) ] TJ 11.9547 -12.7801 Td [ (V) 59.9931 (ideos) -312.988 (contain) -314.005 (v) 24.9811 (arious) -312.991 (temporal) -314.002 (cues) -313.004 (which) -314.011 (can) -313.009 (be) -313.987 (e) 15.0122 (x\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 /R34 5.9776 Tf 1 0 0 1 60.141 83.8129 Tm [ <03> -0.90058 ] TJ /R26 7.9701 Tf 4.3168 -2.81289 Td [ (This) -249.99 (w) 10.0129 (ork) -250.016 (w) 10.0121 (as) -250.004 (done) -249.991 (while) -249.984 (interning) -250.013 (at) -249.993 (Google\056) ] TJ ET Q q 1485.02 0 0 1899.11 3527.36 3883.18 cm /R38 Do Q q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 308.862 369.987 Tm [ (Figure) -310.002 (1\072) -431.014 (Most) -311.017 (recent) -309.992 (video) -310.987 (object) -310.012 (detection) -310.002 (methods) -311.012 (still) ] TJ 11.9563 TL T* [ (partially) -248.99 (rely) -249.012 (on) -249.007 (single\055image) -249.017 (detectors\054) -249.003 (meaning) -250.012 (that) -249.003 (a) -248.983 (k) 10.0032 (e) 15.0122 (y) ] TJ 11.9547 TL T* [ (step) -217.008 (in) -215.991 (the) -217.015 (process) -215.993 (f) 9.99588 (ails) -217.005 (to) -217.013 (utilize) -216.018 (temporal) -216.998 (information\056) -299.004 (Our) ] TJ T* [ (w) 10 (ork) -271.006 (augments) -270.982 (these) -269.984 (base) -271.014 (detectors) -270.999 (by) -271.004 (directly) -270.994 (incorporat\055) ] TJ T* [ (ing) -193.99 (temporal) -193.002 (conte) 14.9852 (xt) -193.995 (without) -194.007 <73616372690263696e67> -194.017 (the) -193.017 (ef) 25.0056 <026369656e63> 14.9926 (y) -194.002 (of) -194.007 (the) ] TJ T* [ (f) 9.99588 (astest) -250.02 (single\055image) -249.997 (detectors\056) ] TJ 36.4437 TL T* [ (ploited) -297.997 (to) -298.016 (obtain) -298.004 (more) -298.019 (accurate) -298.004 (and) -299.004 (stable) -298.014 (object) -298.014 (detection) ] TJ 11.9551 TL T* [ (than) -269.982 (in) -269.982 (single) -268.987 (images\056) -369.992 (Since) -268.994 (videos) -270.009 (e) 15.0122 (xhibit) -270 (temporal) -270.009 (conti\055) ] TJ T* [ (nuity) 64.999 (\054) -325.982 (object) 0.99493 (s) -311.002 (in) -310.014 (adjacent) -311.002 (frames) -309.983 (will) -310.982 (remai) 0.99003 (n) -311.002 (in) -310.017 (similar) -311.012 (lo\055) ] TJ T* [ (cations) -355.017 (and) -354.014 (detections) -355.009 (will) -353.995 (not) -354.98 (v) 24.9811 (ary) -353.985 (substantially) 64.9892 (\056) -624.009 (Hence\054) ] TJ 11.9559 TL T* [ (detection) -228.016 (information) -227.996 (from) -229.011 (earlier) -228.006 (frames) -227.996 (can) -228.006 (be) -228.001 (used) -229.011 (t) 0.98513 (o) -229.016 (re\055) ] TJ 11.9551 TL T* [ <026e65> -241.004 (predictions) -240.002 (at) -241.016 (the) -239.992 (current) -241.019 (frame\056) -307.008 (F) 14.9926 (or) -241.019 (instance\054) -242.018 (since) -241.009 (the) ] TJ T* [ (netw) 10.0081 (ork) -316.999 (is) -316.994 (able) -315.984 (to) -316.994 (vie) 24.9836 (w) -317.003 (an) -317.006 (object) -316.011 (at) -317.001 (dif) 24.986 (ferent) -317.011 (poses) -316.986 (across) ] TJ T* [ (frames\054) -271.009 (it) -267 (may) -267.002 (be) -267.014 (able) -267.012 (to) -267.002 (detect) -267.009 (the) -267.004 (object) -267 (more) -267.004 (accurately) 65.0088 (\056) ] TJ T* [ (The) -376.011 (netw) 10.0081 (ork) -374.989 (will) -375.991 (also) -376 (become) -376.006 (more) -374.986 <636f6e0264656e74> -375.981 (about) -375.996 (pre\055) ] TJ T* [ (dictions) -384.014 (o) 14.9828 (v) 14.9828 (er) -383.982 (time\054) -417.984 (reducing) -384 (the) -384.005 (problem) -383.99 (of) -384.014 (instability) -383.995 (in) ] TJ 11.9559 TL T* [ (single\055image) -249.997 (object) -249.983 (detection) -250.012 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 431.99 154.215 Tm (37) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 441.952 154.215 Tm (\135\056) Tj -121.135 -13.4391 Td [ (Recent) -271.982 (w) 10 (ork) -271.986 (has) -271.986 (sho) 24.9934 (wn) -271.984 (that) -272.018 (this) -272.009 (continuity) -271.984 (e) 15.0122 (xtends) -272.009 (into) ] TJ -11.9551 -11.9551 Td [ (the) -320.998 (feature) -321.013 (space\054) -339.002 (and) -321 (intermediate) -321.015 (feature) -321.01 (maps) -320.986 (e) 15.0122 (xtracted) ] TJ 11.9559 TL T* [ (from) -221.992 (neighboring) -222 (frames) -222 (of) -220.983 (video) -221.983 (are) -222.012 (also) -221.987 (highly) -222.007 (correlated) ] TJ 11.9551 TL (\133) ' ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 312.18 104.91 Tm (43) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.9626 Tf 1 0 0 1 322.142 104.91 Tm [ (\135\056) -761.99 (In) -400.989 (our) -400.985 (w) 10 (ork\054) -439.015 (we) -400.014 (are) -401.002 (interested) -401.012 (in) -401.021 (adding) -401.007 (temporal) ] TJ -13.2801 -11.9551 Td [ (a) 15.0122 (w) 10 (areness) -368.997 (in) -368.985 (the) -368.99 (feature) -367.985 (space) -368.997 (as) -368.997 (opposed) -369.012 (to) -368.987 (only) -369.012 (on) -368.987 (the) ] TJ 11.9551 TL T* [ <026e616c> -353.017 (detections) -353.99 (due) -352.995 (to) -354.007 (the) -352.99 (greater) -353.985 (quantity) -353 (of) -354.019 (information) ] 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 (5686) 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 665 /Length 39858 /ColorSpace /DeviceRGB /Width 520 /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 ? /\>F~;gҫG/?OZQ1 "d:c#ڰsw6QV:H_q ]?ԭ-yjPv1Qr=aʍI~PM_i ֩ xg W6r 8ՃO|}wa u| ji\Zg Zi"&2yyKMӶxxm_ҹQA?J : 9>Dl7 - ROaesK)(r#YP}?{ ֥O " v uÒ'@!#? Z k? Z1Q2HkwÑ6qkEة&