Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
카카오브레인의 텍스트 기반 이미지 생성 기술
Search
kakao
December 09, 2022
Programming
0
450
카카오브레인의 텍스트 기반 이미지 생성 기술
#GenerativeModel
카카오브레인에서 개발한 텍스트 기반 이미지 생성 기술을 소개합니다
발표자 : sam.ksh
카카오브레인에서 생성 모델을 개발하고 있는 연구원입니다.
kakao
December 09, 2022
Tweet
Share
More Decks by kakao
See All by kakao
나의 컨텍스트를 아는 친구, Context-Aware AI Mate
kakao
0
180
카카오i를 통한 AIOT 서비스의 사례와 미래
kakao
0
170
데이터 분석과 머신러닝을 통한 유저 방문 맛집 발굴하기
kakao
0
190
최애 작품 이용권 선물해주는 ‘Helix 푸시’ 개발기
kakao
0
80
지연 시간 순삭! LLM 추론 구조와 효율적 애플리케이션 설계
kakao
0
210
문서 검토는 이제 Document AI로 한방에!
kakao
0
270
이미지까지 이해하는 Multimodal LLM의 학습 방법 밝혀내기
kakao
1
740
나만의 프로필 이미지를 만드는 Personlized T2I 모델 개발기
kakao
0
99
생성형AI를 활용한 개체명인식(NER)
kakao
0
270
Other Decks in Programming
See All in Programming
New in Go 1.26 Implementing go fix in product development
sunecosuri
0
390
ロボットのための工場に灯りは要らない
watany
4
520
nuget-server - あなたが必要だったNuGetサーバー
kekyo
PRO
0
210
Fundamentals of Software Engineering In the Age of AI
therealdanvega
1
230
今、アーキテクトとして 品質保証にどう関わるか
nealle
0
210
Swift ConcurrencyでよりSwiftyに
yuukiw00w
0
250
LangChain4jとは一味違うLangChain4j-CDI
kazumura
1
160
AIコーディングの理想と現実 2026 | AI Coding: Expectations vs. Reality 2026
tomohisa
0
1.2k
PJのドキュメントを全部Git管理にしたら、一番喜んだのはAIだった
nanaism
0
250
Rで始めるML・LLM活用入門
wakamatsu_takumu
0
170
PostgreSQL を使った快適な go test 環境を求めて
otakakot
0
520
new(1.26) ← これすき / kamakura.go #8
utgwkk
0
1.9k
Featured
See All Featured
Lightning Talk: Beautiful Slides for Beginners
inesmontani
PRO
1
470
"I'm Feeling Lucky" - Building Great Search Experiences for Today's Users (#IAC19)
danielanewman
231
22k
Navigating Team Friction
lara
192
16k
The Cult of Friendly URLs
andyhume
79
6.8k
GraphQLとの向き合い方2022年版
quramy
50
14k
Faster Mobile Websites
deanohume
310
31k
The Spectacular Lies of Maps
axbom
PRO
1
600
How Fast Is Fast Enough? [PerfNow 2025]
tammyeverts
3
480
Why Your Marketing Sucks and What You Can Do About It - Sophie Logan
marketingsoph
0
100
Ruling the World: When Life Gets Gamed
codingconduct
0
170
What's in a price? How to price your products and services
michaelherold
247
13k
Kristin Tynski - Automating Marketing Tasks With AI
techseoconnect
PRO
0
190
Transcript
$PQZSJHIU ,BLBP $PSQ"MMSJHIUTSFTFSWFE3FEJTUSJCVUJPOPSQVCMJDEJTQMBZJTOPUQFSNJUUFEXJUIPVUXSJUUFOQFSNJTTJPOGSPN,BLBP য়࠳ۨੋ ఫझ ӝ߈ ࢤࢿ ӝࣿ JG
LBLBP য়࠳ۨੋ ӣࣁള TBNLTI
য়࠳ۨੋ 5*ࢤࢿ ݽ؛ ࣗѐ അ ݽ؛ ѐࢶਸ ਤೠ োҳ ۽ં
য়࠳ۨੋ 5*ࢤࢿ ݽ؛ ࣗѐ 5PXBSET&GGJDJFOU5FYU$POEJUJPOBM%JGGVTJPO.PEFMT CZ"EWFSTBSJBM5SBJOJOH
%FOPJTJOH%JGGVTJPO1SPCBCJMJTUJD.PEFMT "QIPUPPGBUFEEZCFBSPOUIFSPBE "IJHIRVBMJUZ QJDUVSFPGBNFEJFWBMLOJHIUXJUIHPMEFOBSNPS +)P "+BJO BOE1"CCFFMt%FOPJTJOH%JGGVTJPO1SPCBCJMJTUJD.PEFMTu /FVS*14s
0WFSBMM"SDIJUFDUVSF VO$-*1 BLB%"--& ਬࢎೞѱ 1SJPSm %FDPEFSm 43 ݽٕ۽ ҳࢿغয
णפ "3BNFTI 1%IBSJXBM "/JDIPM $$IV BOE.$IFOu)JFSBSDIJDBM5FYU$POEJUJPOBM*NBHF(FOFSBUJPOXJUI$-*1-BUFOUTuBS9JWW
0WFSBMM"SDIJUFDUVSF A high quality picture of a medieval knight with
golden armor Prior Y/ Y Y CLIP (text encoder) Y/ CLIP (image feature)
0WFSBMM"SDIJUFDUVSF A high quality picture of a medieval knight with
golden armor Y/ Y Y CLIP (text encoder) Y/ CLIP (image feature) Prior
0WFSBMM"SDIJUFDUVSF A high quality picture of a medieval knight with
golden armor Y/ Y Y CLIP (text encoder) Y/ CLIP (image feature) Prior
0WFSBMM"SDIJUFDUVSF 1SJPS m %FDPEFSm 43
0WFSBMM"SDIJUFDUVSF 1SJPS m %FDPEFSm 43 $-*1UFYUGFBUVSF QPPMJOH ࠁب ನೣ
0WFSBMM"SDIJUFDUVSF 1SJPS m %FDPEFSm 43 $-*1UFYUGFBUVSF UJNF
0WFSBMM"SDIJUFDUVSF 1SJPSm %FDPEFS m 43 A high quality picture of
a medieval knight with golden armor Causal Transformer Y/ Y Y/ CLIP (text encoder) CLIP (image feature)
0WFSBMM"SDIJUFDUVSF 1SJPSm %FDPEFSm 43 Y Y/
0WFSBMM"SDIJUFDUVSF 1SJPSm %FDPEFSm *NQSPWFE43 Y Y/ Y 1SFUSBJOFE 'SFF[F 5SBJOBCMF
JOJUJBMJ[FEGSPNUIF QSFUSBJOFEOFU MSE loss Perceptual loss Adversarial loss
&YQFSJNFOU4FUVQ 1SJPS %FDPEFS 43 ण ؘఠ .JNBHFUFYUQBJST $0:0ؘఠࣇ ನೣ ण
ߑध झې ण $-*1ݽ؛ 7J5- 7J5- QBSBNFUFST # . . . PQUJNJ[BUJPO TUFQT . . . . TBNQMJOHTUFQT TUFQT TUFQT TUFQT
2VBOUJUBUJWF3FTVMUT $$. $0$0 ,GSPNWBM $-*1T 7J5# '*%
2VBOUJUBUJWF3FTVMUT $$. $0$0 ,GSPNWBM $-*1T 7J5# '*%
"3BNFTI 1%IBSJXBM "/JDIPM $$IV BOE.$IFOu)JFSBSDIJDBM5FYU$POEJUJPOBM*NBHF(FOFSBUJPOXJUI$-*1-BUFOUTuBS9JWW WT GSPNVO$-*1
2VBMJUBUJWF3FTVMUT ࠂೠ ஶࣆী ೠ מ۱ ಣо
2VBMJUBUJWF3FTVMUT ࠂೠ ஶࣆী ೠ מ۱ ಣо (PSZFP DFMBEPOJOUIFTIBQFPGEBSUI WBEFS
IPMEJOHBTXPSE (PSZFP DFMBEPOJOUIFTIBQFPGEBSUI WBEFS
2VBMJUBUJWF3FTVMUT ࠂೠ ஶࣆী ೠ מ۱ ಣо (PSZFP DFMBEPOJOUIFTIBQFPGEBSUI WBEFS
IPMEJOHBTXPSE "TVQFSNBUIXJ[BSEDBU SJDIMZUFYUVSFEPJMQBJOUJOH
2VBMJUBUJWF3FTVMUT ࠂೠ ஶࣆী ೠ מ۱ ಣо "OBTUSPOBVUSJEJOHBIPSTF DIJMESFOESBXJOHTUZMF "OBTUSPOBVUSJEJOHBIPSTF
DIJMESFOESBXJOHTUZMF
2VBMJUBUJWF3FTVMUT 1IPUPSFBMJTUJDࢤࢿ оמ ৈࠗ ಣо
2VBMJUBUJWF3FTVMUT 1IPUPSFBMJTUJDࢤࢿ оמ ৈࠗ ಣо "OBTUSPOBVUSJEJOHBIPSTF DIJMESFOESBXJOHTUZMF BQIPUPPGBCBCZQVQQZXBJUJOHGPSIFSNPN
2VBMJUBUJWF3FTVMUT 1IPUPSFBMJTUJDࢤࢿ оמ ৈࠗ ಣо 1IPUPPGBZFBSPME XIJUFNBO TJMWFSIBJS OFBUCFBSE XFBSJOHBSFEHJMFU
UIJDLSJNNFEHMBTTFT
2VBMJUBUJWF3FTVMUT 1IPUPSFBMJTUJDࢤࢿ оמ ৈࠗ ಣо "OBTUSPOBVUSJEJOHBIPSTF DIJMESFOESBXJOHTUZMF BQPSUSBJUPGBOPMENPOL
2VBMJUBUJWF3FTVMUT *NBHFWBSJBUJPOоמ ৈࠗ ಣо
2VBMJUBUJWF3FTVMUT *NBHFWBSJBUJPOоמ ৈࠗ ಣо
അ ݽ؛ ѐࢶਸ ਤೠ োҳ ۽ં 0VS "QQSPBDIFT UP *NQSPWF
5XPTUBHF *NBHF (FOFSBUJPO 'SBNFXPSL
5XP4UBHF*NBHF(FOFSBUJPO'SBNFXPSL "0PSE 07JOZBMT BOE,,BWVLDVPHMVt/FVSBM%JTDSFUF3FQSFTFOUBUJPO-FBSOJOHu/FVS*14s
5XP4UBHF*NBHF(FOFSBUJPO'SBNFXPSL "0PSE 07JOZBMT BOE,,BWVLDVPHMVt/FVSBM%JTDSFUF3FQSFTFOUBUJPO-FBSOJOHu/FVS*14s
5XP4UBHF*NBHF(FOFSBUJPO'SBNFXPSL "0PSE 07JOZBMT BOE,,BWVLDVPHMVt/FVSBM%JTDSFUF3FQSFTFOUBUJPO-FBSOJOHu/FVS*14s
5XP4UBHF*NBHF(FOFSBUJPO'SBNFXPSL "0PSE 07JOZBMT BOE,,BWVLDVPHMVt/FVSBM%JTDSFUF3FQSFTFOUBUJPO-FBSOJOHu/FVS*14s 4UBHF
5XP4UBHF*NBHF(FOFSBUJPO'SBNFXPSL "0PSE 07JOZBMT BOE,,BWVLDVPHMVt/FVSBM%JTDSFUF3FQSFTFOUBUJPO-FBSOJOHu/FVS*14s 4UBHF"3PSOPO"3NPEFMJOH
അ ݽ؛ ѐࢶਸ ਤೠ োҳ ۽ં %-FF $,JN 4,JN
.$IP BOE8)BOt"VUPSFHSFTTJWF*NBHF(FOFSBUJPOVTJOH3FTJEVBM2VBOUJ[BUJPOt$713s 5:V 4,JN $,JN %-FF BOE#)BOt-PDBMMZ)JFSBSDIJDBM"VUPSFHSFTTJWF.PEFMJOHGPS*NBHF(FOFSBUJPOt/FVS*14s %-FF $,JN 4,JN .$IP BOE8)BOt%SBGUBOE3FWJTF&GGFDUJWF*NBHF(FOFSBUJPOXJUI$POUFYUVBM325SBOTGPSNFSt/FVS*14s 327"& $713s )27"& /FVS*14s %SBGUBOE3FWJTF /FVS*14s
4FRVFODF-FOHUIBOE"3.PEFM
4FRVFODF-FOHUIBOE"3.PEFM
3FTJEVBM2VBOUJ[FE7"& 327"& %-FF $,JN 4,JN .$IP BOE8)BOt"VUPSFHSFTTJWF*NBHF(FOFSBUJPOVTJOH3FTJEVBM2VBOUJ[BUJPOt$713s
3FTJEVBM2VBOUJ[FE7"& 327"& %-FF $,JN 4,JN .$IP BOE8)BOt"VUPSFHSFTTJWF*NBHF(FOFSBUJPOVTJOH3FTJEVBM2VBOUJ[BUJPOt$713s
3FTJEVBM2VBOUJ[FE7"& 327"& %-FF $,JN 4,JN .$IP BOE8)BOt"VUPSFHSFTTJWF*NBHF(FOFSBUJPOVTJOH3FTJEVBM2VBOUJ[BUJPOt$713s
3FTJEVBM2VBOUJ[FE7"& 327"& %-FF $,JN 4,JN .$IP BOE8)BOt"VUPSFHSFTTJWF*NBHF(FOFSBUJPOVTJOH3FTJEVBM2VBOUJ[BUJPOt$713s
3FTJEVBM2VBOUJ[FE7"& 327"& %-FF $,JN 4,JN .$IP BOE8)BOt"VUPSFHSFTTJWF*NBHF(FOFSBUJPOVTJOH3FTJEVBM2VBOUJ[BUJPOt$713s
3FTJEVBM2VBOUJ[FE7"& 327"& %-FF $,JN 4,JN .$IP BOE8)BOt"VUPSFHSFTTJWF*NBHF(FOFSBUJPOVTJOH3FTJEVBM2VBOUJ[BUJPOt$713s $PEF3FTPMVUJPO )
Y 8 Y % $PEFCPPL4J[F S'*% 72("/ YY m QBQFS YY 327"& YY YY
3FTJEVBM2VBOUJ[FE5SBOTGPSNFS 325SBOTGPSNFS %-FF $,JN 4,JN .$IP BOE8)BOt"VUPSFHSFTTJWF*NBHF(FOFSBUJPOVTJOH3FTJEVBM2VBOUJ[BUJPOt$713s
325SBOTGPSNFSز ߑध
3FTJEVBM2VBOUJ[FE5SBOTGPSNFS 325SBOTGPSNFS %-FF $,JN 4,JN .$IP BOE8)BOt"VUPSFHSFTTJWF*NBHF(FOFSBUJPOVTJOH3FTJEVBM2VBOUJ[BUJPOt$713s
3FTJEVBM2VBOUJ[FE5SBOTGPSNFS 325SBOTGPSNFS %-FF $,JN 4,JN .$IP BOE8)BOt"VUPSFHSFTTJWF*NBHF(FOFSBUJPOVTJOH3FTJEVBM2VBOUJ[BUJPOt$713s
)JFSBSDIJDBM2VBOUJ[FE7"& )27"& 5:V 4,JN $,JN %-FF BOE#)BOt-PDBMMZ)JFSBSDIJDBM"VUPSFHSFTTJWF.PEFMJOHGPS*NBHF(FOFSBUJPOt/FVS*14s
)JFSBSDIJDBM2VBOUJ[FE7"& )27"& 5:V 4,JN $,JN %-FF BOE#)BOt-PDBMMZ)JFSBSDIJDBM"VUPSFHSFTTJWF.PEFMJOHGPS*NBHF(FOFSBUJPOt/FVS*14s
)JFSBSDIJDBM2VBOUJ[FE7"& )27"& 5:V 4,JN $,JN %-FF BOE#)BOt-PDBMMZ)JFSBSDIJDBM"VUPSFHSFTTJWF.PEFMJOHGPS*NBHF(FOFSBUJPOt/FVS*14s
$POUFYUVBM325SBOTGPSNFS %-FF $,JN 4,JN .$IP BOE8)BOt%SBGUBOE3FWJTF&GGFDUJWF*NBHF(FOFSBUJPOXJUI$POUFYUVBM325SBOTGPSNFSt/FVS*14s
$POUFYUVBM325SBOTGPSNFS %-FF $,JN 4,JN .$IP BOE8)BOt%SBGUBOE3FWJTF&GGFDUJWF*NBHF(FOFSBUJPOXJUI$POUFYUVBM325SBOTGPSNFSt/FVS*14s
$POUFYUVBM325SBOTGPSNFS %-FF $,JN 4,JN .$IP BOE8)BOt%SBGUBOE3FWJTF&GGFDUJWF*NBHF(FOFSBUJPOXJUI$POUFYUVBM325SBOTGPSNFSt/FVS*14s
$POUFYUVBM325SBOTGPSNFS %-FF $,JN 4,JN .$IP BOE8)BOt%SBGUBOE3FWJTF&GGFDUJWF*NBHF(FOFSBUJPOXJUI$POUFYUVBM325SBOTGPSNFSt/FVS*14s
ߊܳ ݃ݶࢲ
ଵҊ ޙ +)P "+BJO BOE1"CCFFMt%FOPJTJOH%JGGVTJPO1SPCBCJMJTUJD.PEFMTu /FVS*14s "3BNFTI 1%IBSJXBM
"/JDIPM $$IV BOE.$IFOu)JFSBSDIJDBM5FYU$POEJUJPOBM*NBHF(FOFSBUJPOXJUI$-*1-BUFOUTuBS9JWW "0PSE 07JOZBMT BOE,,BWVLDVPHMVt/FVSBM%JTDSFUF3FQSFTFOUBUJPO-FBSOJOHu/FVS*14s %-FF $,JN 4,JN .$IP BOE8)BOt"VUPSFHSFTTJWF*NBHF(FOFSBUJPOVTJOH3FTJEVBM2VBOUJ[BUJPOt$713s 5:V 4,JN $,JN %-FF BOE#)BOt-PDBMMZ)JFSBSDIJDBM"VUPSFHSFTTJWF.PEFMJOHGPS*NBHF(FOFSBUJPOt/FVS*14s %-FF $,JN 4,JN .$IP BOE8)BOt%SBGUBOE3FWJTF&GGFDUJWF*NBHF(FOFSBUJPOXJUI$POUFYUVBM325SBOTGPSNFSt/FVS*14s
&0%