論文 LT会: Identifying Medical Diagnoses and Treatable Diseases by Image-Based Deep Learning

D4952745300210299fd69f2f3c728934?s=47 takatoh
May 09, 2019

論文 LT会: Identifying Medical Diagnoses and Treatable Diseases by Image-Based Deep Learning

D4952745300210299fd69f2f3c728934?s=128

takatoh

May 09, 2019
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  1. ࿦จLTձ5/10 #2 @LPixel Identifying Medical Diagnoses and Treatable Diseases by

    Image-Based Deep Learning $FMM 7PMVNF *TTVF 'FCSVBSZ  1BHFTF https://doi.org/10.1016/j.cell.2018.02.010 "This is an unofficial translation of an article that appeared in an Elsevier publication. Elsevier has not endorsed this translation." %BOJFM4,FSNBOZ .JDIBFM(PMECBVN 8FOKJB$BJ $BSPMJOB$47BMFOUJN )VJZJOH-JBOH  4BMMZ-#BYUFS "MFY.D,FPXO (F:BOH 9JBPLBOH8V 'BOHCJOH:BO +VTUJO%POH  .BEF,1SBTBEIB +BDRVFMJOF1FJ .BHEBMFOF:-5JOH +JF;IV $ISJTUJOB-J 4JFSSB )FXFUU +BTPO%POH ,BOH;IBOH ঺հऀɹ͔ͨͱʔɹ!UBLBUPI 1
  2. ΠϯτϩμΫγϣϯ w సҠֶशʹΑΔҩ༻ը૾਍ அΛߦ͏͜ͱʹΑΓɺ໨ͷ ࣬ױ΍ഏԌͷछྨΛ෼ྨ͢ Δ͜ͱ͕Ͱ͖ͨɻ w ೥ʹग़ͨʹ΋ؔΘΒͣ ඃҾ༻਺ใ ೥݄

    ݱࡏ !2
  3. 5FOTPS'MPXΛ༻͍ͨసҠֶशʹΑΓ ໨ͷ࣬ױͷ൑ఆΛߦͳ͍ͬͯΔ 0$5ը૾ɹO  ը૾ͷϥϕϧ෇͚ ܇࿅σʔλɹO  $/7 ຕ %.&

    ຕ %364&/ຕ ݈ৗऀ ຕ ױऀ਺ ਓ 5FOTPS'MPXʹΑΔసҠֶशΛ༻͍ͨ Ϟσϧߏங 7BMJEBUJPOσʔληοτܭຕ ֤ຕ 0VUDPNFධՁ "6$ͳͲ ΦΫϧʔδϣϯςετ !3
  4. "DDVSBDZ $SPTT&OUSPQZ͸ ऩଋ͍ͯ͠Δ͜ͱΛ֬ೝ͍ͯ͠Δ ᒵ৭܇࿅σʔλ ੨৭όϦσʔγϣϯ σʔλ !4

  5. #FTUNPEFMͰ΋ઐ໳ՈͱḮ৭ͳ͍8FJHIUFEFSSPS஋Ͱ͋Γɺ ը૾਺͕ݶΒΕͨ-JNJUFENPEFMͰ΋ͦΕͳΓͷ8FJHIUFE FSSPS஋ͱͳΔɻ !5

  6. ಛ௃ྔநग़Λߦ͏͜ͱʹΑΓɺ࣬ױ෦ҐΛಛఆ ͨ͠ɻ·࣏ͨྍ͢Δ͜ͱʹΑΓࢹྗ͕޲্͠ɺ ಛ௃ྔநग़෦Ґ͕ͳ͘ͳͬͨɻ !6

  7. ·ͱΊ w సҠֶशʹΑΔҩ༻ը૾਍அΛߦ͏͜ͱʹΑΓɺ໨ͷ࣬ױΛˋ ͱ͍͏ਫ਼౓Ͱ෼ྨͨ͠ɻ͜Ε͸ઐ໳Ոʹͻ͚ΛͱΒͳ͍ਫ४Ͱ͋Δɻ w ಉ༷ͷख๏Λ༻͍ͯഏԌͷ෼ྨ΋࿦จதͰߦͳ͍ͬͯΔʢʣɻ w సҠֶशΛߦ͏͜ͱʹΑΓݶΒΕͨը૾ຕ਺Ͱ΋ͦΕͳΓͷਫ਼౓͕ग़ Δɻ !7