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医療ディープラーニング勉強会 AI 最新論文読み会 2021年1月

kamicup
January 06, 2021
Research
0
480

医療ディープラーニング勉強会 AI 最新論文読み会 2021年1月

こちらの勉強会の資料です。
https://deeplearning-b.connpass.com/event/198032/

kamicup

January 06, 2021
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Transcript

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  38. σΟʔϓϥʔχϯάͷεέʔϧμ΢ϯ ݪจ4DBMJOHEPXO%FFQ-FBSOJOH  IUUQBSYJWPSHBCTW ਂ૚ֶशϞσϧ͸঎ۀతɺ੓࣏తʹ΋ॏཁͳҙຯΛ࣋ͭΑ͏ʹͳ͖ͬͯ·͕ͨ͠ɺͦͷτϨʔχϯά΍ૢ࡞ͷଟ͘ ͷଆ໘͸·ͩे෼ʹཧղ͞Ε͍ͯ·ͤΜɻͦͷͨΊɺʮਂ૚ֶशͷՊֶʯϓϩδΣΫτ΁ͷؔ৺͕ߴ·Γɺͦͷଟ ͘͸େن໛Ͱ࣮ߦ͞Εɺ๲େͳྔͷ࣌ؒɺඅ༻ɺిྗΛඞཁͱ͠·͢ɻ͔͠͠ɺ͜ΕΒͷݚڀͷ͏ͪɺ࣮ࡍʹͲͷ ఔ౓ͷ΋ͷ͕େن໛ʹߦΘΕΔඞཁ͕͋ΔͷͩΖ͏͔ʁ͜ͷ࿦จͰ͸ɺ./*45%Λ঺հ͠·͢ɿݹయతͳσΟʔ ϓϥʔχϯάϕϯνϚʔΫʹ୅ΘΔϛχϚϦετɺ௿ϝϞϦɺ௿ܭࢉྔͷ୅ସख๏Ͱ͢ɻ./*45%ͷֶशྫ͸ ./*45ͷഒ΋খ͍͕͞ɼઢܗɼඇઢܗɼ৞ΈࠐΈϞσϧΛΑΓ໌֬ʹ۠ผ͠ɼͦΕͧΕˋɼˋɼˋͷ

    ਫ਼౓Λୡ੒͍ͯ͠Δʢ͜ΕΒͷϞσϧ͸./*45ͰˋɼˋҎ্ɼˋҎ্ͷਫ਼౓Λୡ੒͍ͯ͠Δʣɽ࣍ʹɺๅ ͘͡ͷۭؒؼೲతόΠΞεͷଌఆɺਂ͍ೋॏ߱Լͷ؍ଌɺ׆ੑԽؔ਺ͷۚଐֶशͳͲͷ࢖༻ྫΛࣔ͢ɻ ݪจ5IPVHIEFFQMFBSOJOHNPEFMTIBWFUBLFOPODPNNFSDJBMBOEQPMJUJDBMSFMFWBODF NBOZBTQFDUTPGUIFJSUSBJOJOHBOEPQFSBUJPOSFNBJOQPPSMZVOEFSTUPPE5IJTIBTTQBSLFEJOUFSFTUJOTDJFODFPGEFFQMFBSOJOH QSPKFDUT NBOZPGXIJDIBSFSVOBUTDBMFBOESFRVJSFFOPSNPVTBNPVOUTPGUJNF NPOFZ BOEFMFDUSJDJUZ#VUIPXNVDIPGUIJTSFTFBSDISFBMMZOFFETUPPDDVSBUTDBMF *OUIJTQBQFS XFJOUSPEVDF./*45%BNJOJNBMJTU  MPXNFNPSZ BOEMPXDPNQVUFBMUFSOBUJWFUPDMBTTJDEFFQMFBSOJOHCFODINBSLT5IFUSBJOJOHFYBNQMFTBSFUJNFTTNBMMFSUIBO./*45FYBNQMFTZFUUIFZEJ⒎FSFOUJBUFNPSFDMFBSMZCFUXFFOMJOFBS OPOMJOFBS BOE DPOWPMVUJPOBMNPEFMTXIJDIBUUBJO  BOEBDDVSBDZSFTQFDUJWFMZ UIFTFNPEFMTPCUBJO  BOE PO./*45 5IFOXFQSFTFOUFYBNQMFVTFDBTFTXIJDIJODMVEFNFBTVSJOHUIFTQBUJBMJOEVDUJWFCJBTFTPG MPUUFSZUJDLFUT PCTFSWJOHEFFQEPVCMFEFTDFOU BOENFUBMFBSOJOHBOBDUJWBUJPOGVODUJPO 5PQIZQF ॏෳ UPQSFDFOU

  39. ϙΠϯττϥϯε ݪจ1PJOU5SBOTGPSNFS  IUUQBSYJWPSHBCTW ࣗݾ஫ҙωοτϫʔΫ͸ࣗવݴޠॲཧʹֵ໋Λ΋ͨΒ͠ɺը૾෼ྨ΍෺ମݕग़ͳͲͷը૾ղੳλεΫʹ͓͍ͯ໨֮ ·͍͠ਐาΛ਱͍͛ͯΔɻ͜ͷ੒ޭʹ৮ൃ͞Εͯɺզʑ͸ࣗݾ஫ҙωοτϫʔΫͷ࣍ݩ఺܈ॲཧ΁ͷԠ༻Λݕ౼ ͍ͯ͠Δɻզʑ͸఺܈ͷͨΊʹࣗݾ஫ҙ૚Λઃܭ͠ɺͦΕΛ࢖༻ͯ͠ɺҙຯతͳγʔϯͷηάϝϯςʔγϣϯɺΦ ϒδΣΫτ෦෼ͷηάϝϯςʔγϣϯɺΦϒδΣΫτͷ෼ྨͳͲͷλεΫͷͨΊͷࣗݾ஫ҙωοτϫʔΫΛߏங͠ ·͢ɻզʑͷ఺܈ม׵ثͷઃܭ͸ɺྖҬ΍λεΫʹ·͕ͨΔઌߦݚڀΛվྑͨ͠΋ͷͰ͋Δɻྫ͑͹ɺେن໛ͳҙ ຯγʔϯηάϝϯςʔγϣϯͷͨΊͷࠔ೉ͳ4%*4σʔληοτͰ͸ɺ1PJOU

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  40. ޯ഑߱Լ๏Ͱֶशͨ͠Ϟσϧ͸͢΂ͯΧʔωϧϚγϯʹ͍ۙ ݪจ&WFSZ.PEFM-FBSOFECZ(SBEJFOU%FTDFOU*T"QQSPYJNBUFMZB,FSOFM.BDIJOF  IUUQBSYJWPSHBCTW σΟʔϓϥʔχϯάͷ੒ޭ͸ɺଞͷֶश๏ͷΑ͏ʹख࡞ۀͰ࡞ΒΕͨಛ௃ྔʹཔΔͷͰ͸ͳ͘ɺσʔλͷ৽͍͠ද ݱΛࣗಈతʹൃݟ͢ΔೳྗʹىҼ͢Δ͜ͱ͕ଟ͍ɻ͔͠͠ɺզʑ͸ɺඪ४తͳޯ഑߱ԼΞϧΰϦζϜʹΑֶͬͯश ͞ΕͨσΟʔϓωοτϫʔΫ͕ɺ࣮ࡍʹ͸਺ֶతʹ͸ΧʔωϧϚγϯͱ΄΅ಉ౳Ͱ͋Δ͜ͱΛ͍ࣔͯ͠Δɻ͜Εʹ ΑΓɺσΟʔϓωοτϫʔΫͷॏΈֶ͕शྫͷॏ৞Ͱ͋Δ͜ͱ͕໌Β͔ʹͳΓɺղऍͷ͠΍͕֨͢͞ஈʹ޲্͠· ͢ɻωοτϫʔΫΞʔΩςΫνϟͰ͸ɺ໨తؔ਺ͷ஌ࣝΛΧʔωϧʹ૊ΈࠐΉɻ͜ͷཧղͷ޲্͸ɺΑΓྑֶ͍श ΞϧΰϦζϜʹͭͳ͕Δ͸ͣͰ͢ɻ

    ݪจ%FFQMFBSOJOHTTVDDFTTFTBSFPGUFOBUUSJCVUFEUPJUTBCJMJUZUPBVUPNBUJDBMMZEJTDPWFSOFXSFQSFTFOUBUJPOTPGUIFEBUB SBUIFSUIBOSFMZJOHPOIBOEDSBGUFEGFBUVSFTMJLFPUIFSMFBSOJOHNFUIPET8FTIPX IPXFWFS  UIBUEFFQOFUXPSLTMFBSOFECZUIFTUBOEBSEHSBEJFOUEFTDFOUBMHPSJUINBSFJOGBDUNBUIFNBUJDBMMZBQQSPYJNBUFMZFRVJWBMFOUUPLFSOFMNBDIJOFT BMFBSOJOHNFUIPEUIBUTJNQMZNFNPSJ[FTUIFEBUBBOEVTFTJUEJSFDUMZGPS QSFEJDUJPOWJBBTJNJMBSJUZGVODUJPO UIFLFSOFM 5IJTHSFBUMZFOIBODFTUIFJOUFSQSFUBCJMJUZPGEFFQOFUXPSLXFJHIUT CZFMVDJEBUJOHUIBUUIFZBSFF⒎FDUJWFMZBTVQFSQPTJUJPOPGUIFUSBJOJOHFYBNQMFT5IFOFUXPSLBSDIJUFDUVSF JODPSQPSBUFTLOPXMFEHFPGUIFUBSHFUGVODUJPOJOUPUIFLFSOFM5IJTJNQSPWFEVOEFSTUBOEJOHTIPVMEMFBEUPCFUUFSMFBSOJOHBMHPSJUINT 5PQIZQF ॏෳ UPQSFDFOU

  41. ػցֶशಋೖʹ͓͚Δ՝୊ɿࣄྫௐࠪ ݪจ$IBMMFOHFTJO%FQMPZJOH.BDIJOF-FBSOJOHB4VSWFZPG$BTF4UVEJFT  IUUQBSYJWPSHBCTW ۙ೥ɺػցֶश͸ֶज़తͳݚڀ෼໺ͱͯ͠ɺ·ͨݱ࣮ͷϏδωε໰୊ͷղܾࡦͱͯ͠΋ؔ৺͕ߴ·͍ͬͯ·͢ɻ͠ ͔͠ɺຊ൪γεςϜ΁ͷػցֶशϞσϧͷಋೖʹ͸ɺଟ͘ͷ՝୊΍ݒ೦͕͋Γ·͢ɻຊௐࠪͰ͸ɺ͞·͟·ͳϢʔ εέʔεɺۀքɺΞϓϦέʔγϣϯʹ͓͚ΔػցֶशιϦϡʔγϣϯͷల։ʹؔ͢Δެ։ϨϙʔτΛϨϏϡʔ͠ɺ ػցֶशͷల։ϫʔΫϑϩʔͷஈ֊ʹରԠ࣮ͨ͠ફతͳߟ࡯Λநग़͍ͯ͠·͢ɻզʑͷௐࠪͰ͸ɺ࣮຿Ո͕ಋೖͷ ֤ஈ֊Ͱ՝୊ʹ௚໘͍ͯ͠Δ͜ͱ͕ࣔ͞Ε͍ͯΔɻຊ࿦จͷ໨త͸ɺ͜ΕΒͷ՝୊ʹରॲ͢ΔΞϓϩʔνΛ໛ࡧ͢ ΔͨΊͷݚڀ՝୊Λઃఆ͢Δ͜ͱͰ͋Δɻ

    ݪจ*OSFDFOUZFBST NBDIJOFMFBSOJOHIBTSFDFJWFEJODSFBTFEJOUFSFTUCPUIBTBOBDBEFNJDSFTFBSDIpFMEBOEBTBTPMVUJPOGPSSFBMXPSMECVTJOFTTQSPCMFNT)PXFWFS UIFEFQMPZNFOUPGNBDIJOFMFBSOJOHNPEFMTJO QSPEVDUJPOTZTUFNTDBOQSFTFOUBOVNCFSPGJTTVFTBOEDPODFSOT5IJTTVSWFZSFWJFXTQVCMJTIFESFQPSUTPGEFQMPZJOHNBDIJOFMFBSOJOHTPMVUJPOTJOBWBSJFUZPGVTFDBTFT JOEVTUSJFTBOEBQQMJDBUJPOTBOEFYUSBDUTQSBDUJDBM DPOTJEFSBUJPOTDPSSFTQPOEJOHUPTUBHFTPGUIFNBDIJOFMFBSOJOHEFQMPZNFOUXPSLqPX0VSTVSWFZTIPXTUIBUQSBDUJUJPOFSTGBDFDIBMMFOHFTBUFBDITUBHFPGUIFEFQMPZNFOU5IFHPBMPGUIJTQBQFSJTUPMBZPVUBSFTFBSDI BHFOEBUPFYQMPSFBQQSPBDIFTBEESFTTJOHUIFTFDIBMMFOHFT ɾ໨తɿػցֶशͷಋೖʹ͓͚Δ՝୊Λ஌Δ ɾ੒Ռɿεςʔδผͷ՝୊΍ߟྀࣄ߲Λ੔ཧ ɾํ๏ɿެ։Ϩϙʔτͷௐࠪ ɾϞσϧ໊ɿʕ ɾஶऀॴଐɿέϯϒϦοδେֶ 5PQIZQF
  42. None

  43. ਆܦه߸త"*ɿୈͷ೾ ݪจ/FVSPTZNCPMJD"*5IFSE8BWF  IUUQBSYJWPSHBCTW ݱࡏͷਓ޻஌ೳʢ"*ʣͱػցֶशʢ.-ʣͷਐา͸ɺݚڀίϛϡχςΟ΍࢈ۀքશମʹ͔ͭͯͳ͍ΠϯύΫτΛ΋ ͨΒ͍ͯ͠·͢ɻͦΕʹ΋͔͔ΘΒͣɺ"*ͷ৴པੑɺ҆શੑɺղऍՄೳੑɺઆ໌੹೚ʹؔ͢Δݒ೦͕ɺӨڹྗͷ͋ Δࢥ૝ՈʹΑͬͯఏى͞Ε͍ͯ·͢ɻଟ͘ͷਓ͕ɺσΟʔϓϥʔχϯάͱ౷߹͢ΔͨΊʹ͸ɺࠜڌͷ͋Δ஌ࣝදݱ΍ ਪ࿦͕ඞཁͰ͋Γɺ݈શͳઆ໌Մೳੑ͕ٻΊΒΕ͍ͯΔ͜ͱΛೝ͍ࣝͯ͠·͢ɻχϡʔϥϧɾγϯϘϦοΫɾίϯ ϐϡʔςΟϯά͸ɺχϡʔϥϧωοτϫʔΫʹ͓͚ΔϩόετͳֶशͱɺωοτϫʔΫϞσϧͷه߸දݱʹΑΔਪ ࿦ɾઆ໌ՄೳੑΛ༥߹ͤ͞Α͏ͱ͢Δݚڀ͕௕೥׆ൃʹߦΘΕ͖ͯͨɻຊ࿦จͰ͸ɺχϡʔϥϧγϯϘϦοΫ"*ͷ

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  44. ϏσΦձٞͷͨΊͷϫϯγϣοτɾϑϦʔϏϡʔɾχϡʔϥϧɾτʔΩϯάϔου߹੒ ݪจ0OF4IPU'SFF7JFX/FVSBM5BMLJOH)FBE4ZOUIFTJTGPS7JEFP$POGFSFODJOH  IUUQBSYJWPSHBCTW ຊݚڀͰ͸ɺχϡʔϥϧͳ࿩ऀ಄෦ө૾߹੒ϞσϧΛఏҊ͠ɺςϨϏձٞ΁ͷԠ༻Λ࣮ূ͢ΔɻຊϞσϧͰ͸ɺର ৅ͱͳΔਓ෺ͷ࢟ΛؚΉιʔεը૾ͱɺग़ྗͷಈ͖Λࢦࣔ͢Δ૸ߦө૾Λ༻͍ͯɺτʔΩϯάϔουϏσΦΛ߹੒ ͢Δ͜ͱΛֶश͢Δɻ͜ͷϞσϧ͸ɺ৽͍͠ΩʔϙΠϯτදݱʹج͍ͮͯූ߸Խ͞Εɺࣝผ৘ใͱಈ͖ʹؔ࿈͢Δ ৘ใ͕ڭࢣͳ͠Ͱ෼ղ͞ΕΔɻ޿ൣͳ࣮ݧతݕূʹΑΓɺϕϯνϚʔΫσʔληοτʹ͓͍ͯɺզʑͷϞσϧ͕ڝ ߹͢Δख๏ΑΓ΋༏Ε͍ͯΔ͜ͱ͕ࣔ͞Εͨɻ͞ΒʹɺզʑͷίϯύΫτͳΩʔϙΠϯτදݱʹΑΓɺࢢൢͷ )ن֨ͱಉ౳ͷը࣭Λ࣮ݱ͠ͳ͕ΒɺଳҬ෯Λ෼ͷʹ཈͑ͨϏσΦձٞγεςϜΛ࣮ݱ͢Δ͜ͱ͕Ͱ͖

    ͨɻ͞ΒʹɺզʑͷΩʔϙΠϯτදݱ͸ɺ߹੒தʹϢʔβ͕಄Λճసͤ͞Δ͜ͱ͕Ͱ͖Δ͜ͱΛ͓ࣔͯ͠Γɺ͜Ε ͸ର໘ࣜͷϏσΦձٞͷγϛϡϨʔγϣϯʹ༗༻Ͱ͋Δɻ ݪจ8FQSPQPTFBOFVSBMUBMLJOHIFBEWJEFPTZOUIFTJTNPEFMBOEEFNPOTUSBUFJUTBQQMJDBUJPOUPWJEFPDPOGFSFODJOH0VSNPEFMMFBSOTUPTZOUIFTJ[FBUBMLJOHIFBEWJEFPVTJOHBTPVSDFJNBHFDPOUBJOJOHUIFUBSHFU QFSTPOTBQQFBSBODFBOEBESJWJOHWJEFPUIBUEJDUBUFTUIFNPUJPOJOUIFPVUQVU0VSNPUJPOJTFODPEFECBTFEPOBOPWFMLFZQPJOUSFQSFTFOUBUJPO XIFSFUIFJEFOUJUZTQFDJpDBOENPUJPOSFMBUFEJOGPSNBUJPOJTEFDPNQPTFE VOTVQFSWJTFEMZ&YUFOTJWFFYQFSJNFOUBMWBMJEBUJPOTIPXTUIBUPVSNPEFMPVUQFSGPSNTDPNQFUJOHNFUIPETPOCFODINBSLEBUBTFUT.PSFPWFS PVSDPNQBDULFZQPJOUSFQSFTFOUBUJPOFOBCMFTBWJEFPDPOGFSFODJOHTZTUFNUIBU BDIJFWFTUIFTBNFWJTVBMRVBMJUZBTUIFDPNNFSDJBM)TUBOEBSEXIJMFPOMZVTJOHPOFUFOUIPGUIFCBOEXJEUI#FTJEFT XFTIPXPVSLFZQPJOUSFQSFTFOUBUJPOBMMPXTUIFVTFSUPSPUBUFUIFIFBEEVSJOHTZOUIFTJT XIJDIJT VTFGVMGPSTJNVMBUJOHBGBDFUPGBDFWJEFPDPOGFSFODJOHFYQFSJFODF ɾ໨తɿ//Λ࢖ͬͨө૾߹੒ͷϏσΦձٞγεςϜ΁ͷԠ༻ ɾ੒Ռɿ)ʹൺ΂ͯͷଳҬ෯Ͱಉ౳඼࣭ࢹ఺ૢ࡞΍ਓ෺มߋ ɾํ๏ɿࡾ࣍ݩΩʔϙΠϯτදݱɺιʔεʗυϥΠϏϯάը૾Ͱಛ௃Λ෼཭ ɾϞσϧ໊ɿGBDFWJEWJE ɾஶऀॴଐɿ/7*%*" 5PQIZQF
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