Autoencoderを用いたOutfitからのスタイル抽出/style auto encoder

Transcript

1. © Start Today Technologies Inc. "VUPFODPEFSΛ༻͍ͨ 0VUpU͔ΒͷελΠϧநग़ தଜ
   ୓ຏ
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2. 2 "HFOEB w ϑΝογϣϯͱελΠϧͷೝࣝʹ͍ͭͯ
   w ελΠϧͷఆࣜԽ
   w ఏҊख๏
   w ࣮ݧ
   w ·ͱΊ
3. 3 ϑΝογϣϯͱελΠϧ ϑΝογϣϯΞΠςϜ͸ͦͷ૊Έ߹ΘͤʹΑͬͯ༩͑Δࢹ֮తҹ৅͕มԽ͢Δ
4. 4 4UZMJOH
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   ೔ຊϑΝογϣϯελΠϦετڠձ ελΠϦϯάΛߏ੒͢Δਓͱ෺ΛʮͭͷςΠετʯʹ෼ྨͯ͠஍ਤͷΑ͏ʹ഑ஔ
5. 5 4UZMJOH
   .BQ
   ग़య
   ೔ຊϑΝογϣϯελΠϦετڠձ ελΠϦϯάΛߏ੒͢Δਓͱ෺ΛʮͭͷςΠετʯʹ෼ྨͯ͠஍ਤͷΑ͏ʹ഑ஔ
6. 6 4UZMJOH
   .BQͱطଘͷϨίϝϯυͷൺֱ 4UZMJOH
   .BQ طଘͷϨίϝϯυख๏ ڠௐϑΟϧλϦϯά ࠜڌ આ໌ੑ ઐ໳Ոͷܦݧ ϑΝογϣϯͷઐ໳Ո͕ఆٛͨ͠ಠࣗͷج४ ໌ྎ ղऍՄೳͳࠜڌʹ΋ͱͮ͘Ϛοϐϯά ಋೖ ਪનγεςϜ Մೳ ελΠϧΛج४ͱ͢Δ෼ྨख๏ ϑΝογϣϯۀք ʮελΠϦετʯ͕ଘࡏ͢Δۀք ͳ͠ ελΠϧʹ΋ͱͮ͘ਪનγεςϜ͸ͳ͍ ߪങཤྺ ղऍࠔ೉ ϢʔβʔͱΞΠςϜͷΠϯλϥΫγϣϯ ϒϥοΫϘοΫεʹͳ͍ͬͯΔ ෆՄೳ &$αΠτ ಉ࣌ߪೖ͕ಉ͡ελΠϧͱ͸ݶΒͳ͍ ೔ৗతͳߪങߦಈΛิॿ͢Δ໨త ͋Γ ਺ଟͷϥΠϒϥϦ΍Τϯδϯ͕ଘࡏ͢Δ ελΠϧΛՃຯͨ͠ ύʔιφϥΠζ
7. 7 ௅ઓͨ͠໰୊
   ෰ͷ૊Έ߹Θ͔ͤΒͷελΠϧநग़ ઐ໳ՈͰͳ͍ਓ͕࡞੒ͨ͠ίʔσΟωʔτ͔ΒελΠϧΛநग़͢Δ Ծఆ ίʔσΟωʔτͷελΠϧ͸ɺجఈͱͳΔελΠϧͷ ࠞ߹Ͱදݱ͞ΕΔ ೖྗ ֶश ίʔσΟωʔτʹ࢖ΘΕͨΞΠςϜը૾ͷू߹Λೖྗ ͱ͢Δ ελΠϧ͸ओ؍తͰϥϕϧͱͯ͠ఆٛ͢Δ͜ͱ͕ࠔ೉ ͳͨΊɺڭࢣͳֶ͠शͱͯ͠ఆࣜԽ͢Δ
8. 8 ελΠϧͷࠞ߹දݱʹ͍ͭͯ ͢΂ͯͷίʔσΟωʔτ͸جఈͱͳΔελΠϧͷࠞ߹ͱͯ͠දݱͰ͖Δ ྫ
   جఈελΠϧΛछྨ ΞΫΞɺϒϥΠτɺΫϦελϧɺΞʔε ͱͨ͠ͱ͖ c = 4 X i=1 pi · wi <latexit sha1_base64="iC4HLIANHGtRWEG9QG8CZ964eo8=">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</latexit> <latexit 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sha1_base64="UNL4tQBcuPsTpUopEjBl9fReJm0=">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</latexit> <latexit sha1_base64="UNL4tQBcuPsTpUopEjBl9fReJm0=">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</latexit> <latexit sha1_base64="UNL4tQBcuPsTpUopEjBl9fReJm0=">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</latexit> ίʔσΟωʔτ ϕΫτϧ ελΠϧࠞ߹ൺ جఈελΠϧ ϕΫτϧ ΞΫΞςΠετ  ϒϥΠτςΠετ  ΫϦελϧςΠετ  ΞʔεςΠετ 
9. 9 Ξϓϩʔν
   Ŗ
   ίʔσΟωʔτϕΫτϧͷѹॖɾ෮ݩ "VUPFODPEFSͷ࢓૊ΈΛར༻ͯ͠ελΠϧࠞ߹ൺͱجఈελΠϧΛ֫ಘ͢Δ ίʔσΟωʔτϕΫτϧ ෮ݩͨ͠ίʔσΟωʔτϕΫτϧ ελΠϧ ࠞ߹ൺ ελΠϧࠞ߹ൺͷ֫ಘ ,࣍ݩͷϕΫτϧɻ֤ཁૉ͸جఈελΠϧʹର͢Δࠞ߹ൺΛද͢ɻ ίʔσΟωʔτϕΫτϧͷ෮ݩ ελΠϧϕΫτϧʹߦྻΛ͔͚ͯίʔσΟωʔτϕΫτϧͷ෮ݩΛ໨ࢦ͢ɻ ͜ͷߦྻͷ֤ߦ͸جఈελΠϧΛද͢ɻ p = softmax(fc(c)) <latexit sha1_base64="kev7yabz6et1h+NwkbfeT6TRsjI=">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</latexit> <latexit sha1_base64="kev7yabz6et1h+NwkbfeT6TRsjI=">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</latexit> <latexit sha1_base64="kev7yabz6et1h+NwkbfeT6TRsjI=">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</latexit> <latexit sha1_base64="kev7yabz6et1h+NwkbfeT6TRsjI=">AAACd3ichVHLSgMxFD0d3/XRqhvBhcWi1E25I4IiCIIgLn1VBZUyE1MdnBczaVGLP+APuBAEBVHxM9z4Ay78BHGpIIILb6cDoqLekOTk5J6bk8T0bStURA8JraGxqbmltS3Z3tHZlUp396yEXjkQsiA82wvWTCOUtuXKgrKULdf8QBqOactVc3emtr9akUFoee6y2vflpmNsu1bJEoZiqpju8TNTmdArKcfYy5VEToyMFNNZylMUmZ9Aj0EWccx76UtsYAseBMpwIOFCMbZhIOS2Dh0En7lNVJkLGFnRvsQhkqwtc5bkDIPZXR63ebUesy6vazXDSC34FJt7wMoMhuierumZ7uiGHun911rVqEbNyz7PZl0r/WLqqG/p9V+Vw7PCzqfqT88KJUxEXi327kdM7Rairq8cHD8vTS4OVYfpnJ7Y/xk90C3fwK28iIsFuXiCJH+A/v25f4KV0bxOeX1hLDs9G39FK/oxiBy/9zimMYd5FPjcPZziEleJN21AG9Zy9VQtEWt68SU0/QO4lpAc</latexit> ˆ c = WT · p <latexit sha1_base64="IW57ZHh/HQNYYrvRQC/EB+WzYOE=">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</latexit> <latexit sha1_base64="IW57ZHh/HQNYYrvRQC/EB+WzYOE=">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</latexit> <latexit sha1_base64="IW57ZHh/HQNYYrvRQC/EB+WzYOE=">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</latexit> <latexit sha1_base64="IW57ZHh/HQNYYrvRQC/EB+WzYOE=">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</latexit>
10. 10 Ξϓϩʔν
    Ŗ
    ίʔσΟωʔτϕΫτϧͷѹॖɾ෮ݩ ෮ݩޡࠩ ೖྗͱग़ྗͷൺֱΛߦ͏ɻڑ཭͸DPTJOFڑ཭ɺޡࠩؔ਺͸IJOHF
    MPTTΛ ༻͍Δɻ ਖ਼ଇԽ ෮ݩ࣌ʹ༻͍Δߦྻʹ͍ͭͯɺ֤ߦ͕ಠཱʹͳΔΑ͏ʹਖ਼ଇԽΛ͔͚Δɻ ίʔσΟωʔτϕΫτϧ ෮ݩͨ͠ίʔσΟωʔτϕΫτϧ ελΠϧ ࠞ߹ൺ "VUPFODPEFSͷ࢓૊ΈΛར༻ͯ͠ελΠϧࠞ߹ൺͱجఈελΠϧΛ֫ಘ͢Δ Lrecon = max(0, margin d(c, ˆ c) + d(cneg, ˆ c)) <latexit sha1_base64="2AsVM6h/7LtUSsRkxXPb0yVDiSs=">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</latexit> <latexit sha1_base64="2AsVM6h/7LtUSsRkxXPb0yVDiSs=">AAACsHichVHLahRBFD1pX3F8ZNSN4KZwiEwwDreDoAhCQARBF3k4yUAmNNWVykyb7uqmu2YwNv0D/oALVwoi4spvcOMPiGSnS3EZwY0Lb/c0BA3qbbrq3FP33DpV5SdhkFmivSnnyNFjx09Mn2ycOn3m7Ezz3Pm1LB6lSndVHMZpz5eZDgOjuzawoe4lqZaRH+p1f+dOub4+1mkWxOah3U30ZiQHJtgOlLRMec37/UjaoZJh/qDw8lSr2BTitmD2cZvmRSTTQWDENbHVVvOiP5Q2V8WcuFrmXm70oDhg57xmizpUhTgM3Bq0UMdS3HyNPrYQQ2GECBoGlnEIiYy/DbggJMxtImcuZRRU6xoFGqwdcZXmCsnsDo8DzjZq1nBe9swqteJdQv5TVgrM0kd6Q/v0gd7SV/r511551aP0ssuzP9HqxJt5enH1x39VEc8WwwPVPz1bbONm5TVg70nFlKdQE/34ybP91Vsrs/kVeknf2P8L2qP3fAIz/q5eLeuV52jwA7h/XvdhsLbQcanjLl9vLd6tn2Ial3AZbb7vG1jEPSyhy/u+wyd8xhdnwek5niMnpc5UrbmA38J59Av2gaUE</latexit> <latexit sha1_base64="2AsVM6h/7LtUSsRkxXPb0yVDiSs=">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</latexit> <latexit sha1_base64="2AsVM6h/7LtUSsRkxXPb0yVDiSs=">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</latexit> Lreg = ||Wn · WT n I|| <latexit sha1_base64="Sk/10qwE3GePjPzFcGc8h+GLxSo=">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</latexit> <latexit sha1_base64="Sk/10qwE3GePjPzFcGc8h+GLxSo=">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</latexit> <latexit sha1_base64="Sk/10qwE3GePjPzFcGc8h+GLxSo=">AAACknichVFNSxtBGH5cbaux1tj2UPCyGCxeDO+KUBEKllBoIQejxghGl91xjIv7xe4koGv+gFcPHnpSKKX0F/TaXPoHevAnlB4t9OLBdzcLYqX1HWbmmWfe551nZuzQdWJFdDGgDQ49ePhoeKQw+njsyXhx4ul6HLQjIesicINow7Zi6Tq+rCtHuXIjjKTl2a5s2PuVdL/RkVHsBP6aOgjllme1fGfXEZZiyizONj1L7QnLTapdM4lkq6u/1o+O9Ibp602xE6gUba/ps/p7ps1iicqUhX4XGDkoIY/loPgJTewggEAbHiR8KMYuLMTcNmGAEDK3hYS5iJGT7Ut0UWBtm7MkZ1jM7vPY4tVmzvq8TmvGmVrwKS73iJU6pukHfaZL+k5f6Cdd/bNWktVIvRzwbPe1MjTHj1+s/rlX5fGssHej+q9nhV0sZF4d9h5mTHoL0dd3Dk8vVxdXppOXdE6/2P8ZXVCPb+B3fouPNbnyAQX+AOPv574L1ufKBpWN2nxp6W3+FcOYxBRm+L1fYQnvsIw6n3uCr/iGnvZcW9TeaJV+qjaQa57hVmjVa7TNmh8=</latexit> <latexit sha1_base64="Sk/10qwE3GePjPzFcGc8h+GLxSo=">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</latexit>
11. 11 Ξϓϩʔν
    Ŗ
    ίʔσΟωʔτϕΫτϧͷநग़ $PODBUܕ 3FEVDFܕ w JOQVUͷը૾ΛDIBOOFMํ޲ʹDPODBU
    w 3FT/FUͷग़ྗΛίʔσΟωʔτϕΫτϧͱ͢Δ w JOQVUͷը૾ΛͦΕͧΕ3FT/FUͰѹॖ
    w ֤ग़ྗΛฏۉͨ͠ϕΫτϧΛίʔσΟωʔτ
    
    
    
    
    
    ϕΫτϧͱ͢Δ
12. 12 ࣮ݧ
    Ŗ
    σʔλ w ظؒɿ
    
    
    w ίʔσΟωʔτ਺ɿ 
    w ϢχʔΫΞΠςϜ਺ɿ  ϑΝογϣϯΞϓϦʮ*20/ʯʹ౤ߘ͞ΕͨίʔσΟωʔτσʔλΛར༻ͨ͠ Ϧετϖʔδ ίʔσৄࡉϖʔδ
13. 13 ࣮ݧ
    Ŗ
    جఈελΠϧ $PODBUܕ     w Ұ෦ͷΫϥελ͸ݟͨ໨Ͱ۠ผ͢Δ͜ͱ͕೉͍͠
    w ίʔσʹ࢖ΘΕͨΞΠςϜͷ਺͕ج४ͱͳ͍ͬͯͨ
14. 14 ࣮ݧ
    Ŗ
    جఈελΠϧ $PODBUܕ w Ұ෦ͷΫϥελ͸ݟͨ໨Ͱ۠ผ͢Δ͜ͱ͕೉͍͠
    w ίʔσʹ࢖ΘΕͨΞΠςϜͷ਺͕ج४ͱͳ͍ͬͯͨ    
15. 15 ࣮ݧ
    Ŗ
    جఈελΠϧ 3FEVDFܕ w ࢖ΘΕ͍ͯΔΞΠςϜͷܥ౷ʹ౷Ұײ͕͋ͬͨ
    w ֤Ϋϥελͷ৭ௐʹΘ͔Γ΍͍͢ҧ͍͕ݱΕͨ    
16. 16 w ࢖ΘΕ͍ͯΔΞΠςϜͷܥ౷ʹ౷Ұײ͕͋ͬͨ
    w ֤Ϋϥελͷ৭ௐʹΘ͔Γ΍͍͢ҧ͍͕ݱΕͨ ࣮ݧ
    Ŗ
    جఈελΠϧ 3FEVDFܕ    
17. 17 ࣮ݧ
    Ŗ
    ελΠϧͷࠞ߹ 3FEVDFܕ w ͸ϒϧʔϕʔεͰάϥʔσʔγϣϯɺ͸ΠΤϩʔϕʔεͰίϯτϥετ͕େ͖͍ɺࠞ߹͸ͦͷதؒ͋ͨΓ
    w ৭ௐ͸ʹ͍͕ۙɺ༝དྷͱࢥΘΕΔΞΠςϜ͕࢖ΘΕ͍ͯΔίʔσΟωʔτ͕ଘࡏ͢Δ   
    
    
18. 18 ࣮ݧ
    Ŗ
    ελΠϧͷࠞ߹ 3FEVDFܕ w ৭ௐ͸ʹۙ͘ɺͷγϧόʔܥͷΞΫηαϦʔ͸ΰʔϧυʹஔ͖׵Θ͍ͬͯΔ
    w ഴΘΒ๧ࢠ΍͔͝όοάͷස౓͕ݮগ͍ͯ͠Δ   
    
    
19. 19 ·ͱΊ औΓ૊Μͩ໰୊ ίʔσΟωʔτͷσʔλ͔ΒجఈͱͳΔελΠϧΛந ग़͠ɺͦΕΒͷࠞ߹ͰίʔσΟωʔτΛදݱ͢Δ Ξϓϩʔν Ͱ͖ͨ͜ͱ "VUPFODPEFSʹΑΔѹॖ͓Αͼ֤جఈελΠϧ͕ಠཱ ͱͳΔΑ͏ͳਖ਼ଇԽ جఈελΠϧ΍ͦͷࠞ߹ΛΫΤϦͱ͢Δ ίʔσΟωʔτݕࡧ ۙ๣୳ࡧ