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 גࣜձࣾελʔττΡσΠςΫϊϩδʔζ
   $$4&
   

   View Slide

2. 2
   "HFOEB
   w ϑΝογϣϯͱελΠϧͷೝࣝʹ͍ͭͯ
   w ελΠϧͷఆࣜԽ
   w ఏҊख๏
   w ࣮ݧ
   w ·ͱΊ
   

   View Slide

3. 3
   ϑΝογϣϯͱελΠϧ
   ϑΝογϣϯΞΠςϜ͸ͦͷ૊Έ߹ΘͤʹΑͬͯ༩͑Δࢹ֮తҹ৅͕มԽ͢Δ
   

   View Slide

4. 4
   4UZMJOH.BQ ग़య೔ຊϑΝογϣϯελΠϦετڠձ
   
   ελΠϦϯάΛߏ੒͢Δਓͱ෺ΛʮͭͷςΠετʯʹ෼ྨͯ͠஍ਤͷΑ͏ʹ഑ஔ
   

   View Slide

5. 5
   4UZMJOH.BQ ग़య೔ຊϑΝογϣϯελΠϦετڠձ
   
   ελΠϦϯάΛߏ੒͢Δਓͱ෺ΛʮͭͷςΠετʯʹ෼ྨͯ͠஍ਤͷΑ͏ʹ഑ஔ
   

   View Slide

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
   

   View Slide

7. 7
   ௅ઓͨ͠໰୊෰ͷ૊Έ߹Θ͔ͤΒͷελΠϧநग़
   ઐ໳ՈͰͳ͍ਓ͕࡞੒ͨ͠ίʔσΟωʔτ͔ΒελΠϧΛநग़͢Δ
   Ծఆ
   ίʔσΟωʔτͷελΠϧ͸ɺجఈͱͳΔελΠϧͷ
   ࠞ߹Ͱදݱ͞ΕΔ
   ೖྗ
   ֶश
   ίʔσΟωʔτʹ࢖ΘΕͨΞΠςϜը૾ͷू߹Λೖྗ
   ͱ͢Δ
   ελΠϧ͸ओ؍తͰϥϕϧͱͯ͠ఆٛ͢Δ͜ͱ͕ࠔ೉
   ͳͨΊɺڭࢣͳֶ͠शͱͯ͠ఆࣜԽ͢Δ
   

   View Slide

8. 8
   ελΠϧͷࠞ߹දݱʹ͍ͭͯ
   ͢΂ͯͷίʔσΟωʔτ͸جఈͱͳΔελΠϧͷࠞ߹ͱͯ͠දݱͰ͖Δ
   ྫجఈελΠϧΛछྨ ΞΫΞɺϒϥΠτɺΫϦελϧɺΞʔε
   ͱͨ͠ͱ͖
   c =
   4
   X
   i=1
   pi
   · wi
   AAAChXichVHLShxBFD22MZpR46gbwU2TwZCNw20ZEgmIQkBc+sio4GjTXZZa2C+6ayZoM1sX+QEXriKIiG7jD7jJD2ThJ4QsFdy4yJ2eBlFJcouqOnXqnlunqtzIU4kmuu4wOl90vezueVXo7et/PVAcHFpOwnosZFWEXhivuk4iPRXIqlbak6tRLB3f9eSKu/uptb/SkHGiwuCz3ovkuu9sB2pLCUczZRdNYU6ZtaTu26maspobaaVpRrYya2Iz1OYXW9nFEpUpC/M5sHJQQh7zYfEUNWwihEAdPiQCaMYeHCTc1mCBEDG3jpS5mJHK9iWaKLC2zlmSMxxmd3nc5tVazga8btVMMrXgUzzuMStNjNFPOqMb+kHn9Ivu/1orzWq0vOzx7La1MrIHvo4s3f1X5fOssfOg+qdnjS1MZl4Ve48ypnUL0dY39g9vlj4ujqVv6Zh+s/9vdE1XfIOgcStOFuTiEQr8AdbT534OlifKFpWthUppZjb/ih6M4g3e8Xt/wAzmMI8qn3uAC3zHpdFtjBsV43071ejINcN4FMb0H+jxlRI=
   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
   c
   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
   AAACZHichVHLSsNAFD2Nr1ofrYogCFIsFVflRgTFVUEQl7a1tqAiSZzW0DQJSVqoxR/QreLClYKI+Blu/AEX/oAgLiu4ceFtGhAt6h1m5syZe+6cmVFtQ3c9oqeQ1NPb1z8QHowMDY+MRmNj41uuVXM0kdcsw3KKquIKQzdF3tM9QxRtRyhV1RAFtbLa3i/UhePqlrnpNWyxW1XKpl7SNcVjKqPtxRKUIj/i3UAOQAJBbFixG+xgHxY01FCFgAmPsQEFLrdtyCDYzO2iyZzDSPf3BY4QYW2NswRnKMxWeCzzajtgTV63a7q+WuNTDO4OK+NI0iPdUose6I5e6OPXWk2/RttLg2e1oxX2XvR4Kvf+r6rKs4eDL9Wfnj2UsOx71dm77TPtW2gdff3wvJVbySabc3RFr+z/kp7onm9g1t+064zIXiDCHyD/fO5usLWQkiklZxYT6bXgK8KYxizm+b2XkMY6NpDncwVOcIqz0LM0LE1Ik51UKRRoJvAtpJlPzYCJ5w==
   p
   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
   AAACZHichVHLSsNAFD2Nr1ofrYogCFIsFVflRgTFVUEQl7a1tqAiSZzW0DQJSVqoxR/QreLClYKI+Blu/AEX/oAgLiu4ceFtGhAt6h1m5syZe+6cmVFtQ3c9oqeQ1NPb1z8QHowMDY+MRmNj41uuVXM0kdcsw3KKquIKQzdF3tM9QxRtRyhV1RAFtbLa3i/UhePqlrnpNWyxW1XKpl7SNcVjKmPvxRKUIj/i3UAOQAJBbFixG+xgHxY01FCFgAmPsQEFLrdtyCDYzO2iyZzDSPf3BY4QYW2NswRnKMxWeCzzajtgTV63a7q+WuNTDO4OK+NI0iPdUose6I5e6OPXWk2/RttLg2e1oxX2XvR4Kvf+r6rKs4eDL9Wfnj2UsOx71dm77TPtW2gdff3wvJVbySabc3RFr+z/kp7onm9g1t+064zIXiDCHyD/fO5usLWQkiklZxYT6bXgK8KYxizm+b2XkMY6NpDncwVOcIqz0LM0LE1Ik51UKRRoJvAtpJlP54CJ9A==
   AAACZHichVHLSsNAFD2Nr1ofrYogCFIsFVflRgTFVUEQl7a1tqAiSZzW0DQJSVqoxR/QreLClYKI+Blu/AEX/oAgLiu4ceFtGhAt6h1m5syZe+6cmVFtQ3c9oqeQ1NPb1z8QHowMDY+MRmNj41uuVXM0kdcsw3KKquIKQzdF3tM9QxRtRyhV1RAFtbLa3i/UhePqlrnpNWyxW1XKpl7SNcVjKmPvxRKUIj/i3UAOQAJBbFixG+xgHxY01FCFgAmPsQEFLrdtyCDYzO2iyZzDSPf3BY4QYW2NswRnKMxWeCzzajtgTV63a7q+WuNTDO4OK+NI0iPdUose6I5e6OPXWk2/RttLg2e1oxX2XvR4Kvf+r6rKs4eDL9Wfnj2UsOx71dm77TPtW2gdff3wvJVbySabc3RFr+z/kp7onm9g1t+064zIXiDCHyD/fO5usLWQkiklZxYT6bXgK8KYxizm+b2XkMY6NpDncwVOcIqz0LM0LE1Ik51UKRRoJvAtpJlP54CJ9A==
   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
   w
   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
   ίʔσΟωʔτ ϕΫτϧ
   
   ελΠϧࠞ߹ൺ
   جఈελΠϧ ϕΫτϧ
   
   ΞΫΞςΠετ
   
   ϒϥΠτςΠετ
   
   ΫϦελϧςΠετ
   
   ΞʔεςΠετ
   
   

   View Slide

9. 9
   ΞϓϩʔνŖίʔσΟωʔτϕΫτϧͷѹॖɾ෮ݩ
   "VUPFODPEFSͷ࢓૊ΈΛར༻ͯ͠ελΠϧࠞ߹ൺͱجఈελΠϧΛ֫ಘ͢Δ
   ίʔσΟωʔτϕΫτϧ
   ෮ݩͨ͠ίʔσΟωʔτϕΫτϧ
   ελΠϧ
   ࠞ߹ൺ
   ελΠϧࠞ߹ൺͷ֫ಘ
   ,࣍ݩͷϕΫτϧɻ֤ཁૉ͸جఈελΠϧʹର͢Δࠞ߹ൺΛද͢ɻ
   ίʔσΟωʔτϕΫτϧͷ෮ݩ
   ελΠϧϕΫτϧʹߦྻΛ͔͚ͯίʔσΟωʔτϕΫτϧͷ෮ݩΛ໨ࢦ͢ɻ
   ͜ͷߦྻͷ֤ߦ͸جఈελΠϧΛද͢ɻ
   p = softmax(fc(c))
   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
   ˆ
   c = WT · p
   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
   

   View Slide

10. 10
    ΞϓϩʔνŖίʔσΟωʔτϕΫτϧͷѹॖɾ෮ݩ
    ෮ݩޡࠩ
    ೖྗͱग़ྗͷൺֱΛߦ͏ɻڑ཭͸DPTJOFڑ཭ɺޡࠩؔ਺͸IJOHFMPTTΛ
    ༻͍Δɻ
    ਖ਼ଇԽ
    ෮ݩ࣌ʹ༻͍Δߦྻʹ͍ͭͯɺ֤ߦ͕ಠཱʹͳΔΑ͏ʹਖ਼ଇԽΛ͔͚Δɻ
    ίʔσΟωʔτϕΫτϧ
    ෮ݩͨ͠ίʔσΟωʔτϕΫτϧ
    ελΠϧ
    ࠞ߹ൺ
    "VUPFODPEFSͷ࢓૊ΈΛར༻ͯ͠ελΠϧࠞ߹ൺͱجఈελΠϧΛ֫ಘ͢Δ
    Lrecon = max(0, margin d(c, ˆ
    c) + d(cneg, ˆ
    c))
    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
    AAACsHichVHLahRBFD1pX3F8ZNSN4KZwiEwwDreDoAhCQARBF3k4yUAmNNWVykyb7uqmu2YwNv0D/oALVwoi4spvcOMPiGSnS3EZwY0Lb/c0BA3qbbrq3FP33DpV5SdhkFmivSnnyNFjx09Mn2ycOn3m7Ezz3Pm1LB6lSndVHMZpz5eZDgOjuzawoe4lqZaRH+p1f+dOub4+1mkWxOah3U30ZiQHJtgOlLRMec37/UjaoZJh/qDw8lSr2BTitmD2cZvmRSTTQWDENbHVVvOiP5Q2V8WcuFrmXm70oDhg57xmizpUhTgM3Bq0UMdS3HyNPrYQQ2GECBoGlnEIiYy/DbggJMxtImcuZRRU6xoFGqwdcZXmCsnsDo8DzjZq1nBe9swqteJdQv5TVgrM0kd6Q/v0gd7SV/r511551aP0ssuzP9HqxJt5enH1x39VEc8WwwPVPz1bbONm5TVg70nFlKdQE/34ybP91Vsrs/kVeknf2P8L2qP3fAIz/q5eLeuV52jwA7h/XvdhsLbQcanjLl9vLd6tn2Ial3AZbb7vG1jEPSyhy/u+wyd8xhdnwek5niMnpc5UrbmA38J59Av2gaUE
    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
    AAACsHichVHLahRBFD1pX3F8ZNSN4KZwiEwwDreDoAhCQARBF3k4yUAmNNWVykyb7uqmu2YwNv0D/oALVwoi4spvcOMPiGSnS3EZwY0Lb/c0BA3qbbrq3FP33DpV5SdhkFmivSnnyNFjx09Mn2ycOn3m7Ezz3Pm1LB6lSndVHMZpz5eZDgOjuzawoe4lqZaRH+p1f+dOub4+1mkWxOah3U30ZiQHJtgOlLRMec37/UjaoZJh/qDw8lSr2BTitmD2cZvmRSTTQWDENbHVVvOiP5Q2V8WcuFrmXm70oDhg57xmizpUhTgM3Bq0UMdS3HyNPrYQQ2GECBoGlnEIiYy/DbggJMxtImcuZRRU6xoFGqwdcZXmCsnsDo8DzjZq1nBe9swqteJdQv5TVgrM0kd6Q/v0gd7SV/r511551aP0ssuzP9HqxJt5enH1x39VEc8WwwPVPz1bbONm5TVg70nFlKdQE/34ybP91Vsrs/kVeknf2P8L2qP3fAIz/q5eLeuV52jwA7h/XvdhsLbQcanjLl9vLd6tn2Ial3AZbb7vG1jEPSyhy/u+wyd8xhdnwek5niMnpc5UrbmA38J59Av2gaUE
    Lreg = ||Wn
    · WT
    n
    I||
    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
    

    View Slide

11. 11
    ΞϓϩʔνŖίʔσΟωʔτϕΫτϧͷநग़
    $PODBUܕ 3FEVDFܕ
    w JOQVUͷը૾ΛDIBOOFMํ޲ʹDPODBU
    w 3FT/FUͷग़ྗΛίʔσΟωʔτϕΫτϧͱ͢Δ
    w JOQVUͷը૾ΛͦΕͧΕ3FT/FUͰѹॖ
    w ֤ग़ྗΛฏۉͨ͠ϕΫτϧΛίʔσΟωʔτ
    ϕΫτϧͱ͢Δ
    

    View Slide

12. 12
    ࣮ݧŖσʔλ
    w ظؒɿ
    w ίʔσΟωʔτ਺ɿ
    w ϢχʔΫΞΠςϜ਺ɿ
    ϑΝογϣϯΞϓϦʮ*20/ʯʹ౤ߘ͞ΕͨίʔσΟωʔτσʔλΛར༻ͨ͠
    Ϧετϖʔδ ίʔσৄࡉϖʔδ
    

    View Slide

13. 13
    ࣮ݧŖجఈελΠϧ $PODBUܕ
    
    
    w Ұ෦ͷΫϥελ͸ݟͨ໨Ͱ۠ผ͢Δ͜ͱ͕೉͍͠
    w ίʔσʹ࢖ΘΕͨΞΠςϜͷ਺͕ج४ͱͳ͍ͬͯͨ
    

    View Slide

14. 14
    ࣮ݧŖجఈελΠϧ $PODBUܕ
    
    w Ұ෦ͷΫϥελ͸ݟͨ໨Ͱ۠ผ͢Δ͜ͱ͕೉͍͠
    w ίʔσʹ࢖ΘΕͨΞΠςϜͷ਺͕ج४ͱͳ͍ͬͯͨ
    
    

    View Slide

15. 15
    ࣮ݧŖجఈελΠϧ 3FEVDFܕ
    
    w ࢖ΘΕ͍ͯΔΞΠςϜͷܥ౷ʹ౷Ұײ͕͋ͬͨ
    w ֤Ϋϥελͷ৭ௐʹΘ͔Γ΍͍͢ҧ͍͕ݱΕͨ
    
    

    View Slide

16. 16
    w ࢖ΘΕ͍ͯΔΞΠςϜͷܥ౷ʹ౷Ұײ͕͋ͬͨ
    w ֤Ϋϥελͷ৭ௐʹΘ͔Γ΍͍͢ҧ͍͕ݱΕͨ
    ࣮ݧŖجఈελΠϧ 3FEVDFܕ
    
    
    

    View Slide

17. 17
    ࣮ݧŖελΠϧͷࠞ߹ 3FEVDFܕ
    
    w ͸ϒϧʔϕʔεͰάϥʔσʔγϣϯɺ͸ΠΤϩʔϕʔεͰίϯτϥετ͕େ͖͍ɺࠞ߹͸ͦͷதؒ͋ͨΓ
    w ৭ௐ͸ʹ͍͕ۙɺ༝དྷͱࢥΘΕΔΞΠςϜ͕࢖ΘΕ͍ͯΔίʔσΟωʔτ͕ଘࡏ͢Δ
    
    
    

    View Slide

18. 18
    ࣮ݧŖελΠϧͷࠞ߹ 3FEVDFܕ
    
    w ৭ௐ͸ʹۙ͘ɺͷγϧόʔܥͷΞΫηαϦʔ͸ΰʔϧυʹஔ͖׵Θ͍ͬͯΔ
    w ഴΘΒ๧ࢠ΍͔͝όοάͷස౓͕ݮগ͍ͯ͠Δ
    
    
    

    View Slide

19. 19
    ·ͱΊ
    औΓ૊Μͩ໰୊
    ίʔσΟωʔτͷσʔλ͔ΒجఈͱͳΔελΠϧΛந
    ग़͠ɺͦΕΒͷࠞ߹ͰίʔσΟωʔτΛදݱ͢Δ
    Ξϓϩʔν
    Ͱ͖ͨ͜ͱ
    "VUPFODPEFSʹΑΔѹॖ͓Αͼ֤جఈελΠϧ͕ಠཱ
    ͱͳΔΑ͏ͳਖ਼ଇԽ
    جఈελΠϧ΍ͦͷࠞ߹ΛΫΤϦͱ͢Δ
    ίʔσΟωʔτݕࡧ ۙ๣୳ࡧ
    
    

    View Slide