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SOTA Style Transfer benchmarks and papers with code | Wizwand
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Style Transfer
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
MS-COCO and WikiArt
AdaIN'17
Execution Time (s)
0.004
48
1mo ago
ArtFID Benchmark (test)
MAST
ArtFID
14.78
45
3d ago
MS-COCO (content) + WikiArt (style) (test)
SaMam
LPIPS
0.3884
31
1mo ago
MS-COCO (content) + WikiArt (style) (test)
MetaNet
Lcont
3.48
17
1mo ago
MS-COCO and WikiArt 1,000 images each
HAM
ArtFID
15.151
11
23d ago
StylePTB ATP (Active to passive)
PModel
BLEU-4
75.44
11
1mo ago
MS-COCO & WikiArt 512 x 512 images
AdaIN'17
Average Inference Time (s)
0.005
11
1mo ago
Style Transfer (test)
StyTr2
Lc
1.91
11
1mo ago
User Study 10 content images, 8 style images (test)
CoCoDiff
Style Score
54.6
9
1mo ago
CIFAR-100 and InstaStyle (test)
WSDT
Content Score
29.7
9
1mo ago
Style Transfer Evaluation Set (test)
Attn-Distill
Style Score
85.59
8
8d ago
Pinterest Styles 1.0 (test)
AiS
CSD
0.72
8
17d ago
User Study
DeStylePipe
Rank 1 Score
28.19
8
24d ago
BCS-Bench
USO
DINO
0.6871
8
24d ago
Style-Content Pairs 50 style x 40 content references (test)
TeleStyle
CSD Score
0.577
8
1mo ago
Lu Xun's essay collections
CharacterBot
BLEU
0.293
8
1mo ago
Hybrid (test)
Model v2
Semantic Score
0.88
7
1mo ago
User Study 60 questions derived from 20 diverse pairs 1.0
InstantStyle + CleanStyle
Text Align
0.572
7
1mo ago
Single image on A100 GPU (test)
DEADiff
Inference Time (s)
3
7
1mo ago
Yahoo
B-GST
Accuracy
84.3
7
1mo ago
Amazon
B-GST
Accuracy
60.45
7
1mo ago
Yelp
B-GST
Accuracy
82
7
1mo ago
IMDB
β-VAE
Accuracy
38.27
7
1mo ago
Reflection-free style
StyleQoRA
LoRA Params (M)
66.7
6
25d ago
Pick-a-Pic (test)
Gradient Ascent
||ΔG||F
4.8742
6
1mo ago
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