%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 (DVC\072 An End\055To\055End Deep Video Compression Framework) /Producer (PyPDF2) /Author (Guo Lu\054 Wanli Ouyang\054 Dong Xu\054 Xiaoyun Zhang\054 Chunlei Cai\054 Zhiyong Gao) /Subject (IEEE Conference on Computer Vision and Pattern Recognition) >> endobj 3 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 14 0 R /Resources << /XObject << /R20 15 0 R /x6 16 0 R >> /ExtGState << /R7 18 0 R /a1 << /CA 0.5 /ca 0.5 >> /a0 << /CA 1 /ca 1 >> >> /Font << /R10 19 0 R /F2 23 0 R /R12 24 0 R /F1 28 0 R /R14 29 0 R /R16 33 0 R /R8 37 0 R /R18 40 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 44 0 R /Resources << /ExtGState << /R7 18 0 R >> /Font << /F2 45 0 R /R8 37 0 R /R10 19 0 R /F1 46 0 R /R14 29 0 R /R16 33 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 47 0 R /Resources << /ExtGState << /R7 18 0 R >> /Font << /F2 48 0 R /R38 49 0 R /R8 37 0 R /R40 52 0 R /R10 19 0 R /F1 56 0 R /R14 29 0 R /R16 33 0 R /R36 57 0 R /R34 60 0 R /R32 64 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 68 0 R /Resources << /XObject << /R60 69 0 R /R63 70 0 R /R54 71 0 R /R55 72 0 R /R52 73 0 R /R53 74 0 R >> /ExtGState << /R7 18 0 R /R49 75 0 R >> /Font << /F2 76 0 R /R58 77 0 R /R8 37 0 R /R47 80 0 R /R56 83 0 R /R50 86 0 R /R10 19 0 R /R64 89 0 R /F1 92 0 R /R14 29 0 R /R38 49 0 R /R61 93 0 R /R34 60 0 R /R32 64 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 96 0 R /Resources << /XObject << /R72 97 0 R /R73 98 0 R /R74 99 0 R /R75 100 0 R >> /ExtGState << /R7 18 0 R /R49 75 0 R >> /Font << /F2 101 0 R /R78 102 0 R /R38 49 0 R /R8 37 0 R /R76 105 0 R /R40 52 0 R /R10 19 0 R /F1 108 0 R /R14 29 0 R /R16 33 0 R /R36 57 0 R /R34 60 0 R /R32 64 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 109 0 R /Resources << /ExtGState << /R7 18 0 R >> /Font << /R130 110 0 R /R8 37 0 R /R131 143 0 R /F1 145 0 R /F2 146 0 R /R10 19 0 R /R126 147 0 R /R125 154 0 R /R88 160 0 R /R123 162 0 R /R16 33 0 R /R36 57 0 R /R14 29 0 R /R34 60 0 R /R32 64 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 164 0 R /Resources << /XObject << /R147 165 0 R /R152 166 0 R /R150 167 0 R /R151 168 0 R >> /ExtGState << /R7 18 0 R >> /Font << /R10 19 0 R /F2 169 0 R /F1 170 0 R /R153 171 0 R /R16 33 0 R /R137 181 0 R /R159 189 0 R /R148 191 0 R /R8 37 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 194 0 R /Resources << /ExtGState << /R7 18 0 R >> /Font << /F2 195 0 R /R166 196 0 R /R8 37 0 R /R169 200 0 R /R148 191 0 R /R172 203 0 R /R40 52 0 R /R10 19 0 R /F1 207 0 R /R14 29 0 R /R16 33 0 R /R38 49 0 R /R36 57 0 R /R34 60 0 R /R32 64 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 208 0 R /Resources << /ExtGState << /R7 18 0 R >> /Font << /F2 209 0 R /R179 210 0 R /R8 37 0 R /R10 19 0 R /F1 213 0 R /R16 33 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 214 0 R /Resources << /ExtGState << /R7 18 0 R >> /Font << /R10 19 0 R /F2 215 0 R /F1 216 0 R /R16 33 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 24818 >> stream q q q 0.1 0 0 0.1 0 0 cm /R7 gs 0 g q 10 0 0 10 0 0 cm BT /R8 14.3462 Tf 1 0 0 1 114.075 675.067 Tm [ (D) 40.0088 (VC\072) -249.996 (An) -250.007 (End\055to\055end) -249.99 (Deep) -250.008 (V) 37.0137 (ideo) -250.003 (Compr) 17.9912 (ession) -250.002 (Framew) 9.99625 (ork) ] TJ /R10 11.9552 Tf -31.6359 -25.143 Td [ (Guo) -250.011 (Lu) ] TJ /R10 7.9701 Tf 36.857 4.33789 Td (1) Tj /R10 11.9552 Tf 4.48398 -4.33789 Td [ (\054) -250.012 (W) 80 (anli) -249.99 (Ouyang) ] TJ /R10 7.9701 Tf 75.0781 4.33789 Td (2) Tj /R10 11.9552 Tf 4.48281 -4.33789 Td [ (\054) -250.012 (Dong) -249.989 (Xu) ] TJ /R10 7.9701 Tf 50.1398 4.33789 Td (3) Tj /R10 11.9552 Tf 4.4832 -4.33789 Td [ (\054) -250.012 (Xiao) 9.9901 (yun) -249.989 (Zhang) ] TJ /R10 7.9701 Tf 80.566 4.33789 Td (1) Tj /R10 11.9552 Tf 4.48281 -4.33789 Td [ (\054) -250.012 (Chunlei) -249.989 (Cai) ] TJ /R10 7.9701 Tf 63.4332 4.33789 Td (1) Tj /R10 11.9552 Tf 4.48281 -4.33789 Td [ (\054) -250.01 (and) -249.985 (Zhiyong) -250.01 (Gao) ] TJ /R12 7.9701 Tf 92.641 4.33789 Td [ <03> -0.30019 ] TJ /R10 7.9701 Tf 4.73203 0 Td (1) Tj -449.846 -23.9102 Td (1) Tj /R10 11.9552 Tf 4.4832 -4.33867 Td [ (Shanghai) -249.99 (Jiao) -249.984 (T) 80.0137 (ong) -249.99 (Uni) 24.9946 (v) 14.9862 (ersity) 64.9887 (\054) ] TJ /R14 11.9552 Tf 152.201 0 Td (f) Tj /R10 11.9552 Tf 5.97695 0 Td [ (luguo2014\054) -249.993 (xiao) 10.0105 (yun\056zhang\054) -249.985 (caichunlei\054) -249.983 (zhiyong\056g) 5.0073 (ao) ] TJ /R14 11.9552 Tf 246.861 0 Td (g) Tj /R10 11.9552 Tf 5.97773 0 Td (\100sjtu\056edu\056cn) Tj /R10 7.9701 Tf -376.693 -9.60938 Td (2) Tj /R10 11.9552 Tf 4.4832 -4.33789 Td [ (The) -250.014 (Uni) 24.9946 (v) 14.9862 (ersity) -249.989 (of) -250.015 (Sydne) 15.0056 (y) 65.0091 (\054) -250.012 (SenseT) 34.996 (ime) -249.989 (Computer) -250.014 (V) 59.9916 (ision) -250.012 (Research) -250.006 (Group\054) -249.993 (Australia) ] TJ /R10 7.9701 Tf 27.998 -9.60977 Td (3) Tj /R10 11.9552 Tf 4.48281 -4.33828 Td [ (The) -250.014 (Uni) 24.9946 (v) 14.9862 (ersity) -249.989 (of) -250.014 (Sydne) 15.0056 (y) 65.0091 (\054) ] TJ /R14 11.9552 Tf 128.398 0 Td (f) Tj /R10 11.9552 Tf 5.97813 0 Td [ (w) 10 (anli\056ouyang\054) -250 (dong\056xu) ] TJ /R14 11.9552 Tf 109.461 0 Td (g) Tj /R10 11.9552 Tf 5.97695 0 Td [ (\100sydne) 14.9851 (y) 65.0091 (\056edu\056au) ] TJ /R8 11.9552 Tf -238.046 -27.1359 Td (Abstract) Tj /R16 9.9626 Tf -83.9281 -24.316 Td [ (Con) 40.0166 (ventional) -198.012 (video) -199.017 (compr) 36.9889 (ession) -197.982 (appr) 44.9949 (oac) 14.9828 (hes) -199.018 (use) -197.999 (the) -199.018 (pr) 36.9865 (e\055) ] TJ -11.9547 -11.9559 Td [ (dictive) -362.985 (coding) -363.014 (ar) 36.9852 (c) 15.0122 (hitectur) 37.0036 (e) -361.984 (and) -362.984 (encode) -362.996 (the) -362.991 (corr) 36.9865 (esponding) ] TJ 11.9551 TL T* [ (motion) -240.006 (information) -240.995 (and) -239.984 (r) 37.0196 (esidual) -240.008 (information\056) -306.981 (In) -239.997 (this) -240.994 (paper) 111.018 (\054) ] TJ T* [ (taking) -304.003 (advanta) 9.9873 (g) 10.0032 (e) -305.013 (of) -304.015 (both) -304.986 (classical) -303.992 (ar) 36.9852 (c) 15.0122 (hitectur) 37.0036 (e) -305.013 (in) -304.015 (the) -305 (con\055) ] TJ T* [ (ventional) -250.004 (video) -251.008 (compr) 36.9889 (ession) -250.012 (method) -250.996 (and) -249.983 (the) -249.99 (powerful) -251.012 (non\055) ] TJ T* [ (linear) -421.001 (r) 37.0196 (epr) 36.981 (esentation) -420.008 (ability) -420.993 (of) -419.996 (neur) 14.9901 (al) -421.016 (networks\054) -462.984 (we) -421.018 (pr) 44.9851 (o\055) ] TJ 11.9563 TL T* [ (pose) -213.992 (the) -213.015 <0272> 10.0094 (st) -213.99 (end\055to\055end) -213.006 (video) -213.995 (compr) 36.9889 (ession) -214.018 (deep) -212.982 (model) -213.989 (that) ] TJ 11.9547 TL T* [ (jointly) -246.003 (optimizes) -245.996 (all) -246.998 (the) -245.991 (components) -246.006 (for) -246.02 (video) -247.01 (compr) 36.9889 (ession\056) ] TJ T* [ <53706563690263616c6c79> 54.9957 (\054) -382.992 (learni) 1.00596 (n) -1.01454 (g) -356.014 (based) -356.002 (optical) -355.987 <036f77> -355.997 (estimation) -356.009 (is) -356.007 (uti\055) ] TJ T* [ (lized) -316.005 (to) -316.013 (obtain) -315.991 (the) -316.018 (motion) -315.994 (information) -316.002 (and) -316.011 (r) 37.0183 (econstruct) -315.996 (the) ] TJ T* [ (curr) 36.9871 (ent) -408.983 (fr) 14.9914 (ames\056) -786.994 (Then) -409.01 (we) -408.982 (employ) -409.019 (two) -409.005 (auto\055encoder) -409.003 (style) ] TJ T* [ (neur) 14.9895 (al) -241.987 (networks) -242.004 (to) -241.006 (compr) 36.9889 (ess) -241.991 (the) -241.991 (corr) 36.9865 (esponding) -241.999 (motion) -242.006 (and) ] TJ 11.9563 TL T* [ (r) 37.0196 (esidual) -367.986 (information\056) -663 (All) -367.999 (the) -368.01 (modules) -367.99 (ar) 36.9865 (e) -367.983 (jointly) -367.983 (learned) ] TJ 11.9551 TL T* [ (thr) 44.9913 (ough) -399.991 (a) -398.987 (single) -399.986 (loss) -399.987 (function\054) -436.986 (in) -399.019 (whic) 15 (h) -400.007 (the) 30.0023 (y) -400.017 (collabor) 15.0147 (ate) ] TJ T* [ (with) -224.989 (eac) 15.0134 (h) -225.016 (other) -225.983 (by) -224.981 (considering) -225.018 (the) -225.014 (tr) 14.9914 (ade\055of) 18.0117 (f) -225.014 (between) -225.984 (r) 37.0183 (educ\055) ] TJ T* [ (ing) -322.988 (the) -322.997 (number) -322.985 (of) -322.993 (compr) 36.9889 (ession) -323.02 (bits) -323.018 (and) -322.99 (impr) 44.9949 (o) 10.0032 (ving) -322.993 (quality) ] TJ T* [ (of) -354.987 (the) -356.011 (decoded) -354.992 (video\056) -626.002 (Experimental) -355.982 (r) 37.0183 (esults) -355.012 (show) -355.009 (that) -355.995 (the) ] TJ T* [ (pr) 44.9839 (oposed) -355.017 (appr) 44.9937 (oac) 14.984 (h) -356.014 (can) -354.993 (outperform) -356.013 (the) -354.992 (widely) -355.014 (used) -356.007 (video) ] TJ 11.9559 TL T* [ (coding) -357.016 (standar) 37.0134 (d) -358.014 (H\056264) -357.018 (in) -356.987 (terms) -356.981 (of) -358.006 (PSNR) -357.012 (and) -356.985 (be) -357 (e) 15.0122 (ven) -357.982 (on) ] TJ 11.9551 TL T* [ (par) -374 (wit) 1.0078 (h) -374.011 (the) -374.008 (latest) -373.008 (standar) 37.0134 (d) -374.011 (H\056265) -373.015 (in) -374.004 (terms) -373.019 (of) -374.004 (MS\055SSIM\056) ] TJ T* [ (Code) -250.018 (is) -249.984 (r) 37.0196 (eleased) -249.988 (at) ] TJ ET Q 0 1 0 0 k q 10 0 0 10 0 0 cm BT /R16 9.9626 Tf 1 0 0 1 128.886 307.562 Tm [ (https\072\057\057github) 39.9909 (\056com\057GuoLusjtu\057D) 39.9958 (VC) ] TJ ET Q 0 g q 10 0 0 10 0 0 cm BT /R16 9.9626 Tf 1 0 0 1 268.412 307.562 Tm (\056) Tj /R8 11.9552 Tf -218.3 -20.0758 Td [ (1\056) -249.99 (Intr) 18.0146 (oduction) ] TJ /R10 9.9626 Tf 11.9547 -19.3352 Td [ (No) 24.9842 (w) 10.0014 (adays\054) -310.017 (video) -298.991 (content) -298.008 (contrib) 20.0187 (utes) -298.014 (to) -298.016 (more) -298.019 (than) -298.997 (80\045) ] TJ -11.9547 -11.9547 Td [ (internet) -361.998 (traf) 25.0118 <0263> -362.008 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.9626 Tf 1 0 0 1 114.62 256.196 Tm (26) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.9626 Tf 1 0 0 1 124.582 256.196 Tm [ (\135\054) -390.995 (and) -362.012 (the) -362.011 (percentage) -361.981 (is) -362.006 (e) 15.0122 (xpected) -362.988 (t) 0.98758 (o) -362.993 (in\055) ] TJ -74.4703 -11.9551 Td [ (crease) -274.988 (e) 25.0111 (v) 14.9828 (en) -273.993 (further) 55.0141 (\056) -384.012 (Therefore\054) -279.999 (it) -274.998 (is) -275 (criti) 0.99493 (cal) -275.015 (to) -275 (b) 20.0016 (uild) -274.008 (an) -275.013 (ef) 25.0081 <022d> ] TJ 11.9563 TL T* [ (cient) -221.992 (video) -221.004 (compression) -222.002 (system) -220.99 (and) -221.996 (generate) -220.985 (higher) -221.987 (quality) ] TJ 11.9547 TL T* [ (frames) -281.989 (at) -281.989 (gi) 24.9885 (v) 14.9828 (en) -281.991 (bandwidth) -281.013 (b) 20.0016 (udget\056) -405.99 (In) -281.991 (addition\054) -289.991 (most) -282.002 (video) ] TJ T* [ (related) -222 (computer) -221 (vision) -222.006 (tasks) -221.002 (such) -221.99 (as) -222 (video) -221.005 (object) -221.987 (detection) ] TJ T* [ (or) -259.014 (video) -258.998 (object) -259 (tracking) -258.998 (are) -258.989 (sensiti) 25.0105 (v) 14.9828 (e) -258.981 (to) -259.003 (the) -259.988 (quality) -258.984 (of) -259.013 (com\055) ] TJ T* [ (pressed) -291 (videos\054) -300.982 (and) -291.004 (ef) 25.0081 <026369656e74> -292.005 (vi) 0.99248 (deo) -291.984 (compression) -291.01 (may) -290.998 (bring) ] TJ T* [ <62656e65027473> -371.988 (for) -372.018 (other) -372.007 (computer) -371.994 (vision) -371.981 (tasks\056) -675.983 (Meanwhile\054) -403.004 (the) ] TJ 11.9559 TL T* [ (techniques) -262.987 (in) -263.983 (video) -262.997 (compression) -263.015 (are) -264.007 (also) -263 (helpful) -262.993 (for) -263.998 (action) ] TJ 11.9551 TL T* [ (recognition) -250.002 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.9626 Tf 1 0 0 1 101.3 148.599 Tm (41) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.9626 Tf 1 0 0 1 111.263 148.599 Tm [ (\135) -250.001 (and) -249.991 (model) -250.012 (compression) -249.997 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.9626 Tf 1 0 0 1 217.514 148.599 Tm (16) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.9626 Tf 1 0 0 1 227.476 148.599 Tm (\135\056) Tj -165.409 -12.3609 Td [ (Ho) 24.9842 (we) 25.0142 (v) 14.9828 (er) 39.986 (\054) -348.998 (in) -330.011 (the) -328.997 (past) -330.01 (decades\054) -349 (video) -328.987 (compression) -329.984 (algo\055) ] TJ -11.9547 -11.9551 Td [ (rithms) -377 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.9626 Tf 1 0 0 1 82.65 124.283 Tm (39) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.9626 Tf 1 0 0 1 92.6125 124.283 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R10 9.9626 Tf 1 0 0 1 98.859 124.283 Tm (31) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R10 9.9626 Tf 1 0 0 1 108.821 124.283 Tm [ (\135) -377 (rely) -376.991 (on) -376.986 (hand\055crafted) -376.016 (modules\054) -408.991 (e\056g\056\054) -408.983 (block) ] TJ -58.7094 -11.9551 Td [ (based) -449.016 (motion) -450 (estimation) -449.015 (and) -449.017 (Discrete) -449.016 (Cosine) -450.011 (T) 35.0187 (ransform) ] TJ 11.9559 TL T* [ (\050DCT\051\054) -290.994 (to) -292.017 (reduce) -291.016 (the) -291.003 (redundancies) -292.013 (in) -290.998 (the) -291.003 (video) -292.013 (sequences\056) ] 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 /R18 5.9776 Tf 1 0 0 1 60.141 83.8129 Tm [ <03> -0.90058 ] TJ /R10 7.9701 Tf 4.3168 -2.81289 Td [ (Corresponding) -250 (author) ] TJ ET Q q 1077.2 0 0 543.93 3187.27 5261.25 cm /R20 Do Q q 10 0 0 10 0 0 cm BT /R10 7.9701 Tf 1 0 0 1 315.807 516.66 Tm [ (\050a\051) -250.016 (Original) -250.022 (frame) -250.013 (\050Bpp\057MS\055SSIM\051) ] TJ ET Q q 1077.32 0 0 552.472 4275.3 5256.98 cm BI /H 20 /DP << /Columns 39 /Colors 3 /Predictor 15 >> /F /Fl /BPC 8 /W 39 /CS /RGB ID x=U]o7g<_;3dEBx J@j C[@jJTCjCC&!! lv73xi-xkۣ;Bk$gk1M_[[Î.}4K}Y6gi#\o1qrD3T /5Sk!O@k]~t:(.a/)@Vp6lZssv;g8Yxx