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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
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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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ϙΠϯττϥϯε ݪจ1PJOU5SBOTGPSNFS IUUQBSYJWPSHBCTW ࣗݾҙωοτϫʔΫࣗવݴޠॲཧʹֵ໋ΛͨΒ͠ɺը૾ྨମݕग़ͳͲͷը૾ղੳλεΫʹ͓͍֮ͯ ·͍͠ਐาΛ͍͛ͯΔɻ͜ͷޭʹ৮ൃ͞ΕͯɺզʑࣗݾҙωοτϫʔΫͷ࣍ݩ܈ॲཧͷԠ༻Λݕ౼ ͍ͯ͠Δɻզʑ܈ͷͨΊʹࣗݾҙΛઃܭ͠ɺͦΕΛ༻ͯ͠ɺҙຯతͳγʔϯͷηάϝϯςʔγϣϯɺΦ ϒδΣΫτ෦ͷηάϝϯςʔγϣϯɺΦϒδΣΫτͷྨͳͲͷλεΫͷͨΊͷࣗݾҙωοτϫʔΫΛߏங͠ ·͢ɻզʑͷ܈มثͷઃܭɺྖҬλεΫʹ·͕ͨΔઌߦݚڀΛվྑͨ͠ͷͰ͋Δɻྫ͑ɺେنͳҙ ຯγʔϯηάϝϯςʔγϣϯͷͨΊͷࠔͳ4%*4σʔληοτͰɺ1PJOU
5SBOTGPSNFSΤϦΞͰͷ N*P6Λୡ͠ɺ࠷ڧͷઌߦϞσϧΛઈରύʔηϯςʔδϙΠϯτ্ճΓɺॳΊͯͷN*P6ͷ͖͍͠Λ ͑·ͨ͠ɻ ݪจ4FMGBUUFOUJPOOFUXPSLTIBWFSFWPMVUJPOJ[FEOBUVSBMMBOHVBHFQSPDFTTJOHBOEBSFNBLJOHJNQSFTTJWFTUSJEFTJOJNBHFBOBMZTJTUBTLTTVDIBTJNBHFDMBTTJpDBUJPOBOEPCKFDUEFUFDUJPO*OTQJSFECZUIJTTVDDFTT XF JOWFTUJHBUFUIFBQQMJDBUJPOPGTFMGBUUFOUJPOOFUXPSLTUP%QPJOUDMPVEQSPDFTTJOH8FEFTJHOTFMGBUUFOUJPOMBZFSTGPSQPJOUDMPVETBOEVTFUIFTFUPDPOTUSVDUTFMGBUUFOUJPOOFUXPSLTGPSUBTLTTVDIBTTFNBOUJDTDFOF TFHNFOUBUJPO PCKFDUQBSUTFHNFOUBUJPO BOEPCKFDUDMBTTJpDBUJPO0VS1PJOU5SBOTGPSNFSEFTJHOJNQSPWFTVQPOQSJPSXPSLBDSPTTEPNBJOTBOEUBTLT'PSFYBNQMF POUIFDIBMMFOHJOH4%*4EBUBTFUGPSMBSHFTDBMF TFNBOUJDTDFOFTFHNFOUBUJPO UIF1PJOU5SBOTGPSNFSBUUBJOTBON*P6PGPO"SFB PVUQFSGPSNJOHUIFTUSPOHFTUQSJPSNPEFMCZBCTPMVUFQFSDFOUBHFQPJOUTBOEDSPTTJOHUIFN*P6UISFTIPMEGPSUIFpSTU UJNF 5PQIZQF ॏෳ UPQSFDFOU
ޯ߱Լ๏Ͱֶशͨ͠Ϟσϧͯ͢ΧʔωϧϚγϯʹ͍ۙ ݪจ&WFSZ.PEFM-FBSOFECZ(SBEJFOU%FTDFOU*T"QQSPYJNBUFMZB,FSOFM.BDIJOF IUUQBSYJWPSHBCTW σΟʔϓϥʔχϯάͷޭɺଞͷֶश๏ͷΑ͏ʹख࡞ۀͰ࡞ΒΕͨಛྔʹཔΔͷͰͳ͘ɺσʔλͷ৽͍͠ද ݱΛࣗಈతʹൃݟ͢ΔೳྗʹىҼ͢Δ͜ͱ͕ଟ͍ɻ͔͠͠ɺզʑɺඪ४తͳޯ߱ԼΞϧΰϦζϜʹΑֶͬͯश ͞ΕͨσΟʔϓωοτϫʔΫ͕ɺ࣮ࡍʹֶతʹΧʔωϧϚγϯͱ΄΅ಉͰ͋Δ͜ͱΛ͍ࣔͯ͠Δɻ͜Εʹ ΑΓɺσΟʔϓωοτϫʔΫͷॏΈֶ͕शྫͷॏͰ͋Δ͜ͱ͕໌Β͔ʹͳΓɺղऍͷ͕֨͢͠͞ஈʹ্͠· ͢ɻωοτϫʔΫΞʔΩςΫνϟͰɺతؔͷࣝΛΧʔωϧʹΈࠐΉɻ͜ͷཧղͷ্ɺΑΓྑֶ͍श ΞϧΰϦζϜʹͭͳ͕ΔͣͰ͢ɻ
ݪจ%FFQMFBSOJOHTTVDDFTTFTBSFPGUFOBUUSJCVUFEUPJUTBCJMJUZUPBVUPNBUJDBMMZEJTDPWFSOFXSFQSFTFOUBUJPOTPGUIFEBUB SBUIFSUIBOSFMZJOHPOIBOEDSBGUFEGFBUVSFTMJLFPUIFSMFBSOJOHNFUIPET8FTIPX IPXFWFS UIBUEFFQOFUXPSLTMFBSOFECZUIFTUBOEBSEHSBEJFOUEFTDFOUBMHPSJUINBSFJOGBDUNBUIFNBUJDBMMZBQQSPYJNBUFMZFRVJWBMFOUUPLFSOFMNBDIJOFT BMFBSOJOHNFUIPEUIBUTJNQMZNFNPSJ[FTUIFEBUBBOEVTFTJUEJSFDUMZGPS QSFEJDUJPOWJBBTJNJMBSJUZGVODUJPO UIFLFSOFM 5IJTHSFBUMZFOIBODFTUIFJOUFSQSFUBCJMJUZPGEFFQOFUXPSLXFJHIUT CZFMVDJEBUJOHUIBUUIFZBSFF⒎FDUJWFMZBTVQFSQPTJUJPOPGUIFUSBJOJOHFYBNQMFT5IFOFUXPSLBSDIJUFDUVSF JODPSQPSBUFTLOPXMFEHFPGUIFUBSHFUGVODUJPOJOUPUIFLFSOFM5IJTJNQSPWFEVOEFSTUBOEJOHTIPVMEMFBEUPCFUUFSMFBSOJOHBMHPSJUINT 5PQIZQF ॏෳ UPQSFDFOU
ػցֶशಋೖʹ͓͚Δ՝ɿࣄྫௐࠪ ݪจ$IBMMFOHFTJO%FQMPZJOH.BDIJOF-FBSOJOHB4VSWFZPG$BTF4UVEJFT IUUQBSYJWPSHBCTW ۙɺػցֶशֶज़తͳݚڀͱͯ͠ɺ·ͨݱ࣮ͷϏδωεͷղܾࡦͱͯؔ͠৺͕ߴ·͍ͬͯ·͢ɻ͠ ͔͠ɺຊ൪γεςϜͷػցֶशϞσϧͷಋೖʹɺଟ͘ͷ՝ݒ೦͕͋Γ·͢ɻຊௐࠪͰɺ͞·͟·ͳϢʔ εέʔεɺۀքɺΞϓϦέʔγϣϯʹ͓͚ΔػցֶशιϦϡʔγϣϯͷల։ʹؔ͢Δެ։ϨϙʔτΛϨϏϡʔ͠ɺ ػցֶशͷల։ϫʔΫϑϩʔͷஈ֊ʹରԠ࣮ͨ͠ફతͳߟΛநग़͍ͯ͠·͢ɻզʑͷௐࠪͰɺ࣮Ո͕ಋೖͷ ֤ஈ֊Ͱ՝ʹ໘͍ͯ͠Δ͜ͱ͕ࣔ͞Ε͍ͯΔɻຊจͷతɺ͜ΕΒͷ՝ʹରॲ͢ΔΞϓϩʔνΛࡧ͢ ΔͨΊͷݚڀ՝Λઃఆ͢Δ͜ͱͰ͋Δɻ
ݪจ*OSFDFOUZFBST NBDIJOFMFBSOJOHIBTSFDFJWFEJODSFBTFEJOUFSFTUCPUIBTBOBDBEFNJDSFTFBSDIpFMEBOEBTBTPMVUJPOGPSSFBMXPSMECVTJOFTTQSPCMFNT)PXFWFS UIFEFQMPZNFOUPGNBDIJOFMFBSOJOHNPEFMTJO QSPEVDUJPOTZTUFNTDBOQSFTFOUBOVNCFSPGJTTVFTBOEDPODFSOT5IJTTVSWFZSFWJFXTQVCMJTIFESFQPSUTPGEFQMPZJOHNBDIJOFMFBSOJOHTPMVUJPOTJOBWBSJFUZPGVTFDBTFT JOEVTUSJFTBOEBQQMJDBUJPOTBOEFYUSBDUTQSBDUJDBM DPOTJEFSBUJPOTDPSSFTQPOEJOHUPTUBHFTPGUIFNBDIJOFMFBSOJOHEFQMPZNFOUXPSLqPX0VSTVSWFZTIPXTUIBUQSBDUJUJPOFSTGBDFDIBMMFOHFTBUFBDITUBHFPGUIFEFQMPZNFOU5IFHPBMPGUIJTQBQFSJTUPMBZPVUBSFTFBSDI BHFOEBUPFYQMPSFBQQSPBDIFTBEESFTTJOHUIFTFDIBMMFOHFT ɾతɿػցֶशͷಋೖʹ͓͚Δ՝ΛΔ ɾՌɿεςʔδผͷ՝ߟྀࣄ߲Λཧ ɾํ๏ɿެ։Ϩϙʔτͷௐࠪ ɾϞσϧ໊ɿʕ ɾஶऀॴଐɿέϯϒϦοδେֶ 5PQIZQF
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ਆܦه߸త"*ɿୈͷ ݪจ/FVSPTZNCPMJD"*5IFSE8BWF IUUQBSYJWPSHBCTW ݱࡏͷਓೳʢ"*ʣͱػցֶशʢ.-ʣͷਐาɺݚڀίϛϡχςΟ࢈ۀքશମʹ͔ͭͯͳ͍ΠϯύΫτΛ ͨΒ͍ͯ͠·͢ɻͦΕʹ͔͔ΘΒͣɺ"*ͷ৴པੑɺ҆શੑɺղऍՄೳੑɺઆ໌ʹؔ͢Δݒ೦͕ɺӨڹྗͷ͋ ΔࢥՈʹΑͬͯఏى͞Ε͍ͯ·͢ɻଟ͘ͷਓ͕ɺσΟʔϓϥʔχϯάͱ౷߹͢ΔͨΊʹɺࠜڌͷ͋Δࣝදݱ ਪ͕ඞཁͰ͋Γɺ݈શͳઆ໌Մೳੑ͕ٻΊΒΕ͍ͯΔ͜ͱΛೝ͍ࣝͯ͠·͢ɻχϡʔϥϧɾγϯϘϦοΫɾίϯ ϐϡʔςΟϯάɺχϡʔϥϧωοτϫʔΫʹ͓͚ΔϩόετͳֶशͱɺωοτϫʔΫϞσϧͷه߸දݱʹΑΔਪ ɾઆ໌ՄೳੑΛ༥߹ͤ͞Α͏ͱ͢Δݚڀ͕׆ൃʹߦΘΕ͖ͯͨɻຊจͰɺχϡʔϥϧγϯϘϦοΫ"*ͷ
࠷ۙͷݚڀՌͱॳظͷݚڀՌΛؔ࿈͚ͮɺ࣍ੈͷ"*γεςϜͷ伴ͱͳΔཁૉΛ໌Β͔ʹ͢Δ͜ͱΛతͱ͠ ͍ͯΔɻຊจͰɺχϡʔϥϧωοτϫʔΫʹجֶͮ͘शͱه߸తࣝදݱཧతਪΛݪཧతʹ౷߹ͨ͠ݚ ڀʹযΛ͍ͯͯΔɻؒͷχϡʔϥϧɾγϯϘϦοΫɾίϯϐϡʔςΟϯά͔ΒಘΒΕͨݟɺ"*ͷ৴པ ੑɺ҆શੑɺղऍੑɺઆ໌ͷׂ͕·͢·͢ݦஶʹͳ͍ͬͯΔ͜ͱʹ৽ͨͳޫΛ͍ͯͯ·͢ɻ·ͨɺਆܦه ߸γεςϜͷ؍͔Βɺࠓޙؒͷ"*ݚڀͷ༗ͳํੑͱ՝Λ໌Β͔ʹ͢Δɻ ݪจ$VSSFOUBEWBODFTJO"SUJpDJBM*OUFMMJHFODF "* BOE.BDIJOF-FBSOJOH .- IBWFBDIJFWFEVOQSFDFEFOUFEJNQBDUBDSPTTSFTFBSDIDPNNVOJUJFTBOEJOEVTUSZ/FWFSUIFMFTT DPODFSOTBCPVUUSVTU TBGFUZ JOUFSQSFUBCJMJUZ BOEBDDPVOUBCJMJUZPG"*XFSFSBJTFECZJOqVFOUJBMUIJOLFST.BOZIBWFJEFOUJpFEUIFOFFEGPSXFMMGPVOEFELOPXMFEHFSFQSFTFOUBUJPOBOESFBTPOJOHUPCFJOUFHSBUFEXJUIEFFQMFBSOJOHBOEGPSTPVOEFYQMBJOBCJMJUZ/FVSBM TZNCPMJDDPNQVUJOHIBTCFFOBOBDUJWFBSFBPGSFTFBSDIGPSNBOZZFBSTTFFLJOHUPCSJOHUPHFUIFSSPCVTUMFBSOJOHJOOFVSBMOFUXPSLTXJUISFBTPOJOHBOEFYQMBJOBCJMJUZWJBTZNCPMJDSFQSFTFOUBUJPOTGPSOFUXPSLNPEFMT*O UIJTQBQFS XFSFMBUFSFDFOUBOEFBSMZSFTFBSDISFTVMUTJOOFVSPTZNCPMJD"*XJUIUIFPCKFDUJWFPGJEFOUJGZJOHUIFLFZJOHSFEJFOUTPGUIFOFYUXBWFPG"*TZTUFNT8FGPDVTPOSFTFBSDIUIBUJOUFHSBUFTJOBQSJODJQMFEXBZ OFVSBMOFUXPSLCBTFEMFBSOJOHXJUITZNCPMJDLOPXMFEHFSFQSFTFOUBUJPOBOEMPHJDBMSFBTPOJOH5IFJOTJHIUTQSPWJEFECZZFBSTPGOFVSBMTZNCPMJDDPNQVUJOHBSFTIPXOUPTIFEOFXMJHIUPOUPUIFJODSFBTJOHMZQSPNJOFOU SPMFPGUSVTU TBGFUZ JOUFSQSFUBCJMJUZBOEBDDPVOUBCJMJUZPG"*8FBMTPJEFOUJGZQSPNJTJOHEJSFDUJPOTBOEDIBMMFOHFTGPSUIFOFYUEFDBEFPG"*SFTFBSDIGSPNUIFQFSTQFDUJWFPGOFVSBMTZNCPMJDTZTUFNT 5PQIZQF ॏෳ UPQSFDFOU
ϏσΦձٞͷͨΊͷϫϯγϣοτɾϑϦʔϏϡʔɾχϡʔϥϧɾτʔΩϯάϔου߹ ݪจ0OF4IPU'SFF7JFX/FVSBM5BMLJOH)FBE4ZOUIFTJTGPS7JEFP$POGFSFODJOH IUUQBSYJWPSHBCTW ຊݚڀͰɺχϡʔϥϧͳऀ಄෦ө૾߹ϞσϧΛఏҊ͠ɺςϨϏձٞͷԠ༻Λ࣮ূ͢ΔɻຊϞσϧͰɺର ͱͳΔਓͷ࢟ΛؚΉιʔεը૾ͱɺग़ྗͷಈ͖Λࢦࣔ͢Δߦө૾Λ༻͍ͯɺτʔΩϯάϔουϏσΦΛ߹ ͢Δ͜ͱΛֶश͢Δɻ͜ͷϞσϧɺ৽͍͠ΩʔϙΠϯτදݱʹج͍ͮͯූ߸Խ͞Εɺࣝผใͱಈ͖ʹؔ࿈͢Δ ใ͕ڭࢣͳ͠Ͱղ͞ΕΔɻൣͳ࣮ݧతݕূʹΑΓɺϕϯνϚʔΫσʔληοτʹ͓͍ͯɺզʑͷϞσϧ͕ڝ ߹͢Δख๏ΑΓ༏Ε͍ͯΔ͜ͱ͕ࣔ͞Εͨɻ͞ΒʹɺզʑͷίϯύΫτͳΩʔϙΠϯτදݱʹΑΓɺࢢൢͷ )ن֨ͱಉͷը࣭Λ࣮ݱ͠ͳ͕ΒɺଳҬ෯Λͷʹ͑ͨϏσΦձٞγεςϜΛ࣮ݱ͢Δ͜ͱ͕Ͱ͖
ͨɻ͞ΒʹɺզʑͷΩʔϙΠϯτදݱɺ߹தʹϢʔβ͕಄Λճసͤ͞Δ͜ͱ͕Ͱ͖Δ͜ͱΛ͓ࣔͯ͠Γɺ͜Ε ର໘ࣜͷϏσΦձٞͷγϛϡϨʔγϣϯʹ༗༻Ͱ͋Δɻ ݪจ8FQSPQPTFBOFVSBMUBMLJOHIFBEWJEFPTZOUIFTJTNPEFMBOEEFNPOTUSBUFJUTBQQMJDBUJPOUPWJEFPDPOGFSFODJOH0VSNPEFMMFBSOTUPTZOUIFTJ[FBUBMLJOHIFBEWJEFPVTJOHBTPVSDFJNBHFDPOUBJOJOHUIFUBSHFU QFSTPOTBQQFBSBODFBOEBESJWJOHWJEFPUIBUEJDUBUFTUIFNPUJPOJOUIFPVUQVU0VSNPUJPOJTFODPEFECBTFEPOBOPWFMLFZQPJOUSFQSFTFOUBUJPO XIFSFUIFJEFOUJUZTQFDJpDBOENPUJPOSFMBUFEJOGPSNBUJPOJTEFDPNQPTFE VOTVQFSWJTFEMZ&YUFOTJWFFYQFSJNFOUBMWBMJEBUJPOTIPXTUIBUPVSNPEFMPVUQFSGPSNTDPNQFUJOHNFUIPETPOCFODINBSLEBUBTFUT.PSFPWFS PVSDPNQBDULFZQPJOUSFQSFTFOUBUJPOFOBCMFTBWJEFPDPOGFSFODJOHTZTUFNUIBU BDIJFWFTUIFTBNFWJTVBMRVBMJUZBTUIFDPNNFSDJBM)TUBOEBSEXIJMFPOMZVTJOHPOFUFOUIPGUIFCBOEXJEUI#FTJEFT XFTIPXPVSLFZQPJOUSFQSFTFOUBUJPOBMMPXTUIFVTFSUPSPUBUFUIFIFBEEVSJOHTZOUIFTJT XIJDIJT VTFGVMGPSTJNVMBUJOHBGBDFUPGBDFWJEFPDPOGFSFODJOHFYQFSJFODF ɾతɿ//Λͬͨө૾߹ͷϏσΦձٞγεςϜͷԠ༻ ɾՌɿ)ʹൺͯͷଳҬ෯Ͱಉ࣭ࢹૢ࡞ਓมߋ ɾํ๏ɿࡾ࣍ݩΩʔϙΠϯτදݱɺιʔεʗυϥΠϏϯάը૾ͰಛΛ ɾϞσϧ໊ɿGBDFWJEWJE ɾஶऀॴଐɿ/7*%*" 5PQIZQF
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