Style Transfer on StyleBench

Metric: CLIP Score (higher is better)

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#	Model↕	CLIP Score▼	Extra Data	Paper	Date↕	Code
1	StyleShot	0.66	No	StyleShot: A Snapshot on Any Style	2024-07-01	Code
2	StyleID	0.604	No	Style Injection in Diffusion: A Training-free Ap...	2023-12-11	Code
3	StrTR-2	0.586	No	-	-	Code
4	CAST	0.575	No	Domain Enhanced Arbitrary Image Style Transfer v...	2022-05-19	Code
5	AdaAttN	0.569	No	AdaAttN: Revisit Attention Mechanism in Arbitrar...	2021-08-08	Code
6	InST	0.569	No	Inversion-Based Style Transfer with Diffusion Mo...	2022-11-23	Code
7	EFDM	0.561	No	Exact Feature Distribution Matching for Arbitrar...	2022-03-15	Code

#1StyleShotSOTA
0.66
CLIP Score· 2024-07-01
StyleShot: A Snapshot on Any Style Code
#2StyleIDSOTA
0.604
CLIP Score· 2023-12-11
Style Injection in Diffusion: A Training-free Approach for Adapting Large-scale Diffusion Models for Style Transfer Code
#3StrTR-2
0.586
CLIP Score
No paperCode
#4CASTSOTA
0.575
CLIP Score· 2022-05-19
Domain Enhanced Arbitrary Image Style Transfer via Contrastive Learning Code
#5AdaAttNSOTA
0.569
CLIP Score· 2021-08-08
AdaAttN: Revisit Attention Mechanism in Arbitrary Neural Style Transfer Code
#6InST
0.569
CLIP Score· 2022-11-23
Inversion-Based Style Transfer with Diffusion Models Code
#7EFDM
0.561
CLIP Score· 2022-03-15
Exact Feature Distribution Matching for Arbitrary Style Transfer and Domain Generalization Code