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[213] Fashion Visual Search

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[213] Fashion Visual Search

  1. 1. 

  2. 2.
  3. 3. Ax = 0 A = [v1 v2 … vn] v1 v2 vn ⋮
  4. 4. Ax = 0 A = [v1 v2 … vn] v1 v2 vn ⋮
  5. 5. A = [v1 v2 … vn] v1 v2 vn ⋮ Ax = b
  6. 6. Lv(q, d+ , d ) = 1 2 max(0, m + T q + T q ) <latexit sha1_base64="YkuvproxiReNAy85QHYIWdiCQiY=">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</latexit><latexit sha1_base64="YkuvproxiReNAy85QHYIWdiCQiY=">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</latexit><latexit sha1_base64="YkuvproxiReNAy85QHYIWdiCQiY=">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</latexit><latexit sha1_base64="YkuvproxiReNAy85QHYIWdiCQiY=">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</latexit>
  7. 7. + grey + red + stripes + jumper - cartoon
  8. 8. ï Two main problems: - Relies on a perfect attribute prediction - Image similarity is not taken into account
  9. 9. Ii :<latexit sha1_base64="W9NfTsfdNAUWDqtXBAQD81+F5Iw=">AAAB63icbZDLSgMxFIbP1Futt6pLN8EiuCozIiiuim50V8HaQjuUTJppQ3MZkoxQhr6CGxeKuPWF3Pk2ZtpZaOsPgY//nEPO+aOEM2N9/9srrayurW+UNytb2zu7e9X9g0ejUk1oiyiudCfChnImacsyy2kn0RSLiNN2NL7J6+0nqg1T8sFOEhoKPJQsZgTb3Lrrs6t+tebX/ZnQMgQF1KBQs1/96g0USQWVlnBsTDfwExtmWFtGOJ1WeqmhCSZjPKRdhxILasJstusUnThngGKl3ZMWzdzfExkWxkxE5DoFtiOzWMvN/2rd1MaXYcZkkloqyfyjOOXIKpQfjgZMU2L5xAEmmrldERlhjYl18VRcCMHiycvweFYPHN+f1xrXRRxlOIJjOIUALqABt9CEFhAYwTO8wpsnvBfv3fuYt5a8YuYQ/sj7/AGW2Y3t</latexit><latexit 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sha1_base64="W9NfTsfdNAUWDqtXBAQD81+F5Iw=">AAAB63icbZDLSgMxFIbP1Futt6pLN8EiuCozIiiuim50V8HaQjuUTJppQ3MZkoxQhr6CGxeKuPWF3Pk2ZtpZaOsPgY//nEPO+aOEM2N9/9srrayurW+UNytb2zu7e9X9g0ejUk1oiyiudCfChnImacsyy2kn0RSLiNN2NL7J6+0nqg1T8sFOEhoKPJQsZgTb3Lrrs6t+tebX/ZnQMgQF1KBQs1/96g0USQWVlnBsTDfwExtmWFtGOJ1WeqmhCSZjPKRdhxILasJstusUnThngGKl3ZMWzdzfExkWxkxE5DoFtiOzWMvN/2rd1MaXYcZkkloqyfyjOOXIKpQfjgZMU2L5xAEmmrldERlhjYl18VRcCMHiycvweFYPHN+f1xrXRRxlOIJjOIUALqABt9CEFhAYwTO8wpsnvBfv3fuYt5a8YuYQ/sj7/AGW2Y3t</latexit> Ai :<latexit sha1_base64="zvHweb7nroKnloAijsqQm1pHtt0=">AAAB63icbZDLSgMxFIbP1Futt6pLN8EiuCozIiiuqm5cVrC20A4lk2ba0FyGJCOUoa/gxoUibn0hd76NmXYW2vpD4OM/55Bz/ijhzFjf//ZKK6tr6xvlzcrW9s7uXnX/4NGoVBPaIoor3YmwoZxJ2rLMctpJNMUi4rQdjW/zevuJasOUfLCThIYCDyWLGcE2t6777Kpfrfl1fya0DEEBNSjU7Fe/egNFUkGlJRwb0w38xIYZ1pYRTqeVXmpogskYD2nXocSCmjCb7TpFJ84ZoFhp96RFM/f3RIaFMRMRuU6B7cgs1nLzv1o3tfFlmDGZpJZKMv8oTjmyCuWHowHTlFg+cYCJZm5XREZYY2JdPBUXQrB48jI8ntUDx/fntcZNEUcZjuAYTiGAC2jAHTShBQRG8Ayv8OYJ78V79z7mrSWvmDmEP/I+fwCKoY3l</latexit><latexit sha1_base64="zvHweb7nroKnloAijsqQm1pHtt0=">AAAB63icbZDLSgMxFIbP1Futt6pLN8EiuCozIiiuqm5cVrC20A4lk2ba0FyGJCOUoa/gxoUibn0hd76NmXYW2vpD4OM/55Bz/ijhzFjf//ZKK6tr6xvlzcrW9s7uXnX/4NGoVBPaIoor3YmwoZxJ2rLMctpJNMUi4rQdjW/zevuJasOUfLCThIYCDyWLGcE2t6777Kpfrfl1fya0DEEBNSjU7Fe/egNFUkGlJRwb0w38xIYZ1pYRTqeVXmpogskYD2nXocSCmjCb7TpFJ84ZoFhp96RFM/f3RIaFMRMRuU6B7cgs1nLzv1o3tfFlmDGZpJZKMv8oTjmyCuWHowHTlFg+cYCJZm5XREZYY2JdPBUXQrB48jI8ntUDx/fntcZNEUcZjuAYTiGAC2jAHTShBQRG8Ayv8OYJ78V79z7mrSWvmDmEP/I+fwCKoY3l</latexit><latexit sha1_base64="zvHweb7nroKnloAijsqQm1pHtt0=">AAAB63icbZDLSgMxFIbP1Futt6pLN8EiuCozIiiuqm5cVrC20A4lk2ba0FyGJCOUoa/gxoUibn0hd76NmXYW2vpD4OM/55Bz/ijhzFjf//ZKK6tr6xvlzcrW9s7uXnX/4NGoVBPaIoor3YmwoZxJ2rLMctpJNMUi4rQdjW/zevuJasOUfLCThIYCDyWLGcE2t6777Kpfrfl1fya0DEEBNSjU7Fe/egNFUkGlJRwb0w38xIYZ1pYRTqeVXmpogskYD2nXocSCmjCb7TpFJ84ZoFhp96RFM/f3RIaFMRMRuU6B7cgs1nLzv1o3tfFlmDGZpJZKMv8oTjmyCuWHowHTlFg+cYCJZm5XREZYY2JdPBUXQrB48jI8ntUDx/fntcZNEUcZjuAYTiGAC2jAHTShBQRG8Ayv8OYJ78V79z7mrSWvmDmEP/I+fwCKoY3l</latexit><latexit sha1_base64="zvHweb7nroKnloAijsqQm1pHtt0=">AAAB63icbZDLSgMxFIbP1Futt6pLN8EiuCozIiiuqm5cVrC20A4lk2ba0FyGJCOUoa/gxoUibn0hd76NmXYW2vpD4OM/55Bz/ijhzFjf//ZKK6tr6xvlzcrW9s7uXnX/4NGoVBPaIoor3YmwoZxJ2rLMctpJNMUi4rQdjW/zevuJasOUfLCThIYCDyWLGcE2t6777Kpfrfl1fya0DEEBNSjU7Fe/egNFUkGlJRwb0w38xIYZ1pYRTqeVXmpogskYD2nXocSCmjCb7TpFJ84ZoFhp96RFM/f3RIaFMRMRuU6B7cgs1nLzv1o3tfFlmDGZpJZKMv8oTjmyCuWHowHTlFg+cYCJZm5XREZYY2JdPBUXQrB48jI8ntUDx/fntcZNEUcZjuAYTiGAC2jAHTShBQRG8Ayv8OYJ78V79z7mrSWvmDmEP/I+fwCKoY3l</latexit> Aj :<latexit 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sha1_base64="fTpDRa4bqZbjqYQBD7mGVHt96DM=">AAAB63icbZDLSgMxFIbP1Futt6pLN8EiuCozIiiuqm5cVrAXaIeSSTNtbJIZkowwDH0FNy4UcesLufNtzLSz0NYfAh//OYec8wcxZ9q47rdTWlldW98ob1a2tnd296r7B20dJYrQFol4pLoB1pQzSVuGGU67saJYBJx2gsltXu88UaVZJB9MGlNf4JFkISPY5Nb14PFqUK25dXcmtAxeATUo1BxUv/rDiCSCSkM41rrnubHxM6wMI5xOK/1E0xiTCR7RnkWJBdV+Ntt1ik6sM0RhpOyTBs3c3xMZFlqnIrCdApuxXqzl5n+1XmLCSz9jMk4MlWT+UZhwZCKUH46GTFFieGoBE8XsroiMscLE2HgqNgRv8eRlaJ/VPcv357XGTRFHGY7gGE7BgwtowB00oQUExvAMr/DmCOfFeXc+5q0lp5g5hD9yPn8AjCaN5g==</latexit><latexit sha1_base64="fTpDRa4bqZbjqYQBD7mGVHt96DM=">AAAB63icbZDLSgMxFIbP1Futt6pLN8EiuCozIiiuqm5cVrAXaIeSSTNtbJIZkowwDH0FNy4UcesLufNtzLSz0NYfAh//OYec8wcxZ9q47rdTWlldW98ob1a2tnd296r7B20dJYrQFol4pLoB1pQzSVuGGU67saJYBJx2gsltXu88UaVZJB9MGlNf4JFkISPY5Nb14PFqUK25dXcmtAxeATUo1BxUv/rDiCSCSkM41rrnubHxM6wMI5xOK/1E0xiTCR7RnkWJBdV+Ntt1ik6sM0RhpOyTBs3c3xMZFlqnIrCdApuxXqzl5n+1XmLCSz9jMk4MlWT+UZhwZCKUH46GTFFieGoBE8XsroiMscLE2HgqNgRv8eRlaJ/VPcv357XGTRFHGY7gGE7BgwtowB00oQUExvAMr/DmCOfFeXc+5q0lp5g5hD9yPn8AjCaN5g==</latexit> Ij :<latexit 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sha1_base64="L0GT90pN+3IUnxiMmEUqXTpKYpA=">AAAB7HicbZBNS8NAEIYn9avWr6pHL4tF8FQSERRPRS8eK5i20Iay2WzapZtN2J0IpfQ3ePGgiFd/kDf/jds2B219YeHhnRl25g0zKQy67rdTWlvf2Nwqb1d2dvf2D6qHRy2T5ppxn6Uy1Z2QGi6F4j4KlLyTaU6TUPJ2OLqb1dtPXBuRqkccZzxI6ECJWDCK1vJF1Bc3/WrNrbtzkVXwCqhBoWa/+tWLUpYnXCGT1Jiu52YYTKhGwSSfVnq54RllIzrgXYuKJtwEk/myU3JmnYjEqbZPIZm7vycmNDFmnIS2M6E4NMu1mflfrZtjfB1MhMpy5IotPopzSTAls8tJJDRnKMcWKNPC7krYkGrK0OZTsSF4yyevQuui7ll+uKw1bos4ynACp3AOHlxBA+6hCT4wEPAMr/DmKOfFeXc+Fq0lp5g5hj9yPn8AhdeOew==</latexit><latexit sha1_base64="L0GT90pN+3IUnxiMmEUqXTpKYpA=">AAAB7HicbZBNS8NAEIYn9avWr6pHL4tF8FQSERRPRS8eK5i20Iay2WzapZtN2J0IpfQ3ePGgiFd/kDf/jds2B219YeHhnRl25g0zKQy67rdTWlvf2Nwqb1d2dvf2D6qHRy2T5ppxn6Uy1Z2QGi6F4j4KlLyTaU6TUPJ2OLqb1dtPXBuRqkccZzxI6ECJWDCK1vJF1Bc3/WrNrbtzkVXwCqhBoWa/+tWLUpYnXCGT1Jiu52YYTKhGwSSfVnq54RllIzrgXYuKJtwEk/myU3JmnYjEqbZPIZm7vycmNDFmnIS2M6E4NMu1mflfrZtjfB1MhMpy5IotPopzSTAls8tJJDRnKMcWKNPC7krYkGrK0OZTsSF4yyevQuui7ll+uKw1bos4ynACp3AOHlxBA+6hCT4wEPAMr/DmKOfFeXc+Fq0lp5g5hj9yPn8AhdeOew==</latexit><latexit sha1_base64="L0GT90pN+3IUnxiMmEUqXTpKYpA=">AAAB7HicbZBNS8NAEIYn9avWr6pHL4tF8FQSERRPRS8eK5i20Iay2WzapZtN2J0IpfQ3ePGgiFd/kDf/jds2B219YeHhnRl25g0zKQy67rdTWlvf2Nwqb1d2dvf2D6qHRy2T5ppxn6Uy1Z2QGi6F4j4KlLyTaU6TUPJ2OLqb1dtPXBuRqkccZzxI6ECJWDCK1vJF1Bc3/WrNrbtzkVXwCqhBoWa/+tWLUpYnXCGT1Jiu52YYTKhGwSSfVnq54RllIzrgXYuKJtwEk/myU3JmnYjEqbZPIZm7vycmNDFmnIS2M6E4NMu1mflfrZtjfB1MhMpy5IotPopzSTAls8tJJDRnKMcWKNPC7krYkGrK0OZTsSF4yyevQuui7ll+uKw1bos4ynACp3AOHlxBA+6hCT4wEPAMr/DmKOfFeXc+Fq0lp5g5hj9yPn8AhdeOew==</latexit><latexit sha1_base64="L0GT90pN+3IUnxiMmEUqXTpKYpA=">AAAB7HicbZBNS8NAEIYn9avWr6pHL4tF8FQSERRPRS8eK5i20Iay2WzapZtN2J0IpfQ3ePGgiFd/kDf/jds2B219YeHhnRl25g0zKQy67rdTWlvf2Nwqb1d2dvf2D6qHRy2T5ppxn6Uy1Z2QGi6F4j4KlLyTaU6TUPJ2OLqb1dtPXBuRqkccZzxI6ECJWDCK1vJF1Bc3/WrNrbtzkVXwCqhBoWa/+tWLUpYnXCGT1Jiu52YYTKhGwSSfVnq54RllIzrgXYuKJtwEk/myU3JmnYjEqbZPIZm7vycmNDFmnIS2M6E4NMu1mflfrZtjfB1MhMpy5IotPopzSTAls8tJJDRnKMcWKNPC7krYkGrK0OZTsSF4yyevQuui7ll+uKw1bos4ynACp3AOHlxBA+6hCT4wEPAMr/DmKOfFeXc+Fq0lp5g5hj9yPn8AhdeOew==</latexit> idj :<latexit sha1_base64="quUnB3ovdi2i7DyZ3Q2kv5HX3V0=">AAAB7HicbZBNS8NAEIYnftb6VfXoZbEInkoiguKp6MVjBdMW2lA2m027drMJuxOhlP4GLx4U8eoP8ua/cdvmoK0vLDy8M8POvGEmhUHX/XZWVtfWNzZLW+Xtnd29/crBYdOkuWbcZ6lMdTukhkuhuI8CJW9nmtMklLwVDm+n9dYT10ak6gFHGQ8S2lciFoyitXwR9R6ve5WqW3NnIsvgFVCFQo1e5asbpSxPuEImqTEdz80wGFONgkk+KXdzwzPKhrTPOxYVTbgJxrNlJ+TUOhGJU22fQjJzf0+MaWLMKAltZ0JxYBZrU/O/WifH+CoYC5XlyBWbfxTnkmBKppeTSGjOUI4sUKaF3ZWwAdWUoc2nbEPwFk9ehuZ5zbN8f1Gt3xRxlOAYTuAMPLiEOtxBA3xgIOAZXuHNUc6L8+58zFtXnGLmCP7I+fwBh1yOfA==</latexit><latexit sha1_base64="quUnB3ovdi2i7DyZ3Q2kv5HX3V0=">AAAB7HicbZBNS8NAEIYnftb6VfXoZbEInkoiguKp6MVjBdMW2lA2m027drMJuxOhlP4GLx4U8eoP8ua/cdvmoK0vLDy8M8POvGEmhUHX/XZWVtfWNzZLW+Xtnd29/crBYdOkuWbcZ6lMdTukhkuhuI8CJW9nmtMklLwVDm+n9dYT10ak6gFHGQ8S2lciFoyitXwR9R6ve5WqW3NnIsvgFVCFQo1e5asbpSxPuEImqTEdz80wGFONgkk+KXdzwzPKhrTPOxYVTbgJxrNlJ+TUOhGJU22fQjJzf0+MaWLMKAltZ0JxYBZrU/O/WifH+CoYC5XlyBWbfxTnkmBKppeTSGjOUI4sUKaF3ZWwAdWUoc2nbEPwFk9ehuZ5zbN8f1Gt3xRxlOAYTuAMPLiEOtxBA3xgIOAZXuHNUc6L8+58zFtXnGLmCP7I+fwBh1yOfA==</latexit><latexit sha1_base64="quUnB3ovdi2i7DyZ3Q2kv5HX3V0=">AAAB7HicbZBNS8NAEIYnftb6VfXoZbEInkoiguKp6MVjBdMW2lA2m027drMJuxOhlP4GLx4U8eoP8ua/cdvmoK0vLDy8M8POvGEmhUHX/XZWVtfWNzZLW+Xtnd29/crBYdOkuWbcZ6lMdTukhkuhuI8CJW9nmtMklLwVDm+n9dYT10ak6gFHGQ8S2lciFoyitXwR9R6ve5WqW3NnIsvgFVCFQo1e5asbpSxPuEImqTEdz80wGFONgkk+KXdzwzPKhrTPOxYVTbgJxrNlJ+TUOhGJU22fQjJzf0+MaWLMKAltZ0JxYBZrU/O/WifH+CoYC5XlyBWbfxTnkmBKppeTSGjOUI4sUKaF3ZWwAdWUoc2nbEPwFk9ehuZ5zbN8f1Gt3xRxlOAYTuAMPLiEOtxBA3xgIOAZXuHNUc6L8+58zFtXnGLmCP7I+fwBh1yOfA==</latexit><latexit sha1_base64="quUnB3ovdi2i7DyZ3Q2kv5HX3V0=">AAAB7HicbZBNS8NAEIYnftb6VfXoZbEInkoiguKp6MVjBdMW2lA2m027drMJuxOhlP4GLx4U8eoP8ua/cdvmoK0vLDy8M8POvGEmhUHX/XZWVtfWNzZLW+Xtnd29/crBYdOkuWbcZ6lMdTukhkuhuI8CJW9nmtMklLwVDm+n9dYT10ak6gFHGQ8S2lciFoyitXwR9R6ve5WqW3NnIsvgFVCFQo1e5asbpSxPuEImqTEdz80wGFONgkk+KXdzwzPKhrTPOxYVTbgJxrNlJ+TUOhGJU22fQjJzf0+MaWLMKAltZ0JxYBZrU/O/WifH+CoYC5XlyBWbfxTnkmBKppeTSGjOUI4sUKaF3ZWwAdWUoc2nbEPwFk9ehuZ5zbN8f1Gt3xRxlOAYTuAMPLiEOtxBA3xgIOAZXuHNUc6L8+58zFtXnGLmCP7I+fwBh1yOfA==</latexit> Training data: annotations
  10. 10. id222 id222 id777 id000 id000 id999 Training data: triplets
  11. 11. Encoding a list of attributes Simplest approach: Binary histogram Alternative approach: Aggregation of word2vec representations
  12. 12. ?
  13. 13. Lv = 1 2 max(0, m + T q + T q ) <latexit sha1_base64="W1MZ/c7qyYuD4EcXbQ2MSjatSnQ=">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</latexit><latexit sha1_base64="W1MZ/c7qyYuD4EcXbQ2MSjatSnQ=">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</latexit><latexit sha1_base64="W1MZ/c7qyYuD4EcXbQ2MSjatSnQ=">AAACJ3icbZDLSgMxFIYz9VbrrerSTbAIldoyUwQFUYpuXLio0Bt06pBJM21oMjMmmWIZ+jZufBU3goro0jcxvSxs9UDIx/+fQ3J+N2RUKtP8MhILi0vLK8nV1Nr6xuZWenunJoNIYFLFAQtEw0WSMOqTqqKKkUYoCOIuI3W3dzXy630iJA38ihqEpMVRx6cexUhpyUlf3Dh9eA5tTyAcW8O4OLTPOHrImkeQwxy0wy517u8q4zsH87NC/tBJZ8yCOS74F6wpZMC0yk761W4HOOLEV5ghKZuWGapWjISimJFhyo4kCRHuoQ5pavQRJ7IVj/ccwgOttKEXCH18Bcfq74kYcSkH3NWdHKmunPdG4n9eM1LeaSumfhgp4uPJQ17EoArgKDTYpoJgxQYaEBZU/xXiLtKRKR1tSodgza/8F2rFgqX59jhTupzGkQR7YB9kgQVOQAlcgzKoAgwewTN4A+/Gk/FifBifk9aEMZ3ZBTNlfP8A3uyjfQ==</latexit><latexit sha1_base64="W1MZ/c7qyYuD4EcXbQ2MSjatSnQ=">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</latexit> Lav = 1 2 max(0, m + T q q T q ) <latexit sha1_base64="eDQCdbN1rg8TPpDLNveYMbh9aWo=">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</latexit><latexit sha1_base64="eDQCdbN1rg8TPpDLNveYMbh9aWo=">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</latexit><latexit sha1_base64="eDQCdbN1rg8TPpDLNveYMbh9aWo=">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</latexit><latexit sha1_base64="eDQCdbN1rg8TPpDLNveYMbh9aWo=">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</latexit> Lva = 1 2 max(0, m + T q q T q ) <latexit 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sha1_base64="6FT4FKy20l6FL4aheHID0g3ueGE=">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</latexit> L = Lv + · (Lva + Lav)<latexit 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sha1_base64="laR1BtF2t2HJVI9cRN00x7mkIVE=">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</latexit><latexit 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  14. 14. Image search
  15. 15. ( )<latexit sha1_base64="h9d6wjmnVGPhUxkpPKdF7mEh2Nc=">AAAB63icbZDNSgMxFIVv6l+tf1WXboJFcFVmRNBl0Y3LCrYW2qFk0kwnNMkMSUYoQ1/BjQtF3PpC7nwbM+0stPVA4OPce8m9J0wFN9bzvlFlbX1jc6u6XdvZ3ds/qB8edU2Saco6NBGJ7oXEMMEV61huBeulmhEZCvYYTm6L+uMT04Yn6sFOUxZIMlY84pTYwhqkMR/WG17Tmwuvgl9CA0q1h/WvwSihmWTKUkGM6fteaoOcaMupYLPaIDMsJXRCxqzvUBHJTJDPd53hM+eMcJRo95TFc/f3RE6kMVMZuk5JbGyWa4X5X62f2eg6yLlKM8sUXXwUZQLbBBeH4xHXjFoxdUCo5m5XTGOiCbUunpoLwV8+eRW6F03f8f1lo3VTxlGFEziFc/DhClpwB23oAIUYnuEV3pBEL+gdfSxaK6icOYY/Qp8/E4qOPw==</latexit><latexit sha1_base64="h9d6wjmnVGPhUxkpPKdF7mEh2Nc=">AAAB63icbZDNSgMxFIVv6l+tf1WXboJFcFVmRNBl0Y3LCrYW2qFk0kwnNMkMSUYoQ1/BjQtF3PpC7nwbM+0stPVA4OPce8m9J0wFN9bzvlFlbX1jc6u6XdvZ3ds/qB8edU2Saco6NBGJ7oXEMMEV61huBeulmhEZCvYYTm6L+uMT04Yn6sFOUxZIMlY84pTYwhqkMR/WG17Tmwuvgl9CA0q1h/WvwSihmWTKUkGM6fteaoOcaMupYLPaIDMsJXRCxqzvUBHJTJDPd53hM+eMcJRo95TFc/f3RE6kMVMZuk5JbGyWa4X5X62f2eg6yLlKM8sUXXwUZQLbBBeH4xHXjFoxdUCo5m5XTGOiCbUunpoLwV8+eRW6F03f8f1lo3VTxlGFEziFc/DhClpwB23oAIUYnuEV3pBEL+gdfSxaK6icOYY/Qp8/E4qOPw==</latexit><latexit sha1_base64="h9d6wjmnVGPhUxkpPKdF7mEh2Nc=">AAAB63icbZDNSgMxFIVv6l+tf1WXboJFcFVmRNBl0Y3LCrYW2qFk0kwnNMkMSUYoQ1/BjQtF3PpC7nwbM+0stPVA4OPce8m9J0wFN9bzvlFlbX1jc6u6XdvZ3ds/qB8edU2Saco6NBGJ7oXEMMEV61huBeulmhEZCvYYTm6L+uMT04Yn6sFOUxZIMlY84pTYwhqkMR/WG17Tmwuvgl9CA0q1h/WvwSihmWTKUkGM6fteaoOcaMupYLPaIDMsJXRCxqzvUBHJTJDPd53hM+eMcJRo95TFc/f3RE6kMVMZuk5JbGyWa4X5X62f2eg6yLlKM8sUXXwUZQLbBBeH4xHXjFoxdUCo5m5XTGOiCbUunpoLwV8+eRW6F03f8f1lo3VTxlGFEziFc/DhClpwB23oAIUYnuEV3pBEL+gdfSxaK6icOYY/Qp8/E4qOPw==</latexit><latexit sha1_base64="h9d6wjmnVGPhUxkpPKdF7mEh2Nc=">AAAB63icbZDNSgMxFIVv6l+tf1WXboJFcFVmRNBl0Y3LCrYW2qFk0kwnNMkMSUYoQ1/BjQtF3PpC7nwbM+0stPVA4OPce8m9J0wFN9bzvlFlbX1jc6u6XdvZ3ds/qB8edU2Saco6NBGJ7oXEMMEV61huBeulmhEZCvYYTm6L+uMT04Yn6sFOUxZIMlY84pTYwhqkMR/WG17Tmwuvgl9CA0q1h/WvwSihmWTKUkGM6fteaoOcaMupYLPaIDMsJXRCxqzvUBHJTJDPd53hM+eMcJRo95TFc/f3RE6kMVMZuk5JbGyWa4X5X62f2eg6yLlKM8sUXXwUZQLbBBeH4xHXjFoxdUCo5m5XTGOiCbUunpoLwV8+eRW6F03f8f1lo3VTxlGFEziFc/DhClpwB23oAIUYnuEV3pBEL+gdfSxaK6icOYY/Qp8/E4qOPw==</latexit> (0 red0 )<latexit sha1_base64="vae0pMzJ8+HnQhXryLSKwL9dCcQ=">AAAB8nicbZDNSgMxFIXv1L9a/6ou3QSLtG7KjAi6LLpxWcHWwnQomUymDc0kQ5IRytDHcONCEbc+jTvfxrSdhbYeCHycey+594QpZ9q47rdTWlvf2Nwqb1d2dvf2D6qHR10tM0Voh0guVS/EmnImaMcww2kvVRQnIaeP4fh2Vn98okozKR7MJKVBgoeCxYxgYy2/n2rWqCsa1c8H1ZrbdOdCq+AVUINC7UH1qx9JkiVUGMKx1r7npibIsTKMcDqt9DNNU0zGeEh9iwInVAf5fOUpOrNOhGKp7BMGzd3fEzlOtJ4koe1MsBnp5drM/K/mZya+DnIm0sxQQRYfxRlHRqLZ/ShiihLDJxYwUczuisgIK0yMTaliQ/CWT16F7kXTs3x/WWvdFHGU4QROoQEeXEEL7qANHSAg4Rle4c0xzovz7nwsWktOMXMMf+R8/gAGppBq</latexit><latexit sha1_base64="vae0pMzJ8+HnQhXryLSKwL9dCcQ=">AAAB8nicbZDNSgMxFIXv1L9a/6ou3QSLtG7KjAi6LLpxWcHWwnQomUymDc0kQ5IRytDHcONCEbc+jTvfxrSdhbYeCHycey+594QpZ9q47rdTWlvf2Nwqb1d2dvf2D6qHR10tM0Voh0guVS/EmnImaMcww2kvVRQnIaeP4fh2Vn98okozKR7MJKVBgoeCxYxgYy2/n2rWqCsa1c8H1ZrbdOdCq+AVUINC7UH1qx9JkiVUGMKx1r7npibIsTKMcDqt9DNNU0zGeEh9iwInVAf5fOUpOrNOhGKp7BMGzd3fEzlOtJ4koe1MsBnp5drM/K/mZya+DnIm0sxQQRYfxRlHRqLZ/ShiihLDJxYwUczuisgIK0yMTaliQ/CWT16F7kXTs3x/WWvdFHGU4QROoQEeXEEL7qANHSAg4Rle4c0xzovz7nwsWktOMXMMf+R8/gAGppBq</latexit><latexit sha1_base64="vae0pMzJ8+HnQhXryLSKwL9dCcQ=">AAAB8nicbZDNSgMxFIXv1L9a/6ou3QSLtG7KjAi6LLpxWcHWwnQomUymDc0kQ5IRytDHcONCEbc+jTvfxrSdhbYeCHycey+594QpZ9q47rdTWlvf2Nwqb1d2dvf2D6qHR10tM0Voh0guVS/EmnImaMcww2kvVRQnIaeP4fh2Vn98okozKR7MJKVBgoeCxYxgYy2/n2rWqCsa1c8H1ZrbdOdCq+AVUINC7UH1qx9JkiVUGMKx1r7npibIsTKMcDqt9DNNU0zGeEh9iwInVAf5fOUpOrNOhGKp7BMGzd3fEzlOtJ4koe1MsBnp5drM/K/mZya+DnIm0sxQQRYfxRlHRqLZ/ShiihLDJxYwUczuisgIK0yMTaliQ/CWT16F7kXTs3x/WWvdFHGU4QROoQEeXEEL7qANHSAg4Rle4c0xzovz7nwsWktOMXMMf+R8/gAGppBq</latexit><latexit sha1_base64="vae0pMzJ8+HnQhXryLSKwL9dCcQ=">AAAB8nicbZDNSgMxFIXv1L9a/6ou3QSLtG7KjAi6LLpxWcHWwnQomUymDc0kQ5IRytDHcONCEbc+jTvfxrSdhbYeCHycey+594QpZ9q47rdTWlvf2Nwqb1d2dvf2D6qHR10tM0Voh0guVS/EmnImaMcww2kvVRQnIaeP4fh2Vn98okozKR7MJKVBgoeCxYxgYy2/n2rWqCsa1c8H1ZrbdOdCq+AVUINC7UH1qx9JkiVUGMKx1r7npibIsTKMcDqt9DNNU0zGeEh9iwInVAf5fOUpOrNOhGKp7BMGzd3fEzlOtJ4koe1MsBnp5drM/K/mZya+DnIm0sxQQRYfxRlHRqLZ/ShiihLDJxYwUczuisgIK0yMTaliQ/CWT16F7kXTs3x/WWvdFHGU4QROoQEeXEEL7qANHSAg4Rle4c0xzovz7nwsWktOMXMMf+R8/gAGppBq</latexit> +
  16. 16. Image search with attributes
  17. 17. Image search with attributes
  18. 18. Attribute prediction
  19. 19. Attribute search
  20. 20. Attribute search Attribute prediction Image search with attribute modification
  21. 21. DeepFashion dataset - Consumer-to-shop scenario - 240K images - 34K item ids - 50 attributes (no color)
  22. 22. Groundtruth slim-fit pants single-colored regular-length Prediction slim-fit pants medium-rise buttons Image search - (0 slim fit0 )<latexit sha1_base64="Z9c0cwZG3lvutPwV/HrgBRMXups=">AAAB+XicbZDLSgMxFIbP1Futt1GXboJFWheWGRF0WXTjsoK9QDuUTJppQ5PMkGQKZeibuHGhiFvfxJ1vY9rOQqs/BD7+cw7n5A8TzrTxvC+nsLa+sblV3C7t7O7tH7iHRy0dp4rQJol5rDoh1pQzSZuGGU47iaJYhJy2w/HdvN6eUKVZLB/NNKGBwEPJIkawsVbfdXuJZtWK5kxcRMxUzvtu2at5C6G/4OdQhlyNvvvZG8QkFVQawrHWXd9LTJBhZRjhdFbqpZommIzxkHYtSiyoDrLF5TN0Zp0BimJlnzRo4f6cyLDQeipC2ymwGenV2tz8r9ZNTXQTZEwmqaGSLBdFKUcmRvMY0IApSgyfWsBEMXsrIiOsMDE2rJINwV/98l9oXdZ8yw9X5fptHkcRTuAUquDDNdThHhrQBAITeIIXeHUy59l5c96XrQUnnzmGX3I+vgE10pK3</latexit><latexit sha1_base64="Z9c0cwZG3lvutPwV/HrgBRMXups=">AAAB+XicbZDLSgMxFIbP1Futt1GXboJFWheWGRF0WXTjsoK9QDuUTJppQ5PMkGQKZeibuHGhiFvfxJ1vY9rOQqs/BD7+cw7n5A8TzrTxvC+nsLa+sblV3C7t7O7tH7iHRy0dp4rQJol5rDoh1pQzSZuGGU47iaJYhJy2w/HdvN6eUKVZLB/NNKGBwEPJIkawsVbfdXuJZtWK5kxcRMxUzvtu2at5C6G/4OdQhlyNvvvZG8QkFVQawrHWXd9LTJBhZRjhdFbqpZommIzxkHYtSiyoDrLF5TN0Zp0BimJlnzRo4f6cyLDQeipC2ymwGenV2tz8r9ZNTXQTZEwmqaGSLBdFKUcmRvMY0IApSgyfWsBEMXsrIiOsMDE2rJINwV/98l9oXdZ8yw9X5fptHkcRTuAUquDDNdThHhrQBAITeIIXeHUy59l5c96XrQUnnzmGX3I+vgE10pK3</latexit><latexit sha1_base64="Z9c0cwZG3lvutPwV/HrgBRMXups=">AAAB+XicbZDLSgMxFIbP1Futt1GXboJFWheWGRF0WXTjsoK9QDuUTJppQ5PMkGQKZeibuHGhiFvfxJ1vY9rOQqs/BD7+cw7n5A8TzrTxvC+nsLa+sblV3C7t7O7tH7iHRy0dp4rQJol5rDoh1pQzSZuGGU47iaJYhJy2w/HdvN6eUKVZLB/NNKGBwEPJIkawsVbfdXuJZtWK5kxcRMxUzvtu2at5C6G/4OdQhlyNvvvZG8QkFVQawrHWXd9LTJBhZRjhdFbqpZommIzxkHYtSiyoDrLF5TN0Zp0BimJlnzRo4f6cyLDQeipC2ymwGenV2tz8r9ZNTXQTZEwmqaGSLBdFKUcmRvMY0IApSgyfWsBEMXsrIiOsMDE2rJINwV/98l9oXdZ8yw9X5fptHkcRTuAUquDDNdThHhrQBAITeIIXeHUy59l5c96XrQUnnzmGX3I+vgE10pK3</latexit><latexit sha1_base64="Z9c0cwZG3lvutPwV/HrgBRMXups=">AAAB+XicbZDLSgMxFIbP1Futt1GXboJFWheWGRF0WXTjsoK9QDuUTJppQ5PMkGQKZeibuHGhiFvfxJ1vY9rOQqs/BD7+cw7n5A8TzrTxvC+nsLa+sblV3C7t7O7tH7iHRy0dp4rQJol5rDoh1pQzSZuGGU47iaJYhJy2w/HdvN6eUKVZLB/NNKGBwEPJIkawsVbfdXuJZtWK5kxcRMxUzvtu2at5C6G/4OdQhlyNvvvZG8QkFVQawrHWXd9LTJBhZRjhdFbqpZommIzxkHYtSiyoDrLF5TN0Zp0BimJlnzRo4f6cyLDQeipC2ymwGenV2tz8r9ZNTXQTZEwmqaGSLBdFKUcmRvMY0IApSgyfWsBEMXsrIiOsMDE2rJINwV/98l9oXdZ8yw9X5fptHkcRTuAUquDDNdThHhrQBAITeIIXeHUy59l5c96XrQUnnzmGX3I+vgE10pK3</latexit>
  23. 23. Groundtruth dress Prediction dress buttons waistbelt single-colored Image search + (0 stripes0 )<latexit sha1_base64="TPD2/4KulHe626vZgC0eRARjaqI=">AAAB+HicbZDNSgMxFIXv1L9afzrq0k2wSOumzIigy6IblxVsLbRDyaSZNjSTCUlGqEOfxI0LRdz6KO58G9N2Ftp6IPBx7r3cmxNKzrTxvG+nsLa+sblV3C7t7O7tl92Dw7ZOUkVoiyQ8UZ0Qa8qZoC3DDKcdqSiOQ04fwvHNrP7wSJVmibg3E0mDGA8FixjBxlp9t9yTmtWq2igmqa6e9d2KV/fmQqvg51CBXM2++9UbJCSNqTCEY627vidNkGFlGOF0WuqlmkpMxnhIuxYFjqkOsvnhU3RqnQGKEmWfMGju/p7IcKz1JA5tZ4zNSC/XZuZ/tW5qoqsgY0KmhgqyWBSlHJkEzVJAA6YoMXxiARPF7K2IjLDCxNisSjYEf/nLq9A+r/uW7y4qjes8jiIcwwnUwIdLaMAtNKEFBFJ4hld4c56cF+fd+Vi0Fpx85gj+yPn8AeOfkpI=</latexit><latexit 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  24. 24. Groundtruth single-colored sleeveless Prediction single-colored sleeveless short-sleeves long Image search - (0 sleeveless0 )<latexit sha1_base64="5IPqDs8GyhIcas1VTNj8HdLWU8Y=">AAAB+3icbZBNT8JAEIan+IX4VfHopZEY8EJaY6JHohePmMhHAg3ZLlPYsN02u1siIfwVLx40xqt/xJv/xgV6UPBNNnnyzkxm9g0SzpR23W8rt7G5tb2T3y3s7R8cHtnHxaaKU0mxQWMey3ZAFHImsKGZ5thOJJIo4NgKRnfzemuMUrFYPOpJgn5EBoKFjBJtrJ5d7CaKVcqKI46Ro1Lli55dcqvuQs46eBmUIFO9Z391+zFNIxSacqJUx3MT7U+J1IxynBW6qcKE0BEZYMegIBEqf7q4feacG6fvhLE0T2hn4f6emJJIqUkUmM6I6KFarc3N/2qdVIc3/pSJJNUo6HJRmHJHx848CKfPJFLNJwYIlczc6tAhkYRqE1fBhOCtfnkdmpdVz/DDVal2m8WRh1M4gwp4cA01uIc6NIDCEzzDK7xZM+vFerc+lq05K5s5gT+yPn8AM2uT4Q==</latexit><latexit 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  25. 25. We are Hiring!! Domains • Speech Recognition • Speech Synthesis • Computer Vision • Natural Language • NSML / AutoML • Finance AI • App/Web Services Positions • Research Scientist • Research Engineer • SW Engineer • Android / iOS Engineer • Backend Engineer • Data Engineer • UI/UX Engineer • Internship Member • Global Residency clova-jobs@navercorp.com

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