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Outfit Generation and Style Extraction via Bidi...

tn1031
August 20, 2018

Outfit Generation and Style Extraction via Bidirectional LSTM and Autoencoder

When creating an outfit, style is a criterion in selecting each fashion item. This means that style can be regarded as a feature of the overall outfit. However, in various previous studies on outfit generation, there have been few methods focusing on global information obtained from an outfit. To address this deficiency, we have incorporated an unsupervised style extraction module into a model to learn outfits. Using the style information of an outfit as a whole, the proposed model succeeded in generating outfits more flexibly without requiring additional information . Moreover, the style information extracted by the proposed model is easy to interpret. The proposed model was evaluated on two human-generated outfit datasets. In a fashion item prediction task (missing prediction task), the proposed model outperformed a baseline method. In a style extraction task, the proposed model extracted some easily distinguishable styles. In an outfit generation task, the proposed model generated an outfit while controlling its styles . This capability allows us to generate fashionable outfits according to various preferences.

tn1031

August 20, 2018
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✓LST Mf ) · p(xt |xt+1, . . . , xN ; ✓LST Mb) <latexit sha1_base64="EHQiyNDAKDge1PXE4Pu5Ec8Lhtg=">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</latexit> <latexit sha1_base64="EHQiyNDAKDge1PXE4Pu5Ec8Lhtg=">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</latexit> <latexit sha1_base64="EHQiyNDAKDge1PXE4Pu5Ec8Lhtg=">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</latexit> <latexit sha1_base64="EHQiyNDAKDge1PXE4Pu5Ec8Lhtg=">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</latexit> p(xt |x1, . . . , xt 1; ✓LST Mf ) = exp(ht 1xt) P x2 exp(ht 1x) <latexit sha1_base64="LYMhlg7Dr0CYSfN4mCtyZLGePHw=">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</latexit> <latexit sha1_base64="LYMhlg7Dr0CYSfN4mCtyZLGePHw=">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</latexit> <latexit sha1_base64="LYMhlg7Dr0CYSfN4mCtyZLGePHw=">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</latexit> <latexit sha1_base64="LYMhlg7Dr0CYSfN4mCtyZLGePHw=">AAACzHichVFNa9RAGH4aq9b40W17EXoJLpVdaJeJCJZKoSBCDyptt9sWmhKS6ezu0HyRzC6pMVcP/gEPnhREij/DixePHvoTxOMKXir4bjYgtbR9h5l555nneeeZGTfyZKIYOx7TroxfvXZ94oZ+89btO5OVqemtJOzFXLR46IXxjuskwpOBaCmpPLETxcLxXU9suwdPhvvbfREnMgw21WEk9nynE8i25I4iyK50olpqq1epbc5b3n6okvnUztSCmT+2VFcox86eNTeft/O6sWxY7djhmW6JNKp1RyzS1nOCkp5vZ6lhycCweFfmxilSXc/tSpU1WBHG2cQskyrKWAsrn2BhHyE4evAhEEBR7sFBQm0XJhgiwvaQERZTJot9gRw6aXvEEsRwCD2gsUOr3RINaD2smRRqTqd41GNSGphj39kRG7Cv7DP7wU7OrZUVNYZeDml2R1oR2ZNv7jZ/X6ryaVbo/lNd6FmhjcXCqyTvUYEMb8FH+v7Lt4Pm0sZcdp99YD/J/3t2zL7QDYL+L/5xXWy8g04fYP7/3GeTrQcNkzXM9YfVlaflV0xgFvdQo/d+hBWsYg0tOvcbBjjBH+2FprRMy0dUbazUzOBUaK//AlB3sWU=</latexit> p(xt |xt+1, . . . , xN ; ✓LST Mb) = exp(˜ ht+1xt) P x2 exp(˜ ht+1x) <latexit sha1_base64="98yLkk6qlEsKMWab5uNmu8Dkyzk=">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</latexit> <latexit sha1_base64="98yLkk6qlEsKMWab5uNmu8Dkyzk=">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</latexit> <latexit sha1_base64="98yLkk6qlEsKMWab5uNmu8Dkyzk=">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</latexit> <latexit sha1_base64="98yLkk6qlEsKMWab5uNmu8Dkyzk=">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</latexit> 1SFEJDUJOHNJTTJOHJUFN 5IJTGPSNVMBUJPODBOOPUFYQMBJOUIFQIFOPNFOPOUIBUDPNQBUJCMFDPNCJOBUJPOTEJ⒎FSJOTUZMFT
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  7. 12 &YQFSJNFOU.JTTJOHQSFEJDUJPO xa = arg max xc 2C exp(ht 1xc)

    P x2C exp(ht 1x) + exp(˜ ht+1xc) P x2C exp(˜ ht+1x) + SS(F, {xc }) <latexit sha1_base64="rxsAV8hz6jXZBVFCFkXDtDDndfI=">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</latexit> <latexit sha1_base64="rxsAV8hz6jXZBVFCFkXDtDDndfI=">AAADIXichZFNa9RAGMefxLc2vnTVS8HL0KWyZXWZiKAIQqEoPXZ33bbQKWEynd0dmjeS2SU15Av4BTx4akVE/ArevOhNBA/FTyAeK3jx4JNsfF2sE5J55nl+/yf/mXEjTyWa0kPDPHHy1OkzM7PW2XPnL8zVLl5aT8JRLGRPhF4Yb7o8kZ4KZE8r7cnNKJbcdz254e6uFPWNsYwTFQYP9F4kt30+CFRfCa4x5dRepQ4ndwnj8YD5PHWy1BGEqYCs5IT1Yy4yJtOoMXQyfd3OsbhE8owlIx/JnxwS5AdCUiRIk1i/qZlW3o7MhjkizQI5ps0Ui6TVJGzAfZ+Tbrdx/xphhUuWLzm1Om3RcpDpwK6COlRjLaw9BwY7EIKAEfggIQCNsQccEny2wAYKEea2IcNcjJEq6xJysFA7QkoiwTG7i98BrraqbIDromdSqgX+xcM3RiWBRfqBvqBH9A19ST/Rb//slZU9Ci97OLsTrYycuUfz3a//Vfk4axj+Uh3rWUMfbpdeFXqPykyxCzHRjx8+Pure6SxmV+kB/Yz+9+khfY07CMZfxLO27DwBCy/A/vu4p4P1Gy2btuz2zfryveoqZuAKLEADz/sWLMMqrEEPhLFgrBpto2M+Nd+a78z3E9Q0Ks1l+GOYH78D1dLNCw==</latexit> <latexit sha1_base64="rxsAV8hz6jXZBVFCFkXDtDDndfI=">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</latexit> <latexit sha1_base64="rxsAV8hz6jXZBVFCFkXDtDDndfI=">AAADIXichZFNa9RAGMefxLc2vnTVS8HL0KWyZXWZiKAIQqEoPXZ33bbQKWEynd0dmjeS2SU15Av4BTx4akVE/ArevOhNBA/FTyAeK3jx4JNsfF2sE5J55nl+/yf/mXEjTyWa0kPDPHHy1OkzM7PW2XPnL8zVLl5aT8JRLGRPhF4Yb7o8kZ4KZE8r7cnNKJbcdz254e6uFPWNsYwTFQYP9F4kt30+CFRfCa4x5dRepQ4ndwnj8YD5PHWy1BGEqYCs5IT1Yy4yJtOoMXQyfd3OsbhE8owlIx/JnxwS5AdCUiRIk1i/qZlW3o7MhjkizQI5ps0Ui6TVJGzAfZ+Tbrdx/xphhUuWLzm1Om3RcpDpwK6COlRjLaw9BwY7EIKAEfggIQCNsQccEny2wAYKEea2IcNcjJEq6xJysFA7QkoiwTG7i98BrraqbIDromdSqgX+xcM3RiWBRfqBvqBH9A19ST/Rb//slZU9Ci97OLsTrYycuUfz3a//Vfk4axj+Uh3rWUMfbpdeFXqPykyxCzHRjx8+Pure6SxmV+kB/Yz+9+khfY07CMZfxLO27DwBCy/A/vu4p4P1Gy2btuz2zfryveoqZuAKLEADz/sWLMMqrEEPhLFgrBpto2M+Nd+a78z3E9Q0Ks1l+GOYH78D1dLNCw==</latexit> 1SFEJDUJPOXJUI GPSXBSE-45. 1SFEJDUJPOXJUI CBDLXBSE-45. 4JNJMBSJUZ CFUXFFOUXPTFUT (JWFOPVUpUBOE BDBOEJEBUFJUFN ? ? ? &WBMVBUJPOUIFDPNQBUJCJMJUZ w 1SFEJDUJOHBOJUFNSFNPWFEGSPNBOPVUpU DSFBUFEBIVNBO w 5IFJUFNUIBUJTNPTUDPNQBUJCMFXJUIHJWFO PVUpUJTTFMFDUFE DBOEJEBUF" DBOEJEBUF#
  8. 13 &YQFSJNFOU.JTTJOHQSFEJDUJPO %BUBTFU 1PMZWPSF #J-45. 74& )BO #J-45. 4& PVSXPSL

    #J-45. 74& 4& PVSXPSL               *20/ #J-45. #J-45. 4& PVSXPSL         "DD .FUIPE <latexit sha1_base64="taesqJ3dyQVQZuqe/RGcQuZeLCU=">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</latexit> <latexit sha1_base64="taesqJ3dyQVQZuqe/RGcQuZeLCU=">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</latexit> <latexit sha1_base64="taesqJ3dyQVQZuqe/RGcQuZeLCU=">AAACaXichVG7SgNBFD1Z3/EVtQnaiEGxCndFUKwEESyNmhhIguyuY1yzL3YnAQ3+gJWdqJWCiPgZNv6ART5BUirYWHizWRAV9Q4zc+bMPXfOzOieZQaSqBFTOjq7unt6++L9A4NDw4mR0VzgVn1DZA3Xcv28rgXCMh2Rlaa0RN7zhWbrltjWKyut/e2a8APTdbbkoSdKtlZ2zD3T0CRTuWJZs21tJ5GiNIUx+ROoEUghinU3cYsiduHCQBU2BBxIxhY0BNwKUEHwmCuhzpzPyAz3BY4RZ22VswRnaMxWeCzzqhCxDq9bNYNQbfApFneflZOYpie6oxd6pHt6pvdfa9XDGi0vhzzrba3wdoZPkptv/6psniX2P1V/epbYw2Lo1WTvXsi0bmG09bWjs5fNpY3p+gxdU5P9X1GDHvgGTu3VuMmIjUvE+QPU78/9E+Tm0iql1cx8ank1+opeTGAKs/zeC1jGGtaR5XMPcIpzXMSayoiSVMbbqUos0ozhSyipD4ZEjBQ=</latexit> <latexit sha1_base64="taesqJ3dyQVQZuqe/RGcQuZeLCU=">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</latexit>
  9. 14 &YQFSJNFOU4UZMFCBTJTWJTVBMJ[BUJPO 7JTVBMJ[BUJPOUIFFMFNFOUPGTUZMFCBTJTXJUIUIFOFJHICPSPVUpUT p <latexit sha1_base64="crnjJh6MWxLsmkzicakh6MbGUAc=">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</latexit> <latexit sha1_base64="crnjJh6MWxLsmkzicakh6MbGUAc=">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</latexit> <latexit sha1_base64="crnjJh6MWxLsmkzicakh6MbGUAc=">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</latexit>

    <latexit sha1_base64="crnjJh6MWxLsmkzicakh6MbGUAc=">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</latexit> r = WT · p <latexit sha1_base64="RiXEFb/O9eKd1Zx2InjsqFpc7Nw=">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</latexit> <latexit sha1_base64="RiXEFb/O9eKd1Zx2InjsqFpc7Nw=">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</latexit> <latexit sha1_base64="RiXEFb/O9eKd1Zx2InjsqFpc7Nw=">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</latexit> <latexit sha1_base64="RiXEFb/O9eKd1Zx2InjsqFpc7Nw=">AAACdHichVHLSsNAFD2N7/po1Y2gi2CpuCo3IiiCIIjgsra2FXyUJI4aTJOQTAta/AF/wEVXiiLiZ7jxB1z4CeKyohsX3qYBUVFvmMyZM/fcOTPX8GwrkESPMaWjs6u7p7cv3j8wOJRIDo8UA7fqm6Jgurbrbxh6IGzLEQVpSVtseL7QK4YtSsbhcmu/VBN+YLnOujzyxHZF33esPcvUJVPlZMJXF9XSzrq6Ze66UvXKyRRlKAz1J9AikEIUWTd5jS3swoWJKioQcCAZ29AR8LcJDQSPuW3UmfMZWeG+wAnirK1yluAMndlD/u/zajNiHV63agah2uRTbB4+K1Wk6YFuqEn3dEtP9P5rrXpYo+XliGejrRVeOXE6ln/7V1XhWeLgU/WnZ4k9zIdeLfbuhUzrFmZbXzs+a+YXcun6FF3QM/s/p0e64xs4tRfzak3kGohzA7Tvz/0TFGcyGmW0tdnU0krUil6MYxLT/N5zWMIqsiiEPWngElexV2VCSSnpdqoSizSj+BJK5gMU3o7u</latexit> p = (1, 0, 0) <latexit sha1_base64="2UD3swPPesui9MQLAR7jfn5uftM=">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</latexit> <latexit sha1_base64="2UD3swPPesui9MQLAR7jfn5uftM=">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</latexit> <latexit sha1_base64="2UD3swPPesui9MQLAR7jfn5uftM=">AAACcHichVHLSsNAFD2Nr1pfVTeCC6NFUZFyI4IiCIIILm1rVahFkjjV0DSJSVrQ4g/4Ay7cqCAifoYbf8BFP0HcqeDGhbdpQLSodyaZM2fuuXNmRnNMw/OJahGppbWtvSPaGevq7unti/cPbHp22dVFVrdN293WVE+YhiWyvuGbYttxhVrSTLGlFVfq61sV4XqGbW34R47Il9R9yygYuuozlXfkJXlSmZGJ+9RuPEFJCkJuBkoIEghj3Y7fYAd7sKGjjBIELPiMTajwuOWggOAwl0eVOZeREawLnCDG2jJnCc5QmS3yf59nuZC1eF6v6QVqnXcx+XNZKWOcHumWXumB7uiJPn6tVQ1q1L0c8ag1tMLZ7Tsdyrz/qyrx6OPgS/WnZx8FLAReDfbuBEz9FHpDXzk+e80spserE3RFz+z/kmp0zyewKm/6dUqkzxHjB1B+Xncz2JxNKpRUUnOJ5dXwKaIYxhgm+b7nsYw1rCPL+x7iDBe4jLxIQ9KINNpIlSKhZhDfQpr+BKamjGI=</latexit> <latexit sha1_base64="2UD3swPPesui9MQLAR7jfn5uftM=">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</latexit> p = (0, 0, 1) <latexit 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  10. 16 &YQFSJNFOU.JYJOHUXPTUZMFT Style A Style B Style C Style D

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sha1_base64="ZZtd990X6BZqZcVovBrngEVajjA=">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</latexit> <latexit 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sha1_base64="WA+2z35KBKI3OU7WU13e5RdwYqw=">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</latexit> <latexit 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sha1_base64="BLMXtHMoAf6LIq7CCRWO/fVnk4Q=">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</latexit> <latexit sha1_base64="BLMXtHMoAf6LIq7CCRWO/fVnk4Q=">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</latexit> <latexit sha1_base64="BLMXtHMoAf6LIq7CCRWO/fVnk4Q=">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</latexit> = <latexit sha1_base64="mKNhi4l4+8NwtmcIDF9c3XG2cjo=">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</latexit> <latexit 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sha1_base64="mKNhi4l4+8NwtmcIDF9c3XG2cjo=">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</latexit> <latexit sha1_base64="mKNhi4l4+8NwtmcIDF9c3XG2cjo=">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</latexit> = <latexit 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sha1_base64="mKNhi4l4+8NwtmcIDF9c3XG2cjo=">AAACZHichVHLSsNAFD2N7/potQiCIMVScVVuRFAEoSCCy7baVlApSZxqaJqEJC1o8Qd0q7hwpSAifoYbf8BFf0AQlwpuXHibBkSLeoeZOXPmnjtnZlTb0F2PqBmSurp7evv6B8KDQ8MjkejoWMG1ao4m8pplWM6mqrjC0E2R93TPEJu2I5SqaoiiWllp7RfrwnF1y9zwDmyxU1X2TL2sa4rHVHa5FE1QivyIdwI5AAkEkbGiN9jGLixoqKEKARMeYwMKXG5bkEGwmdtBgzmHke7vCxwhzNoaZwnOUJit8LjHq62ANXndqun6ao1PMbg7rIwjSY90S6/0QHf0TB+/1mr4NVpeDnhW21phlyLHE+vv/6qqPHvY/1L96dlDGYu+V5292z7TuoXW1tcPz1/Xl3LJxgxd0Qv7v6Qm3fMNzPqbdp0VuQuE+QPkn8/dCQpzKZlScnY+kV4NvqIfk5jGLL/3AtJYQwZ5PlfgBKc4Cz1JQ1JMGm+nSqFAE8O3kKY+AYEzicA=</latexit> <latexit sha1_base64="mKNhi4l4+8NwtmcIDF9c3XG2cjo=">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</latexit>
  11. 17 &YQFSJNFOU0VUpUHFOFSBUJPO &WBMVBUJPOXJUIGPSXBSE-45. &WBMVBUJPOXJUICBDLXBSE-45. 4JNJMBSJUZCFUXFFO UIFHFOFSBUFEPVUpU BOEUIFUBSHFUTUZMFWFDUPS WT · ptarget

    <latexit sha1_base64="/UDhmNTrhWzQhxGqvM5gkJoKF/E=">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</latexit> <latexit sha1_base64="/UDhmNTrhWzQhxGqvM5gkJoKF/E=">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</latexit> <latexit sha1_base64="/UDhmNTrhWzQhxGqvM5gkJoKF/E=">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</latexit> <latexit sha1_base64="/UDhmNTrhWzQhxGqvM5gkJoKF/E=">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</latexit> score(F|ptarget) = (Ef (F; ✓LST Mf ) + Eb(F; ✓LST Mb)) + d(WT · pF , WT · ptarget) <latexit sha1_base64="MUMdQmoCLrAyPQn+jH5Gh/WIp4E=">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</latexit> <latexit sha1_base64="MUMdQmoCLrAyPQn+jH5Gh/WIp4E=">AAAC4HichVHPa9RAFH6JP1pTtWl7EbwMLl2yVJcXESwWoSC7eFBou7vdQlNDZnZ2G5pNQjK7UOPexYt4EvSkICL+GV76D3jo0aN4rODFg2+zwR8t6guZee9773vvmxkeB36qEA81/dTpM2enps8ZM+cvXJw15+Y302iQCNkSURAlW9xLZeCHsqV8FcitOJFenweyzffujPPtoUxSPwqbaj+WO32vF/pdX3iKINfMUhEl0qo/it1MeUlPqlGF3WZG+ZpVc7tWfcVRu1J5bnav0bzfpdwSq7n8GM5HlQpzHKO8xBxOKOtY7QdN5ohOpFjs1q+y38Ofc1yzhFXMjZ107MIpQWFrkfkWHOhABAIG0AcJISjyA/AgpW8bbECICduBjLCEPD/PSxiBQdwBVUmq8Ajdo7VH0XaBhhSPe6Y5W9CUgP6EmAwW8SO+wyM8wPf4Gb//tVeW9xhr2aedT7gydmefXGp8+y+rT7uC3V+sf2pW0IXlXKtP2uMcGZ9CTPjDh8+PGrc2FrMyvsYvpP8VHuIHOkE4/CrerMuNl2DQA9jHr/uks3m9amPVXr9RWq0VTzENl+EKWHTfN2EV7sIatGjuJ21KM7U5neuP9af6s0mprhWcBfjD9Bc/AKStsoo=</latexit> <latexit sha1_base64="MUMdQmoCLrAyPQn+jH5Gh/WIp4E=">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</latexit> <latexit sha1_base64="MUMdQmoCLrAyPQn+jH5Gh/WIp4E=">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</latexit> #J-45.MJLFMJIPPE 4UZMFWFDUPSTJNJMBSJUZ
  12. 19 &YQFSJNFOU0VUpUHFOFSBUJPO 'BJMVSF Query item image Generated outfit Query style

    Mixture ratio Style A Style B Style C Style D Style A Style C Style D Style A Style B Style C Style D
  13. 20 $PODMVTJPOBOE'VUVSF8PSL $PODMVTJPO 'VUVSFXPSL w 8FQSPQPTFEUPSFQSFTFOUUIFTUZMFPGBOPVUpUBTBMJOFBSDPNCJOBUJPOPGBCBTJTPGTUZMFT w 8FQSPQPTFEBNPEFMBCMFUPMFBSOUIFPVUpUTFRVFODFBOETUZMFTJNVMUBOFPVTMZJOBOVOTVQFSWJTFE NBOOFS w

    *OBQSFEJDUJPOUBTL UIFQSPQPTFENPEFMPVUQFSGPSNFEUIFQSFWJPVTNPEFM w *OBHFOFSBUJPOUBTL UIFQSPQPTFENPEFMTVDDFFEFEJOHFOFSBUJOHPVUpUTXJUIBUZQJDBMTUZMF w *ODPSQPSBUJPOUIFBUUFOUJPONPEVMFUIBUBMMPXVTUPpOELFZJUFNTJOBHJWFOPVUpU w $PNQBSJTPOXJUIPUIFSNPEFMTUIBUBSFBCMFUPFYUSBDUTUZMFJOGPSNBUJPO w %FWFMPQNFOUBSFDPNNFOEFSTZTUFN
  14. 21 3FGFSFODFT w 9JOUPOH)BO ;VYVBO8V :V(BOH+JBOH BOE-BSSZ4%BWJT-FBSOJOHGBTIJPODPNQBUJCJMJUZ XJUICJEJSFDUJPOBMMTUNT*O1SPDFFEJOHTPGUIF"$.PO.VMUJNFEJB$POGFSFODF"$. r 

    w :VODIFOH-J -JBOHMJBOH$BP +JBOH;IV BOE+JFCP-VP.JOJOH'BTIJPO
 0VUpU$PNQPTJUJPO6TJOHBO&OEUP&OE%FFQ-FBSOJOH"QQSPBDIPO4FU%BUB
 *&&&5SBOTBDUJPOTPO.VMUJNFEJB  r w 3VJEBO)F 8FF4VO-FF )XFF5PV/H BOE%BOJFM%BIMNFJFS"O6OTVQFSWJTFE/FVSBM "UUFOUJPO.PEFMGPS"TQFDU&YUSBDUJPO*O1SPDFFEJOHTPGUIFUI"OOVBM.FFUJOHPGUIF "TTPDJBUJPOGPS$PNQVUBUJPOBM-JOHVJTUJDT 7PMVNF-POH1BQFST "TTPDJBUJPOGPS$PNQVUBUJPOBM -JOHVJTUJDT 7BODPVWFS $BOBEB
  15. 22 4VQQMFNFOUBSZ %BUBTFU$PNQBSJTPO IUUQTEMBDNPSHDJUBUJPODGN EPJE %BUBTFU 1PMZWPSF *20/ -BCFMFE PGPVUpUT

    &YBNQMF     :FT PGVOJRVFJUFNT     /P  PGDBUFHPSJFT  UPQT JODMVEFTPVUXFBST  CPUUPNTTIPFT BDDFTTPSJFT JODMVEFTCBHT  IBUT HMBTTFT XBUDIFT  OFDLMBDFT FBSSJOHT FUD PVUXFBSTUPQT CPUUPNTTIPFTCBHT IBUTBDDFTTPSJFT
  16. 23 4VQQMFNFOUBSZ &YQFSJNFOUTFUUJOHT .PEFM 3//IJEEFOVOJUT  4&IJEEFOVOJUT  CBTJTTJ[F 

    NBSHJO  MPTTSBUJP FYUSBDUJPOUBTL  $//BSDI *ODFQUJPO7 0QUJNJ[FS .PNFOUVN4(% MFBSOJOHSBUF F NPNFOUVN  8FJHIU%FDBZ F (SBEJFOU$MJQQJOH  NJOJCBUDI  FQPDI  0QUJNJ[FS 5SBJOFS
  17. 24 4VQQMFNFOUBSZ 7JTVBMTFNBOUJDFNCFEEJOH CNN Lookup table - attribute1 - attribute2

    - attribute3 l(u, vpos, vneg) = max(0, margin d(u, vpos) + d(u, vneg)) <latexit sha1_base64="HMNWUzbZuyE4lN0OYbtW/i1xwK4=">AAACrnichVFNSxtRFD1OrbVpq7FuCt08DCkJ2nBHBIsgCEWwOzVNImgYZsaX+HC+mJmEasgf6B/ooisFkdKFP8KNf8CFG11Llyl000VvJkOrldY7zHvnnnfPfee9ZwWOimKiiyHtwfDDkUejjzNPnj4bG89OPK9Gfiu0ZcX2HT/csMxIOsqTlVjFjtwIQmm6liNr1u7b/nqtLcNI+d77eC+QdddseqqhbDNmysi+cwqtGdE2OoEfdRPgyWa3mFkUW675QRRoRrhm2FSeeC22b5QWxfTvPFEUjWyOSpSEuAv0FOSQxqqfPcYWtuHDRgsuJDzEjB2YiPjbhA5CwFwdHeZCRipZl+giw9oWV0muMJnd5bHJ2WbKepz3e0aJ2uZdHP5DVgrk6Zy+UI/O6Ctd089/9uokPfpe9ni2BloZGOMfX5R/3KtyeY6x80f1X88xGniTeFXsPUiY/insgb69/6lXXljPd17RIX1j/wd0Qad8Aq/93T5ak+ufkeEH0P++7rugOlvSqaSvzeWWltOnGMVLTKHA9z2PJaxgFRXe9wTnuMSVRlpVq2vGoFQbSjWTuBXazi/5GqLT</latexit> <latexit sha1_base64="HMNWUzbZuyE4lN0OYbtW/i1xwK4=">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</latexit> <latexit sha1_base64="HMNWUzbZuyE4lN0OYbtW/i1xwK4=">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</latexit> <latexit sha1_base64="HMNWUzbZuyE4lN0OYbtW/i1xwK4=">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</latexit> l(u, vpos, vneg) = max(0, margin d(u, vpos) + d(u, vneg)) <latexit sha1_base64="HMNWUzbZuyE4lN0OYbtW/i1xwK4=">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</latexit> <latexit sha1_base64="HMNWUzbZuyE4lN0OYbtW/i1xwK4=">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</latexit> <latexit sha1_base64="HMNWUzbZuyE4lN0OYbtW/i1xwK4=">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</latexit> <latexit sha1_base64="HMNWUzbZuyE4lN0OYbtW/i1xwK4=">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</latexit> l(v, upos, uneg) = max(0, margin d(v, upos) + d(v, uneg)) <latexit sha1_base64="RaltiJNgs4lyUB6ZxgWf7Y1Ch+Y=">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</latexit> <latexit sha1_base64="RaltiJNgs4lyUB6ZxgWf7Y1Ch+Y=">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</latexit> <latexit sha1_base64="RaltiJNgs4lyUB6ZxgWf7Y1Ch+Y=">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</latexit> <latexit sha1_base64="RaltiJNgs4lyUB6ZxgWf7Y1Ch+Y=">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</latexit> l(v, upos, uneg) = max(0, margin d(v, upos) + d(v, uneg)) <latexit sha1_base64="RaltiJNgs4lyUB6ZxgWf7Y1Ch+Y=">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</latexit> <latexit sha1_base64="RaltiJNgs4lyUB6ZxgWf7Y1Ch+Y=">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</latexit> <latexit sha1_base64="RaltiJNgs4lyUB6ZxgWf7Y1Ch+Y=">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</latexit> <latexit sha1_base64="RaltiJNgs4lyUB6ZxgWf7Y1Ch+Y=">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</latexit> u v <latexit 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sha1_base64="jeoonGFP02O9ro6fpzVloJSPteM=">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</latexit> <latexit sha1_base64="jeoonGFP02O9ro6fpzVloJSPteM=">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</latexit> ZZZ P(xc |F) = <latexit sha1_base64="jeoonGFP02O9ro6fpzVloJSPteM=">AAACbHichVG7SgNBFD1ZXzE+Eh+FEAQxKNqEuyIoghAQxTI+4gOVsLuOumRf7G6CMfoDthYWaqEgIn6GjT9g4SeIYKNgY+HNZkFU1DvMzJkz99w5M6M6hu75RA8Rqa6+obEp2hxraW1rjyc6Opc8u+hqIqfZhu2uqIonDN0SOV/3DbHiuEIxVUMsq4Wp6v5ySbiebluLftkRG6aybelbuqb4TK1mh3bz2v7M8GQ+kaI0BdH3E8ghSCGMrJ24wjo2YUNDESYELPiMDSjwuK1BBsFhbgMV5lxGerAvcIAYa4ucJThDYbbA4zav1kLW4nW1pheoNT7F4O6ysg8DdE/X9EJ3dEOP9P5rrUpQo+qlzLNa0wonHz/sWXj7V2Xy7GPnU/WnZx9bGA+86uzdCZjqLbSavrR3/LIwMT9QGaQLemL/5/RAt3wDq/SqXc6J+RPE+APk78/9EyyNpGVKy3Ojqcx0+BVRJNGPIX7vMWQwiyxyfK6JI5ziLPIsdUtJqbeWKkVCTRe+hDT4AfK9jK0=</latexit> <latexit 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sha1_base64="jeoonGFP02O9ro6fpzVloJSPteM=">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</latexit> <latexit sha1_base64="jeoonGFP02O9ro6fpzVloJSPteM=">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</latexit> <latexit sha1_base64="jeoonGFP02O9ro6fpzVloJSPteM=">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</latexit> YYY P(xc |F) = <latexit sha1_base64="jeoonGFP02O9ro6fpzVloJSPteM=">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</latexit> <latexit sha1_base64="jeoonGFP02O9ro6fpzVloJSPteM=">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</latexit> <latexit sha1_base64="jeoonGFP02O9ro6fpzVloJSPteM=">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</latexit> <latexit sha1_base64="jeoonGFP02O9ro6fpzVloJSPteM=">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</latexit> ZZZ P(xc |F) = <latexit sha1_base64="jeoonGFP02O9ro6fpzVloJSPteM=">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</latexit> <latexit sha1_base64="jeoonGFP02O9ro6fpzVloJSPteM=">AAACbHichVG7SgNBFD1ZXzE+Eh+FEAQxKNqEuyIoghAQxTI+4gOVsLuOumRf7G6CMfoDthYWaqEgIn6GjT9g4SeIYKNgY+HNZkFU1DvMzJkz99w5M6M6hu75RA8Rqa6+obEp2hxraW1rjyc6Opc8u+hqIqfZhu2uqIonDN0SOV/3DbHiuEIxVUMsq4Wp6v5ySbiebluLftkRG6aybelbuqb4TK1mh3bz2v7M8GQ+kaI0BdH3E8ghSCGMrJ24wjo2YUNDESYELPiMDSjwuK1BBsFhbgMV5lxGerAvcIAYa4ucJThDYbbA4zav1kLW4nW1pheoNT7F4O6ysg8DdE/X9EJ3dEOP9P5rrUpQo+qlzLNa0wonHz/sWXj7V2Xy7GPnU/WnZx9bGA+86uzdCZjqLbSavrR3/LIwMT9QGaQLemL/5/RAt3wDq/SqXc6J+RPE+APk78/9EyyNpGVKy3Ojqcx0+BVRJNGPIX7vMWQwiyxyfK6JI5ziLPIsdUtJqbeWKkVCTRe+hDT4AfK9jK0=</latexit> <latexit sha1_base64="jeoonGFP02O9ro6fpzVloJSPteM=">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</latexit> <latexit sha1_base64="jeoonGFP02O9ro6fpzVloJSPteM=">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</latexit> [[[ P(F) = <latexit sha1_base64="x2cLUamByf74zN7c91v1U6XO+dQ=">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</latexit> <latexit sha1_base64="x2cLUamByf74zN7c91v1U6XO+dQ=">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</latexit> <latexit sha1_base64="x2cLUamByf74zN7c91v1U6XO+dQ=">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</latexit> <latexit sha1_base64="x2cLUamByf74zN7c91v1U6XO+dQ=">AAACaHichVHLSsNAFD2N7/qqulBxI5aKbsqNCIogCKK4rNaooKUkcdTBNAlJWtDiD7hxqeJKQUT8DDf+gAs/QV1WcOPC2zQgWtQ7zMyZM/fcOTNjuJb0A6KnmNLQ2NTc0toWb+/o7OpO9PSu+U7RM4VmOpbjbRi6LyxpCy2QgSU2XE/oBcMS68b+fHV/vSQ8Xzr2anDgilxB37XljjT1gCktM7Y4PptPJClNYQzXAzUCSUSRcRI32MI2HJgoogABGwFjCzp8bptQQXCZy6HMnMdIhvsCR4iztshZgjN0Zvd53OXVZsTavK7W9EO1yadY3D1WDiNFj3RLFXqgO3qmj19rlcMaVS8HPBs1rXDz3ccD2fd/VQWeA+x9qf70HGAH06FXyd7dkKnewqzpS4enlezMSqo8Slf0yv4v6Ynu+QZ26c28XhYrF4jzB6g/n7serE2kVUqry5PJuYXoK1oxhBGM8XtPYQ5LyEDjcyVOcIbz2IuSUPqVwVqqEos0ffgWysgn50qKzw==</latexit> P(F) = <latexit sha1_base64="x2cLUamByf74zN7c91v1U6XO+dQ=">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</latexit> <latexit sha1_base64="x2cLUamByf74zN7c91v1U6XO+dQ=">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</latexit> <latexit sha1_base64="x2cLUamByf74zN7c91v1U6XO+dQ=">AAACaHichVHLSsNAFD2N7/qqulBxI5aKbsqNCIogCKK4rNaooKUkcdTBNAlJWtDiD7hxqeJKQUT8DDf+gAs/QV1WcOPC2zQgWtQ7zMyZM/fcOTNjuJb0A6KnmNLQ2NTc0toWb+/o7OpO9PSu+U7RM4VmOpbjbRi6LyxpCy2QgSU2XE/oBcMS68b+fHV/vSQ8Xzr2anDgilxB37XljjT1gCktM7Y4PptPJClNYQzXAzUCSUSRcRI32MI2HJgoogABGwFjCzp8bptQQXCZy6HMnMdIhvsCR4iztshZgjN0Zvd53OXVZsTavK7W9EO1yadY3D1WDiNFj3RLFXqgO3qmj19rlcMaVS8HPBs1rXDz3ccD2fd/VQWeA+x9qf70HGAH06FXyd7dkKnewqzpS4enlezMSqo8Slf0yv4v6Ynu+QZ26c28XhYrF4jzB6g/n7serE2kVUqry5PJuYXoK1oxhBGM8XtPYQ5LyEDjcyVOcIbz2IuSUPqVwVqqEos0ffgWysgn50qKzw==</latexit> <latexit sha1_base64="x2cLUamByf74zN7c91v1U6XO+dQ=">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</latexit> P(F) = <latexit sha1_base64="x2cLUamByf74zN7c91v1U6XO+dQ=">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</latexit> <latexit sha1_base64="x2cLUamByf74zN7c91v1U6XO+dQ=">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</latexit> <latexit sha1_base64="x2cLUamByf74zN7c91v1U6XO+dQ=">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</latexit> <latexit sha1_base64="x2cLUamByf74zN7c91v1U6XO+dQ=">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</latexit> QQQ RRR SSS score(F|ptarget) = (Ef (F; ✓LST Mf ) + Eb(F; ✓LST Mb)) + d(WT · pF , WT · ptarget) <latexit sha1_base64="MUMdQmoCLrAyPQn+jH5Gh/WIp4E=">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</latexit> <latexit sha1_base64="MUMdQmoCLrAyPQn+jH5Gh/WIp4E=">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</latexit> <latexit sha1_base64="MUMdQmoCLrAyPQn+jH5Gh/WIp4E=">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</latexit> <latexit sha1_base64="MUMdQmoCLrAyPQn+jH5Gh/WIp4E=">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</latexit> xa = arg max xc 2C exp(ht 1xc) P x2C exp(ht 1x) + exp(˜ ht+1xc) P x2C exp(˜ ht+1x) + SS(F, {xc }) <latexit sha1_base64="rxsAV8hz6jXZBVFCFkXDtDDndfI=">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</latexit> <latexit sha1_base64="rxsAV8hz6jXZBVFCFkXDtDDndfI=">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</latexit> <latexit sha1_base64="rxsAV8hz6jXZBVFCFkXDtDDndfI=">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</latexit> <latexit 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  19. 26 &YQFSJNFOU4UZMFCBTJTWJTVBMJ[BUJPO Style A Style B Style C Style D

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