K-Ruby-22-try-using-GAN

("/Λ׆༻ͨ͠৽͍͠ΞΠςϜ࡞੒ମݧΛߟ͍͑ͯ͘ ࠇ୍༔ଠ :VUB,VSPUBLJ ,3VCZ ࣗ༝ݚڀ

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

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

ٕज़ॻయ .4UBDLೖ໳ʹؔ͢ΔຊΛ ϖύϘ.BLF෦ͷΈΜͳͰॻ͖·ͨ͠

46;63* IUUQTTV[VSJKQ

ࣛࣇౡΦϑΟε01&/

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

ࣗ༝ݚڀ

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

ਓ͕ؒը૾ΛΞοϓϩʔυ͠ͳ͍Ͱ ঎඼Λ࡞Δʹ͸ʁ

ը૾Λࣗಈੜ੒ͯ͠ΈΔ

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

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

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

݁Ռ wճ਺ΛॏͶΔͱεϦεϦ܅Ά͍ը૾͕ੜ੒͞Ε͖ͯͨ FQPDI FQPDI FQPDI

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

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

K-Ruby-22-try-using-GAN

K-Ruby-22-try-using-GAN

Yuta Kurotaki

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("/Λ׆༻ͨ͠৽͍͠ΞΠςϜ࡞੒ମݧΛߟ͍͑ͯ͘ ࠇ୍༔ଠ :VUB,VSPUBLJ ,3VCZ ࣗ༝ݚڀ

)VNBO$PNQVUFSOUFSBDUJPO3FTFBSDIFS ࠇ୍༔ଠ!LVSPUBLZ 46;63ࣄۀ෦ςΫχΧϧϦʔυ

ٕज़ॻయ .4UBDLೖ໳ʹؔ͢ΔຊΛ ϖύϘ.BLF෦ͷΈΜͳͰॻ͖·ͨ͠

46;63* IUUQTTV[VSJKQ

ࣛࣇౡΦϑΟε01&/

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

ࣗ༝ݚڀ

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

ਓ͕ؒը૾ΛΞοϓϩʔυ͠ͳ͍Ͱ ঎඼Λ࡞Δʹ͸ʁ

ը૾Λࣗಈੜ੒ͯ͠ΈΔ

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

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

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

݁Ռ wճ਺ΛॏͶΔͱεϦεϦ܅Ά͍ը૾͕ੜ੒͞Ε͖ͯͨ FQPDI FQPDI FQPDI

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

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