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DeepLearningによるアイドル顔識別を支える技術 / 2017-08-04 builderscon tokyo

DeepLearningによるアイドル顔識別を支える技術 / 2017-08-04 builderscon tokyo

すぎゃーん

August 04, 2017
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  1. %FFQ-FBSOJOHʹΑΔ
    ΞΠυϧإࣝผ
    Λࢧ͑Δٕज़
    CVJMEFSTDPOUPLZP
    ͗͢ΌʔΜ !TVHZBO

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  2. ࣗݾ঺հ
    w ͗͢ΌʔΜ !TVHZBO

    w HJUIVCDPNTVHZBO
    w NFNPTVHZBODPN ͗͢ΌʔΜϝϞ

    w 8FCΤϯδχΞ!-*/&גࣜձࣾ
    w "*ϓϥοτϑΥʔϜ$MPWBͷཪଆ΍ͬͯ·͢
    w ݩυϧϮλ

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  3. ͸͡Ίʹ
    w ࢓ࣄͷ࿩ͱ͔Ұ੾͠·ͤΜ
    w ͢΂ͯݸਓͷझຯͷ࿩Ͱ͢

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  4. ࡞ͬͨ΋ͷ঺հ
    w 5XJUUFS#PU
    IUUQTUXJUUFSDPNJEPM@SFDPHOJ[FS
    w -*/&#05
    IUUQTMJOFNF3UJQVFXE

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  5. ΞΠυϧإࣝผ෼ྨث
    w %FFQ-FBSOJOHʹΑΔإը૾ͷ෼ྨ
    w ࣝผର৅͸֤஍Ͱ׆ಈ͢ΔϥΠϒΞΠυϧ
    w ࣌఺Ͱ ਓͪΐ͍
    w ࣮ݧͰ͸ʙͷਖ਼౴཰
    w ·࣮ͩ༻తͳਫ਼౓Ͱ͸ͳ͍
    w 5FOTPS'MPXͰ࣮૷

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  6. ࡞ͬͨಈػ
    w ػցֶशͷษڧɺͱࢥͬͯ࢝Ίͨ
    w झຯͷԆ௕Ͱྑ͍୊ࡐͩͬͨ
    w ଞʹ΍Γͦ͏ͳਓ͋Μ·ډͳ͍͠
    w ϒϩάॻ͍ͨΒҙ֎ͱόζͬͨ

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  7. ػցֶशʹΑΔը૾෼ྨ
    w ଟ͘ͷֶश༻σʔληοτ͕ཁΔ
    w ೖྗը૾ʹର͢Δਖ਼ղϥϕϧ͕ඞཁ
    w ෼ྨΫϥεʹ͖ͭ਺ઍʙ਺ສʁ
    w ݚڀ༻ʹެ։͞Ε͍ͯΔ΋ͷ΋ଟ਺
    w ແ͍ͳΒࣗ෼Ͱ༻ҙ͢Δ͔͠ͳ͍

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  8. ΞΠυϧإը૾σʔληοτ
    w YαΠζͷਖ਼໘޲͖إը૾
    w 5XJUUFS͔Βऩूɾ੾Γൈ͖
    w ͦΕͧΕ͕ʮ୭ͷإͰ͋Δ͔ʯΛࣔ͢ϥϕϧ
    w ʮඇৗʹߴ౓ͳ஌ࣝʯ͕ٻΊΒΕΔ
    w ೥൒΄Ͳ͔͚ͯίπίπ࡞੒

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  9. ΞΠυϧإը૾σʔληοτ
    w إը૾ສʙ
    w ϥϕϦϯάࡁΈສઍʙ
    w ϥϕϧ਺͸ ऑ

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  10. ؅ཧ༻8FCΞϓϦͷ࿩
    w ࣸਅ಺ͷෳ਺ͷإʹෳ਺ͷϥϕϧΛ෇͚Δ
    w ࣸਅإ/ إϥϕϧ//
    w 3%#Ͱ؅ཧ͢Δͷ͕ྑ͍
    w Ұཡͯ֬͠ೝͨ͠Γϥϕϧબ୒ΛϥΫʹ͍ͨ͠
    w ΧελϚΠζ͠΍͍͢6*͕ཉ͍͠
    w ˠ8FCΞϓϦͰ࡞Δͷ͕ྑ͍ʂ

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  11. ؅ཧ༻8FCΞϓϦͷ࿩
    w 3VCZPO3BJMTͰ࡞੒
    w إը૾ͷҰཡදࣔɾߜΓࠐΈ
    w ϥϕϧͷ௥Ճɾฤूɾ࡟আ
    w UZQFBIFBEKTͰϥϕϧબ୒
    w ఆظλεΫͰը૾ऩू
    w ࠷ॳ͸)FSPLVͰ
    w ࠓ͸714ʹҠߦ

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  12. ؅ཧ༻8FCΞϓϦͷ࿩
    w 8FC԰ͷܦݧΛϑϧʹ׆͔ͤΔ
    w ؾʹೖΒͳ͚Ε͹ࣗ෼Ͱศརʹม͍͚͑ͯΔ
    w ೝূॲཧ΋ೖΕͯଞਓʹख఻ͬͯ΋Β͑ΔΑ͏ʹ
    w ߴ౓͗ͯ݁͢ہ΄΅ࣗ෼ઐ༻ʹʜ

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  13. إݕग़ZBLTIBWJOHͷ࿩
    w إࣝผثΛֶशͤ͞Δσʔληοτ͕ཉ͍͠
    w ˠਖ਼໘޲͖ͷإը૾ΛେྔʹूΊ͍ͨ
    w ˠإΛݕग़ͯ͠੾Γൈ͘ඞཁ͕͋Δ
    w ˠը૾಺͔ΒͷإྖҬݕग़ث͕ཉ͍͠
    w ˠऩूྔ͕ଟ͍ͷͰແݶʹ࢖͑Δ"1*͕ཉ͍͠

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  14. إݕग़ZBLTIBWJOHͷ࿩
    w 0QFO$7ͱը૾ճస࢖ͬͯԿͱ͔ࣗ࡞Ͱ͖ͦ͏
    w ˠ͔͠͠)FSPLVͰ͸؆୯ʹ͸࢖͑ͳ͍ʂ
    w ˠ%PDLFS*NBHF͕͋Ε͹)FSPLVͰ΋ग़དྷͦ͏
    w ˠ%PDLFS*NBHF࡞ͬͨ
    IUUQNFNPTVHZBODPNFOUSZ

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  15. إݕग़ZBLTIBWJOHͷ࿩
    w %PDLFS*NBHFXJUI0QFO$7GPS)FSPLV࡞ͬͨ
    w ˠإݕग़ثɺ+40/"1*Λ࡞ͬͨ
    w ˠͨ͘͞Μإݕग़Ͱ͖ΔΑ͏ʹͳͬͨ
    w ˠਖ਼໘޲͖ͷإը૾Λ੾Γൈ͚ΔΑ͏ʹͳͬͨ
    w ˠإը૾σʔληοτ͕ग़དྷͨ
    w ˠػցֶशͰإࣝผͰ͖ΔΑ͏ʹͳͬͨ

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  16. ͦ͏͍͑͹إࣝผϞσϧͷ࿩
    w ೖྗ͸YͷΧϥʔը૾
    w ৞ΈࠐΈϓʔϦϯά૚
    w ճ܁Γฦ͠
    w ӅΕ૚ͭڬΜͰͷશ݁߹
    w XFJHIUEFDBZೖΕͯਖ਼نԽ
    w "EBN0QUJNJ[FSͰֶश

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  17. ֶशͷ࣮ߦ؀ڥ
    w ࠷ॳ͸($&$16Πϯελϯε
    w ؙҰ೔͔͔͔ͪ͘Δ͜ͱ΋
    w ్த͔Β&$(16Πϯελϯε HYMBSHF
    Λ࢖༻
    w TQPUJOTUBODFͷ͍҆࣌ؒΛݟܭΒͬͯ
    w ਺࣌ؒఔ౓ͰࡁΉ
    IUUQNFNPTVHZBODPNFOUSZ

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  18. ੑೳධՁͱ࣮ݧ
    w ͋Δఔ౓ͷσʔλྔ͕ू·ͬ
    ͯΑ͏΍࣮͘ݧͰ͖Δ
    w ύϥϝʔλ਺ͷௐ੔΍
    w ೖྗมߋͷӨڹௐࠪͳͲ
    IUUQNFNPTVHZBODPNFOUSZ

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  19. ੑೳධՁͱ࣮ݧ
    w ࠷దԽ͞ΕͨೖྗͰࣝผثΛ
    ὃ͢͜ͱ͕ग़དྷΔͷΛ֬ೝ
    IUUQNFNPTVHZBODPNFOUSZ

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  20. ੑೳධՁͱ࣮ݧ
    w %$("/Λ࢖͍ඇ࣮ࡏإը૾
    Λແݶʹੜ੒
    w ೖྗͷௐ੔ͳͲͷ޻෉΋
    IUUQNFNPTVHZBODPNFOUSZ

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  21. ֶश༻σʔλΛ૿΍͢޻෉
    w ҰͭҰͭͷإը૾ʹ෇͚ΔϥϕϧબͿͷ͸େม
    w ʮֶशͤͨ͞෼ྨثʹख఻ͬͯ΋Β͏ʯ
    w "DUJWF-FBSOJOH

    w େྔʹἧΘͳͯ͘΋ɺͱΓֶ͋͑ͣशͤ͞Δ
    w ֶशࡁΈϞσϧʹະϥϕϦϯάը૾Λਪ࿦ͤ͞Δ
    w ʮֶशࡁΈͷਓ෺Ͱ͋Δ֬౓ʯ͕औΕΔ
    w ਖ਼ޡ͸֬ೝ͢Δ͕ɺϥϕϧબͿΑΓ͸ͣͬͱϥΫ

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  22. ֶश༻σʔλΛ૿΍͢޻෉
    w ͲΕ͘Β͍ͷຕ਺͕ू·ͬͨΒֶशͤ͞Δ͔
    w ײ֮Ͱௐ੔ ݸਓࠩ΋͋Δ

    w ʙຕͩͱຆͲμϝ
    w ຕ͘Β͍͋Δͱ·͊·͊ࣝผͰ͖Δ
    w ຕ΋͋Ε͹ͦΕͳΓʹ
    w ਖ਼ޡ֬ೝͯ͠σʔλ૿͑ͨΒͦΕΒΛՃ͑ͯ·ֶͨश
    w গ֮ͣͭ͑ͯ͘͠ΕΔͷΛ࣮ײͰ͖ͯخ͍͠

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  23. ࢧ͑Δٕज़
    w 1ZUIPO
    w 5FOTPS'MPXͰֶश 0QFO$7Ͱإݕग़ 'MBTLͰ8FC"1*
    w 3VCZ
    w 3BJMTͰ؅ཧΞϓϦ
    w /PEF
    w 3FBDUͱ͔ͰϑϩϯτΤϯυ
    w (P
    w -*/&#05
    w ͦͷଞ"84ͱ͔%PDLFSͱ͔

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  24. ΞΠυϧإࣝผͷ೉͠͞
    w إͷܥ౷͕͔ͳΓۙ͘ɺਓؒͰ΋ࣝผ͕೉͍͠৔߹΋
    w Ͱ΋࢞ຓ͸ҙ֎ͱࣝผͰ͖͍ͯΔҹ৅
    w ಉҰਓ෺Ͱ΋༷ʑͳόϦΤʔγϣϯ
    w Ճ޻ΞϓϦɾϓϦΫϥ
    w ϝΠΫɺมإɺ๛͔ͳද৘ɺࣗࡱΓPSଞࡱΓ
    w ੒௕ɺΠϝνΣϯɺଞ
    w Ξϯάϧ΍Ճ޻ͷบͳͲͷ܏޲΋ਓͦΕͧΕ
    w ͦΕΛಛ௃ͱֶͯ͠श͞ΕΔ৔߹΋ʁ

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  25. ΞΠυϧإࣝผͷ೉͠͞
    w ಥવଔۀͯ͠͠·͏໰୊
    w ΞΠυϧͰ͸ͳ͘ͳΔͷͰର৅͔Β֎͢ඞཁ͋Γ
    w ΞΧ΢ϯτ͝ͱଘࡏ͕ফ͑Δ৔߹΋
    w ৘ใΛ௥͍͖Εͳ͍
    w ผάϧʔϓͰಥવ෮׆͢Δ৔߹΋
    w 8FCΞϓϦ্Ͱ͸࿦ཧ࡟আͷϑϥά؅ཧ
    w ໊લ͕มΘͬͯͨΓ͢Δͱؾ෇͚ͳͯͭ͘Β͍
    w ͦ΋ͦ΋ΞΠυϧͱ͸ͷఆٛͰ೰Ή৔߹΋

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  26. ೥൒ଓ͚͖ͯͯ
    w ͱʹ͔͘σʔλूΊΔͷ͕େม
    w ৭Μͳٕज़ʹ৮Εͯษڧʹͳͬͨ
    w ϥϕϧ෇͚ଓ͚ͯɺΊͬͪΌإ֮͑ͨ ࣗ෼͕

    w ·ͩ·ͩ΍Γ͍ͨ͜ͱࢼ͍ͨ͜͠ͱ͋Δ
    w إݕग़ɺΫϥελϦϯάɺੜ੒΋
    w ਫ਼౓΋෼ྨ਺΋΋ͬͱ্͍͖͍͛ͯͨ

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  27. ೥൒ଓ͚͖ͯͯ
    w ϒϩάʹ৭ʑॻ͍ͨΒ൓ڹ͕େ͖͔ͬͨ
    w Լखͳ͜ͱॻ͚ͳ͍͠ؾΛݣ͏Α͏ʹͳͬͨ
    w ஌Βͳ͍͏ͪʹ໊લ͕஌ΒΕΔΑ͏ʹ
    w ίϛϡχςΟʹࢀՃͰ͖ͨ
    w 5'6( 5FOTPS'MPX6TFS(SPVQ
    ͳͲ
    w هࣄࣥචͷ͓࿩΍ɺւ֎Πϕϯτͷ͓༠͍΋

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  28. ೥൒ଓ͚͖ͯͯ
    w ࣦഊ΋ͦΕͳΓʹ͋ͬͨ
    w ֶश্͕ख͘ճΒͳ͍ɺਫ਼౓্͕͕Βͳ͍ʜ
    w ྑ͍੒Ռ͕ग़ͣʹ༹͓͔ۚͨ͠Γ΋ͨ͠
    w ࢼߦࡨޡ΋݁ߏͯ͠Δ
    w ݪҼ͕෼͔Βͳ͍৔߹΋ଟ͍
    w ͔ͩΒͦ͜໘ന͍ɺࣦഊ΋ษڧʹͳΔ

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  29. ܧଓ͢Δ͜ͱ
    w ࠷ॳ͔Β͜Ε͘Β͍΍Ζ͏ͱ͸ࢥͬͯͳ͔ͬͨ
    w ZBLTIBWJOH͠ͳ͕Β΋ҰͭҰͭ
    w ܧଓͰ͖ΔΑ͏ʹ͢Δํ๏Λߟ͑ͭͭ
    w ͦ͏ͯ͠Δ͏ͪ·ͨ࡞Γ͍ͨ΋ͷ΋ग़ͯ͘Δ
    w ʮϒϩάωλʹ͠Α͏ʯ΋େࣄͳϞνϕʔγϣϯ

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  30. ·ͱΊ
    w ΞΠυϧإࣝผͷͨΊʹ৭ʑ΍Γ·ͨ͠
    w ৭Μͳٕज़ʹ৮Εͨ͠ษڧʹͳͬͨ
    w ྑ͍͜ͱͨ͘͞Μ͋ͬͨ͠ɺͨͷ͍͠

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  31. ͝੩ௌ
    ͋Γ͕ͱ͏͍͟͝·ͨ͠

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