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4 (t) ] TJ 2.85469 -18.1535 Td (2D CNN) Tj ET Q 3092.02 5050.35 m 3092.02 5057.61 3097.91 5063.5 3105.16 5063.5 c 3485.18 5063.5 l 3492.44 5063.5 3498.32 5057.61 3498.32 5050.35 c 3498.32 4939.27 l 3498.32 4932.01 3492.44 4926.12 3485.18 4926.12 c 3105.16 4926.12 l 3097.91 4926.12 3092.02 4932.01 3092.02 4939.27 c h S q 10 0 0 10 0 0 cm BT /R33 7.07268 Tf 1 0 0 1 316.763 443.441 Tm [ (Kin) 4.02145 (et) 4.0249 (ics) ] TJ ET Q 0.80859 0.28589 0.12207 RG 3092.02 4516.73 m 3092.02 4523.98 3097.91 4529.87 3105.16 4529.87 c 3485.18 4529.87 l 3492.44 4529.87 3498.32 4523.98 3498.32 4516.73 c 3498.32 4405.64 l 3498.32 4398.38 3492.44 4392.5 3485.18 4392.5 c 3105.16 4392.5 l 3097.91 4392.5 3092.02 4398.38 3092.02 4405.64 c h S q 10 0 0 10 0 0 cm BT /R33 7.07268 Tf 1 0 0 1 316.834 425.287 Tm [ (3D CN) 3.98693 (N) ] TJ ET Q 3092.02 4335.39 m 3092.02 4342.67 3097.91 4348.55 3105.19 4348.55 c 3485.16 4348.55 l 3492.44 4348.55 3498.32 4342.67 3498.32 4335.39 c 3498.32 4224.08 l 3498.32 4216.8 3492.44 4210.91 3485.16 4210.91 c 3105.19 4210.91 l 3097.91 4210.91 3092.02 4216.8 3092.02 4224.08 c h S 44.2042 w 0.12207 0.27808 0.5332 RG 3546.5 5085.47 m 4683.32 5085.47 l S 0.12207 0.27808 0.5332 rg 4638.5 5167.92 m 4780.38 5085.6 l 4638.5 5003.28 l f* 6.6174 w 4842.98 5066.83 m 4842.98 5070.98 4846.36 5074.35 4850.5 5074.35 c 5398.2 5074.35 l 5402.35 5074.35 5405.73 5070.98 5405.73 5066.83 c 5405.73 4944.5 l 5405.73 4940.35 5402.35 4936.98 5398.2 4936.98 c 4850.5 4936.98 l 4846.36 4936.98 4842.98 4940.35 4842.98 4944.5 c h S 0 g q 10 0 0 10 0 0 cm BT /R33 7.06738 Tf 1 0 0 1 495.451 498.275 Tm [ (Captionin) 3.0123 (g) ] TJ 1.94102 32.123 Td [ (Det) 3.97264 (ection) ] TJ ET Q 4842.98 5389.5 m 4842.98 5393.64 4846.36 5397.02 4850.5 5397.02 c 5398.2 5397.02 l 5402.35 5397.02 5405.73 5393.64 5405.73 5389.5 c 5405.73 5267.16 l 5405.73 5263.02 5402.35 5259.64 5398.2 5259.64 c 4850.5 5259.64 l 4846.36 5259.64 4842.98 5263.02 4842.98 5267.16 c h S q 10 0 0 10 0 0 cm BT /R33 7.06738 Tf 1 0 0 1 490.536 514.055 Tm [ (Se) 2.97775 (gment) 2.99157 (ation) ] TJ ET Q 4842.98 5228.27 m 4842.98 5232.44 4846.36 5235.82 4850.52 5235.82 c 5398.18 5235.82 l 5402.35 5235.82 5405.73 5232.44 5405.73 5228.27 c 5405.73 5105.72 l 5405.73 5101.55 5402.35 5098.18 5398.18 5098.18 c 4850.52 5098.18 l 4846.36 5098.18 4842.98 5101.55 4842.98 5105.72 c h S 0.94922 g 3668.13 5388.24 m 3668.13 5394.19 3672.94 5399 3678.89 5399 c 4523.45 5399 l 4529.41 5399 4534.21 5394.19 4534.21 5388.24 c 4534.21 4782.95 l 4534.21 4777.01 4529.41 4772.18 4523.45 4772.18 c 3678.89 4772.18 l 3672.94 4772.18 3668.13 4777.01 3668.13 4782.95 c f* 8.73497 w 1 J 1 j 3790.82 4897.8 m 4009.72 4897.8 l 4228.62 4940.68 l 4447.53 5337.2 l S 0 g q 10 0 0 10 0 0 cm BT /R30 5.29392 Tf 1 0 0 1 376.13 482.704 Tm [ <046200160017> -2723.98 <046200160018> -2822.34 <046200160019> -2821.89 <04620016001a> ] TJ /R33 5.29392 Tf 0 1 -1 0 376.708 490.709 Tm [ (Dept) 3.95685 (h ) -10.0074 (of ) -4.01219 (2D ) -3.03451 (CNNs) ] TJ ET Q 0.12207 0.27808 0.5332 rg 5124.22 4903.23 m 5132.85 4903.23 5139.84 4896.23 5139.84 4887.61 c 5139.84 4878.98 5132.85 4871.99 5124.22 4871.99 c 5115.6 4871.99 5108.61 4878.98 5108.61 4887.61 c 5108.61 4896.23 5115.6 4903.23 5124.22 4903.23 c f* 2.11757 w 8 M 0 J 0 j 0.07837 0.19604 0.38403 RG 5124.22 4903.23 m 5132.85 4903.23 5139.84 4896.23 5139.84 4887.61 c 5139.84 4878.98 5132.85 4871.99 5124.22 4871.99 c 5115.6 4871.99 5108.61 4878.98 5108.61 4887.61 c 5108.61 4896.23 5115.6 4903.23 5124.22 4903.23 c h S 5124.22 4854.79 m 5132.85 4854.79 5139.84 4847.79 5139.84 4839.17 c 5139.84 4830.54 5132.85 4823.55 5124.22 4823.55 c 5115.6 4823.55 5108.61 4830.54 5108.61 4839.17 c 5108.61 4847.79 5115.6 4854.79 5124.22 4854.79 c f* 5124.22 4854.79 m 5132.85 4854.79 5139.84 4847.79 5139.84 4839.17 c 5139.84 4830.54 5132.85 4823.55 5124.22 4823.55 c 5115.6 4823.55 5108.61 4830.54 5108.61 4839.17 c 5108.61 4847.79 5115.6 4854.79 5124.22 4854.79 c h S 5124.22 4806.08 m 5132.85 4806.08 5139.84 4799.09 5139.84 4790.46 c 5139.84 4781.84 5132.85 4774.85 5124.22 4774.85 c 5115.6 4774.85 5108.61 4781.84 5108.61 4790.46 c 5108.61 4799.09 5115.6 4806.08 5124.22 4806.08 c f* 5124.22 4806.08 m 5132.85 4806.08 5139.84 4799.09 5139.84 4790.46 c 5139.84 4781.84 5132.85 4774.85 5124.22 4774.85 c 5115.6 4774.85 5108.61 4781.84 5108.61 4790.46 c 5108.61 4799.09 5115.6 4806.08 5124.22 4806.08 c h S [ 26.4696 19.8522 ] 0 d 6.6174 w 0.80859 0.28589 0.12207 RG 4842.98 4356.63 m 4842.98 4360.8 4846.36 4364.17 4850.52 4364.17 c 5398.18 4364.17 l 5402.35 4364.17 5405.73 4360.8 5405.73 4356.63 c 5405.73 4234.07 l 5405.73 4229.91 5402.35 4226.53 5398.18 4226.53 c 4850.52 4226.53 l 4846.36 4226.53 4842.98 4229.91 4842.98 4234.07 c h S 0.33301 g q 10 0 0 10 0 0 cm BT /R33 7.06738 Tf 1 0 0 1 493.009 427.223 Tm [ (Optical ) 5.99696 (Flow) ] TJ 4.38281 32.1254 Td [ (Det) 3.97264 (ection) ] TJ ET Q [ 26.4696 19.8522 ] 0 d 4842.98 4679.29 m 4842.98 4683.46 4846.36 4686.84 4850.52 4686.84 c 5398.18 4686.84 l 5402.35 4686.84 5405.73 4683.46 5405.73 4679.29 c 5405.73 4556.74 l 5405.73 4552.57 5402.35 4549.2 5398.18 4549.2 c 4850.52 4549.2 l 4846.36 4549.2 4842.98 4552.57 4842.98 4556.74 c h S q 10 0 0 10 0 0 cm BT /R33 7.06738 Tf 1 0 0 1 488.595 443.006 Tm [ (Summariz) 4.02791 (ation) ] TJ ET Q [ 26.4696 19.8522 ] 0 d 4842.98 4517.83 m 4842.98 4522 4846.36 4525.37 4850.52 4525.37 c 5398.18 4525.37 l 5402.35 4525.37 5405.73 4522 5405.73 4517.83 c 5405.73 4395.27 l 5405.73 4391.11 5402.35 4387.73 5398.18 4387.73 c 4850.52 4387.73 l 4846.36 4387.73 4842.98 4391.11 4842.98 4395.27 c h S [ ] 0 d 4.49983 w 5124.35 4192.91 m 5132.98 4192.91 5139.97 4185.86 5139.97 4177.16 c 5139.97 4168.47 5132.98 4161.41 5124.35 4161.41 c 5115.73 4161.41 5108.73 4168.47 5108.73 4177.16 c 5108.73 4185.86 5115.73 4192.91 5124.35 4192.91 c h S 5124.35 4144.21 m 5132.98 4144.21 5139.97 4137.22 5139.97 4128.59 c 5139.97 4119.97 5132.98 4112.98 5124.35 4112.98 c 5115.73 4112.98 5108.73 4119.97 5108.73 4128.59 c 5108.73 4137.22 5115.73 4144.21 5124.35 4144.21 c h S 5124.35 4095.51 m 5132.98 4095.51 5139.97 4088.51 5139.97 4079.89 c 5139.97 4071.27 5132.98 4064.27 5124.35 4064.27 c 5115.73 4064.27 5108.73 4071.27 5108.73 4079.89 c 5108.73 4088.51 5115.73 4095.51 5124.35 4095.51 c h S 0.80859 0.28589 0.12207 rg q 10 0 0 10 0 0 cm BT /R35 21.1757 Tf 1 0 0 1 464.697 406.536 Tm (\077) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R33 4.84394 Tf 1 0 0 1 315.504 527.841 Tm [ (1\0562M ) -4.96957 (im) 3.96154 (ag) -3.01904 (es) ] TJ 0.76328 -71.2715 Td [ (300K) -3.0392 ( ) -1.99085 (video) 3.02408 (s) ] TJ /R33 6.16742 Tf 53.4004 87.127 Td [ (Succe) 2.97288 (ss ) -7.00269 (in) -2.03074 ( ) 3.01246 (imag) -1.97928 (e recogni) -3.02434 (tion) -4762.67 (Advances ) -8.0042 (in) -2.0347 ( ) 3.01642 (othe) 3.98231 (r ) -4.9957 (tasks) ] TJ /R33 6.17271 Tf -0.01758 -145.207 Td [ (Su) 3.01779 (cces) 3.9868 (s ) -6.97295 (in action re) 3.97889 (cogni) -3.01383 (tion) ] TJ ET Q [ 34.9399 26.2049 ] 0 d 8.73497 w 0.12207 0.27808 0.5332 RG 3830.79 5339.58 m 4451.87 5339.58 l S 0.12207 0.27808 0.5332 rg q 10 0 0 10 0 0 cm BT /R33 5.29392 Tf 1 0 0 1 382.895 526.083 Tm [ (15) 3.9753 (2 ) -4.02603 (lay) -3.97991 (ers) ] TJ ET Q 0 g q 10 0 0 10 0 0 cm BT /R30 5.29392 Tf 1 0 0 1 441.219 411.792 Tm <04620016001c> Tj -49.207 0 Td [ <046200160019> -4873.19 <04620016001b> ] TJ ET Q [ 34.9399 26.2049 ] 0 d 0.80859 0.28589 0.12207 RG 3830.79 4626.75 m 4451.87 4626.75 l S 0.80859 0.28589 0.12207 rg q 10 0 0 10 0 0 cm BT /R33 5.29392 Tf 1 0 0 1 382.895 454.732 Tm [ (15) 3.9753 (2 ) -4.02603 (lay) -3.97991 (ers) ] TJ 7.51719 TL T* [ (\050t) 4.02603 (his ) -11.0174 (stu) 3.98914 (dy) -2.00149 (\051) ] TJ ET Q Q 0 g q 10 0 0 10 0 0 cm BT /R19 8.9664 Tf 1 0 0 1 308.862 379.446 Tm [ (F) 15.0056 (igure) -384.01 (1\072) -629.991 (R) 25.0202 (ecent) -383.988 (adv) 24.9875 (ances) -384.996 (in) -384.018 (computer) -384.018 (vision) -385.009 (f) 39.9767 (or) -384.002 (imag) 25.0066 (es) -384.002 (\050top\051) ] TJ 10.959 TL T* [ (and) -311.991 (videos) -312.979 (\050bottom\051\056) -547.99 (The) -312.999 (use) -311.988 (of) -312.99 (v) 34.983 (er) -19.9856 (y) -312.016 (deep) -313.012 (2D) -311.983 (CNNs) -313.018 (trained) -312.005 (on) ] TJ T* [ (Imag) 24.982 (eN) 15.0028 (et) -293.99 (g) 25.0066 (enerates) -294.012 (outs) 15 (tanding) -294.981 (prog) -9.99282 (ress) -294.001 (in) -294.012 (imag) 25.0066 (e) -293.996 (recognition) -294.007 (as) ] TJ T* [ (w) 30.0057 (ell) -245.012 (as) -245.984 (in) -245.004 (v) 25.0066 (ar) -19.9856 (ious) -244.998 (other) -245.995 (tasks\056) -359 (Can) -245.017 (the) -245.981 (use) -244.985 (of) -244.985 (3D) -245.981 (CNNs) -245.012 (trained) -245.001 (on) ] TJ T* [ (Kinetics) -238.014 (g) 25.0066 (enerates) -238.989 (similar) -237.99 (prog) -9.99282 (ress) -238.978 (in) -237.987 (computer) -238.989 (vision) -238.02 (f) 39.9767 (or) -238.014 (videos\077) ] TJ /R19 9.9626 Tf 37.3359 TL T* [ (than) -332.011 (a) -331.989 (million) -332.011 (imag) 24.9958 (es\054) -352.015 (has) -332.018 (contr) -19.9869 (ibuted) -331.999 (subs) 15.0024 (tantiall) 25.0105 (y) -332.018 (to) -332.013 (the) ] TJ 11.9563 TL T* [ (creation) -277.985 (of) -277.99 (successful) -278.012 (vision\055based) -277.993 (algor) -19.9869 (ithms\056) -446.004 (In) -277.993 (addition) ] TJ 11.9551 TL T* [ (to) -318.993 (suc) 14.9852 (h) -319.981 (lar) 15.0171 (g) 24.9811 (e\055scale) -319.013 (datasets\054) -336.003 (a) -319.991 (lar) 15.0171 (g) 24.9811 (e) -319.01 (number) -318.986 (of) -319.986 (algor) -19.9869 (ithms\054) ] TJ T* [ (suc) 14.9852 (h) -342.016 (as) -341 (residual) -342.002 (lear) -20.0016 (ning) -341.997 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 416.598 262.408 Tm (10) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 426.561 262.408 Tm [ (\135\054) -364.998 (ha) 29.995 (v) 35.0187 (e) -341.007 (been) -341.982 (used) -342.012 (to) -342.012 (impro) 35 (v) 35.0187 (e) ] TJ -117.698 -11.9551 Td [ (imag) 24.9958 (e) -222.007 (classi\034cation) -221.012 (per) -20 (f) 39.9909 (or) -19.9967 (mance) -221.997 (b) 30 (y) -221.017 (adding) -222.017 (increased) -221.997 (depth) ] TJ 11.9551 TL T* [ (to) -360.006 (CNNs\054) -387.007 (and) -358.994 (the) -360.011 (use) -358.992 (of) -360.018 (v) 35.0187 (er) -20.0065 (y) -358.994 (deep) -360.018 (CNNs) -359.994 (trained) -358.984 (on) -360.009 (Im\055) ] TJ 11.9559 TL T* [ (ag) 25.0154 (eN) 15.0147 (et) -430.004 (ha) 29.995 (v) 35.0187 (e) -430.012 (f) 25.013 (acilitated) -431.002 (the) -429.997 (acq) 9.99343 (uisition) -429.997 (of) -430.007 (g) 24.9811 (ener) -20.0016 (ic) -430.982 (f) 35.0089 (eature) ] TJ 11.9551 TL T* [ (representation\056) -603.01 (Using) -331.016 (suc) 14.9828 (h) -330.018 (f) 35.0089 (eature) -331.008 (representation\054) -351.015 (in) -330.994 (tur) -19.9869 (n\054) ] TJ T* [ (has) -251.99 (signi\034cantl) 24.9934 (y) -251.992 (impro) 35.0015 (v) 35.0187 (ed) -251.017 (the) -251.987 (per) -20.0016 (f) 39.9884 (or) -19.9967 (mance) -251.992 (of) -251.997 (se) 25.0154 (v) 35.0187 (eral) -252.002 (other) ] TJ T* [ (tasks) -159.993 (including) -158.991 (object) -159.998 (detection\054) -177.005 (semantic) -159.988 (segmentation\054) -178 (and) ] TJ T* [ (imag) 24.9958 (e) -250.002 (captioning) -250 (\050see) -250.002 (top) -250.017 (ro) 35.0138 (w) -249.993 (in) -249.988 (F) 14.9926 (igure) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 469.987 178.722 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 474.968 178.722 Tm (\051\056) Tj -154.151 -14.0363 Td [ (T) 89.9899 (o) -158.988 (date\054) -176.005 (the) -158.986 (video) -157.996 (datasets) -159.013 (a) 29.9901 (v) 24.9811 (ailable) -159.018 (f) 39.9884 (or) -158.013 (action) -159.018 (recognition) ] TJ -11.9551 -11.9547 Td [ (ha) 29.995 (v) 35.0187 (e) -156.998 (been) -158.01 (relativ) 34.9893 (el) 25.0179 (y) -156.989 (small) -157.003 (when) -158.003 (compared) -156.984 (with) -157.008 (imag) 24.9958 (e) -158.018 (recog\055) ] TJ 11.9551 TL T* [ (nition) -192.99 (datasets\056) -342 (R) 24.9885 (epresentativ) 34.9942 (e) -194.012 (video) -193.007 (datasets\054) -205.005 (suc) 14.9828 (h) -192.982 (as) -194.007 (UCF\055) ] TJ T* [ (101) -173.015 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 328.847 128.821 Tm (21) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 338.81 128.821 Tm [ (\135) -172.013 (and) -172.986 (HMDB\05551) -172.013 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 408.15 128.821 Tm (17) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R19 9.9626 Tf 1 0 0 1 418.112 128.821 Tm [ (\135\054) -188.008 (can) -172.996 (be) -172.011 (used) -173.02 (to) -172 (pro) 34.9795 (vide) -173.015 (realis) 14.9877 (tic) ] TJ -109.25 -11.9559 Td [ (videos) -214.018 (with) -213.001 (sizes) -213.994 (around) -213.011 (10) -213.994 (K\054) -213.018 (but) -213.984 (e) 25.0105 (v) 35.0187 (en) -212.984 (though) -214.008 (the) 30.0048 (y) -213.018 (are) -214.013 (s) 14.9828 (till) ] TJ 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