Upgrade to Pro — share decks privately, control downloads, hide ads and more …

K-Ruby-22-try-using-GAN

 K-Ruby-22-try-using-GAN

2019/03/25 K-Ruby#22
GMOペパボ鹿児島オフィス
自由研究: GANを活用した新しいアイテム作成体験を考えていく

Yuta Kurotaki

March 25, 2019
Tweet

More Decks by Yuta Kurotaki

Other Decks in Research

Transcript

  1. ("/Λ׆༻ͨ͠৽͍͠ΞΠςϜ࡞੒ମݧΛߟ͍͑ͯ͘
    ࠇ୍༔ଠ :VUB,VSPUBLJ

    ,3VCZ
    ࣗ༝ݚڀ

    View Slide

  2. )VNBO$PNQVUFS*OUFSBDUJPO3FTFBSDIFS
    ࠇ୍༔ଠ!LVSPUBLZ
    46;63*ࣄۀ෦ςΫχΧϧϦʔυ

    View Slide

  3. ࣗݾ঺հ
    ೥݄ΑΓ(.0ϖύϘגࣜձࣾʹͯιϑτ΢ΣΞΤϯδχΞͱͯ͠ෳ਺ͷ8FCαʔ
    Ϗεͷ։ൃΛ୲౰ɺݱࡏ͸ςΫχΧϧϦʔυͱͯ͠46;63*ͱ46;63*1FPQMFͷ։ൃ
    ͓ΑͼΤϯδχΞϦϯά૊৫ͷϚωʔδϝϯτΛߦ͍ͬͯΔɻ
    ϖύϘʹೖࣾͯ͠3VCZΛ࢖͍͸͡Ίͯϓϩάϥϛϯάָ͍ͬͯ͠ࢥ͖ͬͯͨਓͰ͢ʂ
    5XJUUFS!LVSPUBLZ
    'BDFCPPLLVSPUBLZ
    (JU)VCLVSPUBLZ

    View Slide

  4. ٕज़ॻయ
    .4UBDLೖ໳ʹؔ͢ΔຊΛ
    ϖύϘ.BLF෦ͷΈΜͳͰॻ͖·ͨ͠

    View Slide

  5. 46;63* IUUQTTV[VSJKQ

    View Slide

  6. View Slide

  7. ࣛࣇౡΦϑΟε01&/

    View Slide

  8. ΤϯδχΞ໊͕ࣛࣇౡΦϑΟεʹདྷ·͢
    w݄೔͔ΒࣛࣇౡΦϑΟεʹདྷ·͢ʂ
    w,3VCZʹࢀՃ͢Δ༧ఆͳͷͰΑΖ͓͘͠Ͷ͕͍͠·͢ʂ
    w!IBZBQJͱ!LFOLFO
    ݄຤·Ͱ౦ژͰݚम͍ͯ͠·͢

    View Slide

  9. ࣗ༝ݚڀ

    View Slide

  10. ࣗ༝ݚڀ
    w)$*3FTFBSDIFSͱͯ͠ͷ׆ಈΛ։࢝
    wਓͱίϯϐϡʔλݱ࣮ੈքͱͷؔ܎ʹ͍ͭͯߟ͑Δͧʂ
    wݚڀ։ൃͬΆ͍͜ͱΛগͣͭ͠΍͍ͬͯ͜͏
    wlը૾ΛຕΞοϓ͢Δ͚ͩzΛٙͬͯΈΔ

    View Slide

  11. ਓ͕ؒը૾ΛΞοϓϩʔυ͠ͳ͍Ͱ
    ঎඼Λ࡞Δʹ͸ʁ

    View Slide

  12. View Slide

  13. ը૾Λࣗಈੜ੒ͯ͠ΈΔ

    View Slide

  14. Πϝʔδ
    46;63*"1*ܦ༝ͰΞΠςϜ࡞੒
    l೜ऀεϦεϦ܅zͱ͍͏Ωʔϫʔυೖྗ
    l೜ऀεϦεϦ܅zͰը૾ݕࡧ
    ݕࡧ݁Ռͷը૾Λ5SBJOJOH4FUʹͯ͠
    ("/Ͱը૾ੜ੒
    l೜ऀεϦεϦ܅z
    ը૾ΛOຕऔಘɺֶश༻ʹDPOWFSU͢Δ

    View Slide

  15. ("/ (FOFSBUJWF"EWFSTBSJBM/FUXPSLT

    wఢରతੜ੒ωοτϫʔΫ
    wࠓճ͸%$("/ %FFQ$POWPMVUJPOBM("/
    Λ࢖༻͢Δ
    *NBHFIUUQTNFEJVNDPNNMFWFSZUIJOHHFOFSBUJOHMFUUFSTVTJOHHFOFSBUJWFBEWFSTBSJBMOFUXPSLTHBOTCCFD
    %$("/("/ʹରͯ͠৞ΈࠐΈχϡʔϥϧωοτϫʔΫΛద༻͠ɺ͏·ֶ͘श͕੒ཱ͢ΔΑ͏ͳ΋ͷ

    View Slide

  16. ࣮ݧ
    w(PPHMFը૾ݕࡧͰ೜ऀεϦεϦ܅ͷը૾Λμ΢ϯϩʔυͯ͘͠Δ
    wຕͷը૾Λ5SBJOJOH4FUͰ༩͑ɺ("/Λ࢖ͬͯը૾Λੜ੒͢Δ
    w(PPHMF$PMBCPSBUPSZ͔Β(16Λ࢖ͬͯ%$("/Λ࣮ߦͨ͠
    ࣮૷IUUQTHJUIVCDPNDBSQFEN%$("/UFOTPSqPX

    View Slide

  17. ݁Ռ
    wճ਺ΛॏͶΔͱεϦεϦ܅Ά͍ը૾͕ੜ੒͞Ε͖ͯͨ
    FQPDI FQPDI FQPDI

    View Slide

  18. View Slide

  19. ·ͱΊ
    wϢʔβʔ͕ը૾ͷΞοϓϩʔυΛͤͣʹΞΠςϜΛ࡞੒͢Δख๏Λߟ͑ͨ
    w%$("/Λ࢖ͬͯը૾ੜ੒·ͰͰ͖ͨ
    w(16Λ࢖ͬͯ΍ͬͯ΋ɺͦΕͳΓʹ͕͔͔࣌ؒΔ
    wYͷը૾ຕΛFQPDIͰ࣌ؒ͘Β͍͔͔ͬͨ
    w(PPHMF$PMBCศར

    View Slide

  20. ࠓޙ
    wςΩετೖྗͰ͖Δ6*͔Βը૾ੜ੒ˠΞΠςϜ࡞੒·Ͱߦ͏
    wࠓճ͸ίϯιʔϧ͔ΒεΫϦϓτͰୟ͍ͯΞΠςϜੜ੒
    wύϥϝʔλΛͲ͏޻෉͢Ε͹ྑ͍ײ͡ʹͳΔͷ͔ࢼ͢
    wࣗ਎ͷ਺ֶͷֶशΛܧଓ

    View Slide