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Style Transfer

Benchmarks

Dataset Name	SOTA Method	Metric
MS-COCO and WikiArt	AdaIN'17	Execution Time (s)0.004	48	4mo ago
ArtFID Benchmark (test)	MAST	ArtFID14.78	45	3mo ago
MS-COCO (content) + WikiArt (style) (test)	SaMam	LPIPS0.3884	45	1mo ago
CSG-Bench	BAGEL	FID72.07	20	3mo ago
MS-COCO (content) + WikiArt (style) (test)	MetaNet	Lcont3.48	17	4mo ago
PST50	RLPixTuner	CP Count80.81	15	3mo ago
TST2K	DeepPreset	CP Count88.89	15	3mo ago
MegaStyle-1M (val)	i2L-Hidream-O1	CLIP Similarity (Text)34.71	11	1mo ago
MS-COCO and WikiArt 1,000 images each	HAM	ArtFID15.151	11	4mo ago
StylePTB ATP (Active to passive)	PModel	BLEU-475.44	11	4mo ago
MS-COCO & WikiArt 512 x 512 images	AdaIN'17	Average Inference Time (s)0.005	11	4mo ago
Style Transfer (test)	StyTr2	Lc1.91	11	4mo ago
benchmark (test)	Style-CCL	Style Similarity CSD Score0.561	9	1mo ago
User Study 10 content images, 8 style images (test)	CoCoDiff	Style Score54.6	9	4mo ago
CIFAR-100 and InstaStyle (test)		Content Score29.7	9	4mo ago
User Study	Style-CCL	Style Score69.75	8	1mo ago
Style Transfer Evaluation Set (test)	Attn-Distill	Style Score85.59	8	3mo ago
Pinterest Styles 1.0 (test)	AiS	CSD0.72	8	3mo ago
User Study	DeStylePipe	Rank 1 Score28.19	8	4mo ago
BCS-Bench	USO	DINO0.6871	8	4mo ago
Style-Content Pairs 50 style x 40 content references (test)	TeleStyle	CSD Score0.577	8	4mo ago
Lu Xun's essay collections	CharacterBot	BLEU0.293	8	4mo ago
Style reference + prompt scenario	CDST	Prompt Alignment (CLIP Score)0.291	7	18d ago
Hybrid (test)	Model v2	Semantic Score0.88	7	4mo ago
User Study 60 questions derived from 20 diverse pairs 1.0	InstantStyle + CleanStyle	Text Align0.572	7	4mo ago

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