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
430
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
120
카카오i를 통한 AIOT 서비스의 사례와 미래
kakao
0
99
데이터 분석과 머신러닝을 통한 유저 방문 맛집 발굴하기
kakao
0
130
최애 작품 이용권 선물해주는 ‘Helix 푸시’ 개발기
kakao
0
56
지연 시간 순삭! LLM 추론 구조와 효율적 애플리케이션 설계
kakao
0
130
문서 검토는 이제 Document AI로 한방에!
kakao
0
170
이미지까지 이해하는 Multimodal LLM의 학습 방법 밝혀내기
kakao
0
380
나만의 프로필 이미지를 만드는 Personlized T2I 모델 개발기
kakao
0
69
생성형AI를 활용한 개체명인식(NER)
kakao
0
150
Other Decks in Programming
See All in Programming
新メンバーも今日から大活躍!SREが支えるスケールし続ける組織のオンボーディング
honmarkhunt
1
430
スタートアップの急成長を支えるプラットフォームエンジニアリングと組織戦略
sutochin26
0
320
イベントストーミング図からコードへの変換手順 / Procedure for Converting Event Storming Diagrams to Code
nrslib
1
570
システム成長を止めない!本番無停止テーブル移行の全貌
sakawe_ee
1
160
AI時代のソフトウェア開発を考える(2025/07版) / Agentic Software Engineering Findy 2025-07 Edition
twada
PRO
8
780
関数型まつりレポート for JuliaTokai #22
antimon2
0
160
Azure AI Foundryではじめてのマルチエージェントワークフロー
seosoft
0
150
アンドパッドの Go 勉強会「 gopher 会」とその内容の紹介
andpad
0
290
git worktree × Claude Code × MCP ~生成AI時代の並列開発フロー~
hisuzuya
1
520
dbt民主化とLLMによる開発ブースト ~ AI Readyな分析サイクルを目指して ~
yoshyum
2
250
技術同人誌をMCP Serverにしてみた
74th
1
530
Node-RED を(HTTP で)つなげる MCP サーバーを作ってみた
highu
0
120
Featured
See All Featured
Why Our Code Smells
bkeepers
PRO
337
57k
Connecting the Dots Between Site Speed, User Experience & Your Business [WebExpo 2025]
tammyeverts
5
230
Put a Button on it: Removing Barriers to Going Fast.
kastner
60
3.9k
[RailsConf 2023 Opening Keynote] The Magic of Rails
eileencodes
29
9.5k
Done Done
chrislema
184
16k
The Invisible Side of Design
smashingmag
300
51k
Fight the Zombie Pattern Library - RWD Summit 2016
marcelosomers
233
17k
Refactoring Trust on Your Teams (GOTO; Chicago 2020)
rmw
34
3.1k
The Psychology of Web Performance [Beyond Tellerrand 2023]
tammyeverts
48
2.9k
Making the Leap to Tech Lead
cromwellryan
134
9.4k
Exploring the Power of Turbo Streams & Action Cable | RailsConf2023
kevinliebholz
34
5.9k
Bash Introduction
62gerente
614
210k
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%