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Style Transfer research benchmarks – Page 2 · SOTA2 Research

Style Transfer

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Single image on A100 GPU (test)

3Inference Time (s)

7

Feb 26, 2026

84.3Accuracy

7

Feb 26, 2026

60.45Accuracy

7

Feb 26, 2026

82Accuracy

7

Feb 26, 2026

38.27Accuracy

7

Feb 26, 2026

Reflection-free style

66.7LoRA Params (M)

6

Mar 24, 2026

Pick-a-Pic (test)

Gradient Ascent

4.874||ΔG||F

6

Mar 5, 2026

StableDiffusion 3 (evaluation)

12.19||ΔG||F

6

Mar 5, 2026

Fitzpatrick17k (train)

36.9FID

6

Feb 26, 2026

Epithelium-Stroma (train)

1.5FID

6

Feb 26, 2026

Camelyon WILDS 17 (train)

6.2FID

6

Feb 26, 2026

Style Transfer Evaluation Set

32.557CLIP-T

5

Jul 7, 2026

Style Transfer Gram matrix loss

64.9CLIP-I Score

5

May 1, 2026

0VGG Loss: Style

5

Feb 26, 2026

Style Transfer User Study (15 images)

63.9Content Score

5

Feb 26, 2026

CARMA Arabic corpus

0.068R-1

5

Feb 26, 2026

CLIP-based evaluation set

78.92Accuracy

5

Feb 26, 2026

ImgEdit 6 styles

Bootstrap Your Generator (Ours)

5.22Semantic Consistency

4

Jun 4, 2026

Qwen-generated long-tail stylized images (GTA V, Minecraft, American comic, low-poly 3D, voxel, Lego)

Bootstrap Your Generator (Ours)

7.67Semantic Score

4

Jun 4, 2026

42.8ArtFID

4

Mar 17, 2026

Instructional Video Editing Benchmark Style Task

9.11SA

4

Feb 26, 2026

Style Transfer Evaluation Set 1.0 (test)

0.577CSD Style Similarity Score

4

Feb 26, 2026

Content and style image pairs

12.4Inference Time (sec)

4

Feb 26, 2026

24.7BLEU

4

Feb 26, 2026

50.8BLEU

4

Feb 26, 2026

Page 2 of 3

Popular datasets

User Study Style Transfer MS-COCO and WikiArt MS-COCO + WikiArt Yelp

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