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나만의 프로필 이미지를 만드는 Personlized T2I 모델 개발기

kakao
PRO
November 01, 2024
Programming
0
26

나만의 프로필 이미지를 만드는 Personlized T2I 모델 개발기

#Kanana #MultiModal #T2I #이미지생성

카카오의 프로필 이미지 생성 기술이 어떻게 탄생했는지 Personalized Text to Image 연구 과정을 소개합니다. 실제 촬영 사진과 같은 고품질 인물 이미지 생성을 목표로 Diffusion 모델의 학습 과정과 평가 방법을 공유하고, 이 과정에서 마주한 도전 과제와 한계점, 향후 목표를 알아봅니다.

발표자 : ted.chl
카카오의 카나나 알파 조직에서 생성형 모델을 이용해 AI 프로필을 연구하는 테드입니다. 이미지, 비디오 생성에 초점을 맞춰 다양한 응용 기술을 연구하고 개발하고 있습니다. 세상을 변화시키는 AI 모델과 함께 다양한 기술에 관심이 많습니다.

kakao
PRO

November 01, 2024
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Transcript

  1. $PQZSJHIU,BLBP$PSQ"MMSJHIUTSFTFSWFE3FEJTUSJCVUJPOPSQVCMJDEJTQMBZJTOPUQFSNJUUFEXJUIPVUXSJUUFOQFSNJTTJPOGSPN,BLBP

  2. 1FSTPOBMJ[FE5*ۆ ஠஠য়੄೐۽೙ࢤࢿݽ؛ Ѿҗ߂ߊ੹җ੿ ೠ҅੼җখਵ۽੄җઁ

  3. 1FSTPOBMJ[FE5*ۆ ஠஠য়੄೐۽೙ࢤࢿݽ؛ Ѿҗ߂ߊ੹җ੿ ೠ҅੼җখਵ۽੄җઁ

  4. ਋ܻ઱߸੄׮নೠ੉޷૑ࢤࢿݽ؛ 4UBCMF%JGGVTJPO .JE+PVSOFZ %BMM - & ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮

  5. ੉޷૑ ࢤࢿ 5FYU - UP - *NBHF (FOFSBUJPO

  6. 5FYU - UP - *NBHF%JGGVTJPOݽ؛ ੉ۆ  95 9U 9U

    9 pθ (xt−1 |xt ) q(xt |xt−1 ) q(xt−1 |xt )  )P +POBUIBOFUBMt%FOPJTJOH%JGGVTJPO1SPCBCJMJTUJD.PEFMTu /FVS*14 

  7. 5FYU - UP - *NBHF%JGGVTJPOݽ؛ਸ੉ਊೠ੉޷૑ࢤࢿ ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮

  8. 5FYU - UP - *NBHF%JGGVTJPOݽ؛੉ۆ  %JGGVTJPO.PEFM 5FYU&ODPEFS "QIPUPPGDBUj 95

    9 ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮ 9U -> 9U

  9. ࢤࢿ ੉޷૑ 5FYU - UP - *NBHF (FOFSBUJPO ѐੋച 1FSTPOBMJ[FE

  10. ࢤࢿ ੉޷૑ 5FYU - UP - *NBHF (FOFSBUJPO ѐੋച 1FSTPOBMJ[FE

  11. ,BOBOB࠺઱঴ࢤࢿݽ؛ ࢎਊ੗оੑ۱ೠఫझ౟ژח੉޷૑ীݏ୾ ѐੋചػҊಿ૕੉޷૑ܳࢤࢿೞחݽ؛ ׮নೠझఋੌ੄੉޷૑ࢤࢿ ಴੿੗ࣁઁয

  12. 1FSTPOBMJ[FE5FYU - UP - *NBHF "DMPTF - VQQPSUSBJUPGBXPNBOj ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮

  13. 1FSTPOBMJ[FE5FYU - UP - *NBHF "DMPTF - VQQPSUSBJUPGBNBOj ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮

  14. Ӓېࢲ1FSTPOBMJ[FE5*੄ݾ಴ח

  15. ੉޷૑ 5FYU - UP - *NBHF ࢤࢿ (FOFSBUJPO ѐੋച 1FSTPOBMJ[FE

  16. ੉޷૑ 5FYU - UP - *NBHF ࢤࢿ (FOFSBUJPO ѐੋച 1FSTPOBMJ[FE

  17. ࢤࢿ (FOFSBUJPO ѐੋച 1FSTPOBMJ[FE ೐܁೐౟ 1SPNQU'PMMPXJOH

  18. ࢤࢿ (FOFSBUJPO ѐੋച 1FSTPOBMJ[FE ೐܁೐౟ 1SPNQU'PMMPXJOH

  19. ѐੋച 1FSTPOBMJ[FE Ҋಿ૕ )JHI - 2VBMJUZ ೐܁೐౟ 1SPNQU'PMMPXJOH

  20. ѐੋച 1FSTPOBMJ[FE Ҋಿ૕ )JHI - 2VBMJUZ ೐܁೐౟ 1SPNQU'PMMPXJOH

  21. Ҋಿ૕ )JHI - 2VBMJUZ ೐܁೐౟ 1SPNQU'PMMPXJOH ׵਺ 4JNJMBSJUZ

  22. Ҋಿ૕ )JHI - 2VBMJUZ ೐܁೐౟ 1SPNQU'PMMPXJOH ׵਺ 4JNJMBSJUZ

  23. 1FSTPOBMJ[FE5FYU - UP - *NBHF

  24. 1FSTPOBMJ[FE5*ۆ ஠஠য়੄೐۽೙ࢤࢿݽ؛ Ѿҗ߂ߊ੹җ੿ ೠ҅੼җখਵ۽੄җઁ

  25. ,PMMBHF1SP fi MFݽ؛੄ҳઑ

  26. ,PMMBHF1SP fi MFݽ؛੄ҳઑ *OTUBOU#PPUI ӝ߈੄*EFOUJUZ੿ࠁ೟ण t"QIPUPPG QFSTPOu $-*15FYU &ODPEFS $-*1*NBHF

    &ODPEFS 1SPKFDUJPO 1SPKFDUJPO  +JOH4IJ FUBMt*OTUBOU#PPUI1FSTPOBMJ[FE5FYU - UP - *NBHF(FOFSBUJPOXJUIPVU5FTU - 5JNF'JOFUVOJOHu   $IFSUJ .FIEJFUBMt3FQSPEVDJCMFTDBMJOHMBXTGPSDPOUSBTUJWFMBOHVBHF - JNBHFMFBSOJOHu 

  27. ,PMMBHF1SP fi MFݽ؛੄ҳઑ ߔࠄݽ؛੄ഝਊ $-*1*NBHF &ODPEFS 1SPKFDUJPO 1SPKFDUJPO t"QIPUPPG QFSTPOu

    $-*15FYU &ODPEFS

  28. ,PMMBHF1SP fi MFݽ؛੄ҳઑ (MPCBMFNCFEEJOH੄೟ण t"QIPUPPG QFSTPOu $-*15FYU &ODPEFS $-*1*NBHF &ODPEFS

    1SPKFDUJPO 1SPKFDUJPO

  29. ,PMMBHF1SP fi MFݽ؛੄ҳઑ t"QIPUPPG QFSTPOu $-*15FYU &ODPEFS $-*1*NBHF &ODPEFS 1SPKFDUJPO

    1SPKFDUJPO 1BUDIFNCFEEJOH੄೟ण (BUFE4FMG"UUFOUJPO  :VIFOH-J FUBMt(-*(&/0QFO - 4FU(SPVOEFE5FYU - UP - *NBHF(FOFSBUJPOu 

  30. %BUBTFU

  31. ,PMMBHF1SP fi MFݽ؛੄ؘ੉ఠࣇ ҕѐػੋޛؘ੉ఠࣇ੄ೠ҅ 113L%BUBTFU -"*0/ - 'BDF%BUBTFU  -JBOH

    +JFFUBMt113,"-BSHF - 4DBMF1PSUSBJU1IPUP3FUPVDIJOH%BUBTFUXJUI)VNBO - 3FHJPO.BTLBOE(SPVQ - -FWFM$POTJTUFODZu   ;IFOH :JOHMJOFUBMt(FOFSBMGBDJBMSFQSFTFOUBUJPOMFBSOJOHJOBWJTVBM - MJOHVJTUJDNBOOFSu 

  32. ,PMMBHF1SP fi MFݽ؛੄ؘ੉ఠࣇ ؀ӏݽ Ҋಿ૕ Ҋ೧࢚ب ׮নೠҳب߂ߓ҃

  33. ,PMMBHF1SP fi MFݽ؛੄ؘ੉ఠࣇ 4JOHMF*EFOUJUZ4JOHMF*NBHF 4*4*

  34. 0OMZ 4NBMMPS-BSHF'BDF 2VBMJUZDIFDL ,PMMBHF1SP fi MFݽ؛੄ؘ੉ఠࣇ ੋޛ੉޷૑੄೙ఠ݂

  35. ,PMMBHF1SP fi MFݽ؛੄ؘ੉ఠࣇ ঌݏ਷ҳبܳਤೠ೟णؘ੉ఠ੄੹୊ܻ

  36. ,PMMBHF1SP fi MFݽ؛੄ؘ੉ఠࣇ ,PMMBHF1SP fi MF .PEFM "TNJMJOHXPNBOj ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮

  37. 1SPT $POT ,PMMBHF1SP fi MFݽ؛੄ؘ੉ఠࣇ  ׮নೠఫझ౟೐܁೐౟оನೣػ੉޷૑  ׮নೠੋޛ੉ನೣػ੉޷૑ 

    ࠺Ү੸ए਍ؘ੉ఠࣇഛࠁ  Ѿҗ੉޷૑੄ ࠂࢎࠢৈ֍ӝ ޙઁߊࢤ  ׮নೠҳب߂ನૉ੄੉޷૑ࠗ઒  ,0--"(&1SP fi MFݽ؛੄ࢿמࠗ઒ 4*4*ؘ੉ఠࣇ੄੢ױ੼

  38. ,PMMBHF1SP fi MFݽ؛੄ؘ੉ఠࣇ 4JOHMF*EFOUJUZ.VMUJ*NBHF 4*.* A woman seated in an

    empty classroom with rows of white desks and chairs. She is working on a laptop, smiling gently at the camera.

  39. ,PMMBHF1SP fi MFݽ؛੄ؘ੉ఠࣇ 1SPT $POT  ೠࢎۈী؀ೠ׮নೠпب৬಴੿੄੉޷૑  ೠࢎۈী؀ೠৈ۞੢੄੉޷૑ 

    ,PMMBHF1SP fi MFݽ؛੄ࢿמೱ࢚  ҕѐػؘ੉ఠࣇ੄ࠗ઒  ؘ੉ఠࣇҳ୷੄दр߂࠺ਊ  زੌੋޛী؀ೠ੿೤ࢿ 4*.*ؘ੉ఠࣇ੄੢ױ੼

  40. ,PMMBHF1SP fi MFݽ؛੄ؘ੉ఠࣇ Ҋಿ૕੄࠺٣য়ؘ੉ఠࣇਵ۽ࠗఠױ੼ਸӓࠂ 4JOHMF*EFOUJUZ.VMUJ*NBHF 4*.*

  41. ,PMMBHF1SP fi MFݽ؛੄ؘ੉ఠࣇ ,PMMBHF1SP fi MF .PEFM "TNJMJOHXPNBOj ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮

  42. ,PMMBHF1SP fi MFݽ؛੄ؘ੉ఠࣇ ,PMMBHF1SP fi MF .PEFM "TNJMJOHXPNBOj ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮

  43. 4*4* 4*.* 4JOHMF*EFOUJUZ4JOHMF*NBHF 4JOHMF*EFOUJUZ.VMUJ*NBHF ,PMMBHF1SP fi MFݽ؛੄ؘ੉ఠࣇ Ҋಿ૕੉޷૑ఫझ౟ؘ੉ఠࣇ ׮নೠ಴੿߂пب੄ੋޛؘ੉ఠࣇ .

    .

  44. #BDLCPOF

  45. ,PMMBHF1SP fi MFݽ؛੄೟ण ੉޷૑ࢤࢿߔࠄݽ؛੄ഝਊ  IUUQT DJWJUBJDPNJNBHFT  IUUQT DJWJUBJDPNJNBHFT

    ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮ Ҋಿ૕੄ )VNBO1PSUSBJU੉޷૑ ࢤࢿ 1MBZHSPVOEW 4UBCMF%JGGVTJPO9-

  46. ,PMMBHF1SP fi MFݽ؛੄೟ण ੉޷૑ࢤࢿߔࠄݽ؛੄ೠ҅  1BUSJDL&TTFSFUBMt4DBMJOH3FDUJ fi FE'MPX5SBOTGPSNFSTGPS)JHI - 3FTPMVUJPO*NBHF4ZOUIFTJTu

     ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮ 4UBCMF%JGGVTJPO.FEJVN

  47. ,PMMBHF1SP fi MFݽ؛੄೟ण 4UBCMF%JGGVTJPO.FEJVN ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮ ੉޷૑ࢤࢿߔࠄݽ؛੄ೠ҅  IUUQT TUBCJMJUZBJOFXTTUBCMF -

    EJGGVTJPO

  48. ,PMMBHF1SP fi MFݽ؛੄೟ण )VNBOQPSUSBJU੉޷૑ܳࢤࢿೡࣻ੓ب۾ߔࠄݽ؛੄'JOF - 5VOJOH ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮ )( - %10

     4BOHIZFPO/BFUBMt#PPTU:PVS0XO)VNBO*NBHF(FOFSBUJPO.PEFMWJB%JSFDU1SFGFSFODF0QUJNJ[BUJPOXJUI"*'FFECBDLu 

  49. ,PMMBHF1SP fi MFݽ؛੄೟ण ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮ 8JOOJOH -PTJOH  ݽ؛ӝ߈ಿ૕ಣо  ؀ӏݽؘ੉ఠࣇഛࠁ

     %JGGVTJPO - %10 ੄೟ण  :VWBM,JSTUBJO/BFUBMt1JDL - B - 1JD"O0QFO%BUBTFUPG6TFS1SFGFSFODFTGPS5FYU - UP - *NBHF(FOFSBUJPOu   #SBN8BMMBDFFUBMt%JGGVTJPO.PEFM"MJHONFOU6TJOH%JSFDU1SFGFSFODF0QUJNJ[BUJPOu $713 

  50. ,PMMBHF1SP fi MFݽ؛੄೟ण XP%10 X%10 ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮ 1SPNQU GSPOUBMQPSUSBJU PGBNBO 

    MPPLJOHGSPOU  MJHIUCSPXORVJGGIBJSTUZMF GSPNT ESFTTFEJO BSFUSPEFOJNKBDLFUBOEBCMBDLTIJSU  WJWJESFECBDLESPQ

  51. ,PMMBHF1SP fi MFݽ؛੄೟ण XP%10 X%10 ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮ 1SPNQUDFOUFSFEDPNQPTJUJPO  DMPTF -

    VQVQQFSCPEZQPSUSBJU TUSBJHIUQPTUVSF GSPOU - GBDJOH TJUUJOHPOBDPVDI XFBSJOHBSFE TXFBUFSXJUIUFEEZCFBS POJU  HJGUCPYFTBT CBDLHSPVOE BMBSHF$ISJTUNBTUSFFJTQSPNJOFOUMZQPTJUJPOFEBUUIFMFGUFEHF

  52. .PEFM5SBJOJOH

  53. ,PMMBHF1SP fi MFݽ؛੄೟ण 4*4*4*.*ؘ੉ఠࣇ ,PMMBHF1SP fi MF.PEFM %JGGVTJPO-PTT'VODUJPO  #BDLCPOF

    *%.PEVMF  )P +POBUIBOFUBMt%FOPJTJOH%JGGVTJPO1SPCBCJMJTUJD.PEFMTu /FVS*14 

  54. ,PMMBHF1SP fi MFݽ؛੄೟ण *EFOUJUZ-PTT'VODUJPO   %FOH +JBOLBOHFUBMt"SD'BDF"EEJUJWF"OHVMBS.BSHJO-PTTGPS%FFQ'BDF3FDPHOJUJPOu $713 

     1BSLIJ 0NLBS.FUBM%FFQ'BDF3FDPHOJUJPOu #.7$  #BDLCPOF *%.PEVMF ,PMMBHF1SP fi MF.PEFM 4*4*4*.*ؘ੉ఠࣇ

  55. 1FSTPOBMJ[FE5*ۆ ஠஠য়੄೐۽೙ࢤࢿݽ؛ Ѿҗ߂ߊ੹җ੿ ೠ҅੼җখਵ۽੄җઁ

  56. Ѿҗ߂ߊ੹җ੿

  57. ੗୓ಣо࠺Ү ೧࢚ب ࢤࢿदр ݽ؛౵ۄ޷ఠࣻ ,PMMBHF/BOP1SP fi MF Y _TFD _রѐ

    ,PMMBHF&TTFODF1SP fi MF Y _TFD _রѐ /7*%*""((16ীࢲஏ੿

  58. ,PMMBHF1SP fi MFݽ؛੄Ѿҗ ,PMMBHF&TTFODF1SP fi MF ,PMMBHF/BOP1SP fi MF 1SPNQU

    GSPOUBMNFEJVNTIPUPGCVTJOFTTXPNBO  MPPLJOHGSPOU  HSFZCBDLHSPVOE XFBSJOHB QSFNJVNIBOENBEFCFJHFXPPMCMB[FSXJUIBXIJUFCMPVTF  QPTJOHTUSBJHIU DBMN  TUBUJD  WJFXJOHGSPOU VMUSBIJHIRVBMJUZ TMJHIUTNJMF  UBLFOPOB$BOPO&043XJUIBNNMFOT 6)% )%3 EFQUIPG fi FME DFOUFSFEDPNQPTJUJPO  GBDFDMPTFVQ ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮

  59. ,PMMBHF1SP fi MFݽ؛੄Ѿҗ ,PMMBHF&TTFODF1SP fi MF ,PMMBHF/BOP1SP fi MF 1SPNQU"DPO

    fi EFOUGFNBMFDIFGXJUICMBDLIBJSUJFECBDL XFBSJOHBXIJUFDIFGVOJGPSN4IFIBTBTFSJPVT GPDVTFEFYQSFTTJPO TUBOEJOHBHBJOTUBEBSLHSFZCBDLHSPVOEXJUITVCUMFUFYUVSFT5IF MJHIUJOHJTDJOFNBUJD IJHIMJHIUJOHIFSQSPGFTTJPOBMEFNFBOPSBOEUIFEFUBJMTPGUIFDIFGsTVOJGPSN ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮

  60. ,PMMBHF1SP fi MFݽ؛੄Ѿҗ ,PMMBHF&TTFODF1SP fi MF ,PMMBHF/BOP1SP fi MF 1SPNQU'SFTIQPSUSBJUPGBZPVOH"TJBONBOXJUIBDBMNBOEUIPVHIUGVMFYQSFTTJPO

    SFTUJOHIJTIBOEOFBSIJTGBDF)FIBTTIPSUCMBDLIBJSBOEJTXFBSJOHBXIJUF DBTVBMTIJSU5IFCBDLHSPVOEJTB TNPPUI QBTUFMQJOL QSPWJEJOHBTPGUBOENJOJNBMJTUBFTUIFUJD5IFMJHIUJOHJTTPGU XJUIBOBUVSBM DMFBOMPPLUIBUFNQIBTJ[FTUIFTVCKFDUsTDMFBSTLJOBOESFMBYFEQPTF ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮

  61. ,PMMBHF1SP fi MFݽ؛੄Ѿҗ ,PMMBHF&TTFODF1SP fi MF ,PMMBHF/BOP1SP fi MF 1SPNQU1PSUSBJUPGBZPVOH,PSFBONBOXJUIBTFSJPVTFYQSFTTJPO

    TUBOEJOHDPO fi EFOUMZXJUIBSNTDSPTTFE XFBSJOHBEBSLCMVFTVJUBOEXIJUFTIJSU5IFCBDLHSPVOEJTBTPGUHSBEJFOUXJUIB NJOJNBMJTU MJHIU - HSBZUPOF5IFNBOIBTTIPSUCMBDLIBJS QBSUFEUPUIFTJEF XJUIBDMFBOBOEQPMJTIFEBQQFBSBODF QSPGFTTJPOBMMJHIUJOH ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮

  62. ੗୓ಣо࠺Ү 7((@EJTU ­ "SD'BDF@EJTU ­ $-*1@5 ¬ ,PMMBHF/BOP1SP fi MF

    XP%10    ,PMMBHF/BOP1SP fi MF X%10    ,PMMBHF&TTFODF1SP fi MF    7((@EJTUBODF "SD'BDF@EJTUBODF઱য૓঴ҷ੉޷૑৬ࢤࢿ੉޷૑о঴݃ա׵਷૑ܳஏ੿ೞח૑಴ $-*1@5઱য૓ఫझ౟೐܁೐౟ܳࢤࢿ੉޷૑о঴݃աੜ߈৔ೞח૑ஏ੿ೞח૑಴

  63. ੗୓ಣо࠺Ү 7((@EJTU ­ "SD'BDF@EJTU ­ $-*1@5 ¬ ,PMMBHF/BOP1SP fi MF

    XP%10    ,PMMBHF/BOP1SP fi MF X%10    ,PMMBHF&TTFODF1SP fi MF    7((@EJTUBODF "SD'BDF@EJTUBODF઱য૓঴ҷ੉޷૑৬ࢤࢿ੉޷૑о঴݃ա׵਷૑ܳஏ੿ೞח૑಴ $-*1@5઱য૓ఫझ౟೐܁೐౟ܳࢤࢿ੉޷૑о঴݃աੜ߈৔ೞח૑ஏ੿ೞח૑಴

  64. ੗୓ಣо࠺Ү 7((@EJTU ­ "SD'BDF@EJTU ­ $-*1@5 ¬ ,PMMBHF/BOP1SP fi MF

    XP%10    ,PMMBHF/BOP1SP fi MF X%10    ,PMMBHF&TTFODF1SP fi MF    7((@EJTUBODF "SD'BDF@EJTUBODF઱য૓঴ҷ੉޷૑৬ࢤࢿ੉޷૑о঴݃ա׵਷૑ܳஏ੿ೞח૑಴ $-*1@5઱য૓ఫझ౟೐܁೐౟ܳࢤࢿ੉޷૑о঴݃աੜ߈৔ೞח૑ஏ੿ೞח૑಴

  65. ,PMMBHF1SP fi MFݽ؛੄ҳઑ (MPCBMFNCFEEJOH੄೟ण t"QIPUPPG QFSTPOu $-*15FYU &ODPEFS $-*1*NBHF &ODPEFS

    1SPKFDUJPO 1SPKFDUJPO

  66. ,PMMBHF1SP fi MFݽ؛੄ҳઑ t"QIPUPPG QFSTPOu $-*15FYU &ODPEFS $-*1*NBHF &ODPEFS 1SPKFDUJPO

    1SPKFDUJPO 1BUDIFNCFEEJOH੄೟ण (BUFE4FMG"UUFOUJPO  :VIFOH-J FUBMt(-*(&/0QFO - 4FU(SPVOEFE5FYU - UP - *NBHF(FOFSBUJPOu 

  67. ,PMMBHF1SP fi MFݽ؛੄Ѿҗ (MPCBM&NCFEEJOH0 1BUDI&NCFEEJOH0 1SPNQUDFOUFSFEDPNQPTJUJPO  DMPTF - VQVQQFSCPEZQPSUSBJU

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  68. ,PMMBHF1SP fi MFݽ؛੄Ѿҗ 1SPNQUNBO BQIPUPHSBQIZPGIBOETPNFNBO TJNQMF-JHIUHSBZCBDLHSPVOE  QPSUSBJUTIPU  IFBETIPU

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  69. 1FSTPOBMJ[FE5*ۆ ஠஠য়੄೐۽೙ࢤࢿݽ؛ Ѿҗ߂ߊ੹җ੿ ೠ҅੼җখਵ۽੄җઁ

  70. ೠ҅੼җখਵ۽੄җઁ

  71. ઑ੘ࢿ Ҋಿ૕ ъੋೠߔࠄݽ؛ਸ ഝਊೠ੉޷૑ࢤࢿ ಴੿߂੗ࣁоઁযоמೠ $POUSPMMBCMFࢤࢿݽ؛ উ੹ೣ 4BGFUZ"*ܳਤೠ֢۱

  72. ઑ੘ࢿ Ҋಿ૕ ъੋೠߔࠄݽ؛ਸ ഝਊೠ੉޷૑ࢤࢿ ಴੿߂੗ࣁоઁযоמೠ $POUSPMMBCMFࢤࢿݽ؛ উ੹ೣ 4BGFUZ"*ܳਤೠ֢۱

  73. ъੋೠߔࠄݽ؛੄ഝਊ $POWPMVUJPOҳઑ؀न%J5 %JGGVTJPO5SBOTGPSNFS ҳઑ੄ߔࠄݽ؛ ೱ࢚ػ੉޷૑ࢤࢿמ۱ рױೠఫझ౟೐܁೐౟ܳ੉ਊೠҊಿ૕੉޷૑ࢤࢿ %J5ҳઑ੄ߔࠄݽ؛  8JMMJBN1FFCMFTFUBMt4DBMBCMF%JGGVTJPO.PEFMTXJUI5SBOTGPSNFSTu 

  74. ъੋೠߔࠄݽ؛੄ഝਊ ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮    IUUQT CMBDLGPSFTUMBCTBJBOOPVODJOH - CMBDL -

    GPSFTU - MBCT

  75. ъੋೠߔࠄݽ؛੄ഝਊ ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮ '-69130 '-69%&7 '-694$)/&-- 1SPNQU$3&"5&"%&5"*-&%$-04& - 61*."(&0'")"/%&-&("/5-:"%03/&%8*5)&926*4*5&+&8&-3:5)&)"/%4)06-%#&'&.*/*/& 8*5)1&3'&$5-:."/*$63&%/"*-4*5*4"%03/&% 8*5)"41"3,-*/(%*".0/%3*/(0/5)&3*/('*/(&3

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  76. ъੋೠߔࠄݽ؛੄ഝਊ ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮    IUUQT QJYBSU - BMQIBHJUIVCJP1JY"SU -

    TJHNB - QSPKFDU

  77. ઑ੘ࢿ Ҋಿ૕ ъੋೠߔࠄݽ؛ਸ ഝਊೠ੉޷૑ࢤࢿ ಴੿߂੗ࣁоઁযоמೠ $POUSPMMBCMFࢤࢿݽ؛ উ੹ೣ 4BGFUZ"*ܳਤೠ֢۱

  78. $POUSPM/FU ੄ഝਊ ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮  -WNJO;IBOHFUBMt"EEJOH$POEJUJPOBM$POUSPMUP5FYU - UP - *NBHF%JGGVTJPO.PEFMTu *$$7

    

  79. $POUSPM/FUҗ-P3" ੄ഝਊ ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮  &EXBSE+)VFUBMt-P3"-PX - 3BOL"EBQUBUJPOPG-BSHF-BOHVBHF.PEFMTu 

  80. $POUSPM/FUҗ-P3"੄ഝਊ ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮

  81. $POUSPM/FUҗ-P3"੄ഝਊ ࠄ੗ܐীחࢤࢿഋ"*Ѿҗޛ੉ੌࠗನೣغয੓णפ׮

  82. ઑ੘ࢿ Ҋಿ૕ ъੋೠߔࠄݽ؛ਸ ഝਊೠ੉޷૑ࢤࢿ ಴੿߂੗ࣁоઁযоמೠ $POUSPMMBCMFࢤࢿݽ؛ উ੹ೣ 4BGFUZ"*ܳਤೠ֢۱

  83. 4BGFUZ"*ܳਤೠ਋ܻ੄֢۱  ࠺оदࢿਕఠ݃௼ *OWJTJCMF8BUFSNBSL ঴ҷਤ߸ઑఐ૑ӝࣿ ࠗ੸੺ױয ౠ੿ੋޛ੄ఐ૑߂೙ఠ݂ ೲਤઑ੘੿ࠁनҊ߂ݽפఠ݂

  84. 4BGFUZ"*ܳਤೠ਋ܻ੄֢۱  ࠺оदࢿਕఠ݃௼ *OWJTJCMF8BUFSNBSL  ঴ҷਤ߸ઑఐ૑ӝࣿ ࠗ੸੺ױয ౠ੿ੋޛ੄ఐ૑߂೙ఠ݂ ೲਤઑ੘੿ࠁनҊ߂ݽפఠ݂ 

    IUUQT XXXBJUJNFTLSOFXTBSUJDMF7JFXIUNM JEYOP

  85. 4BGFUZ"*ܳਤೠ਋ܻ੄֢۱  ࠺оदࢿਕఠ݃௼ *OWJTJCMF8BUFSNBSL ঴ҷਤ߸ઑఐ૑ӝࣿ ࠗ੸੺ױয ౠ੿ੋޛ੄ఐ૑߂೙ఠ݂ ೲਤઑ੘੿ࠁनҊ߂ݽפఠ݂  IUUQT

    XXXJEBJMZOFXTDPLSOFXTBSUJDMF7JFXIUNM JEYOP

  86. 4BGFUZ"*ܳਤೠ਋ܻ੄֢۱  ࠺оदࢿਕఠ݃௼ *OWJTJCMF8BUFSNBSL ঴ҷਤ߸ઑఐ૑ӝࣿ ࠗ੸੺ױয ౠ੿ੋޛ੄ఐ૑߂೙ఠ݂ ೲਤઑ੘੿ࠁनҊ߂ݽפఠ݂

  87. 4BGFUZ"*ܳਤೠ਋ܻ੄֢۱  ࠺оदࢿਕఠ݃௼ *OWJTJCMF8BUFSNBSL ঴ҷਤ߸ઑఐ૑ӝࣿ ࠗ੸੺ױয ౠ੿ੋޛ੄ఐ૑߂೙ఠ݂ ೲਤઑ੘੿ࠁनҊ߂ݽפఠ݂  IUUQT

    DMFBO - DFOUFSLBLBPDPN

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  90. ଵҊޙ೴  IUUQT DMFBO - DFOUFSLBLBPDPN

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