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Papers Benchmarks Datasets Tasks

Image-to-Image Translation research benchmarks – Page 3 · SOTA2 Research

Image-to-Image Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

BDD100K 1 domain translation

40.15FID

7

Feb 26, 2026

30.41PSNR

7

Feb 26, 2026

Horse ↔ Zebra 512x512 (test)

41.17FID

7

Feb 26, 2026

Summer ↔ Winter 512x512 (test)

75.63FID

7

Feb 26, 2026

AFHQ 3 classes (test)

34.236TC

7

Feb 26, 2026

CelebA-HQ gender as class (test)

3D-aware I2I translation

3.743TC

7

Feb 26, 2026

Fundus-to-Angiography Pinch (test)

Attention2AngioGAN

19.5FID

7

Feb 26, 2026

Fundus-to-Angiography Whirl (test)

Attention2AngioGAN

27.8FID

7

Feb 26, 2026

Fundus-to-Angiography Sharp (test)

Attention2AngioGAN

24.9FID

7

Feb 26, 2026

Fundus-to-Angiography Blur (test)

Attention2AngioGAN

23.5FID

7

Feb 26, 2026

Fundus-to-Angiography Noise (test)

Attention2AngioGAN

20.8FID

7

Feb 26, 2026

Fundus-to-Angiography Original (test)

Attention2AngioGAN

20.7FID

7

Feb 26, 2026

12.8SWD

7

Feb 26, 2026

73.56Preference Score

7

Feb 26, 2026

73.15Preference Score

7

Feb 26, 2026

11,780,000Parameters (M)

6

Jun 24, 2026

FFHQ Woman to Man (test)

94.96Accuracy

6

Feb 26, 2026

FFHQ Man to Woman (test)

98.16Accuracy

6

Feb 26, 2026

FFHQ Adult to Young (test)

97.39Accuracy

6

Feb 26, 2026

FFHQ Woman -> Man

89.66Accuracy

6

Feb 26, 2026

FFHQ Man -> Woman

90.3Accuracy

6

Feb 26, 2026

FFHQ Adult -> Young

89.48Accuracy

6

Feb 26, 2026

22.5RMSE

6

Feb 26, 2026

BraTS MRI Flair -> T1

36.3RMSE

6

Feb 26, 2026

10.619MAE

6

Feb 26, 2026

Page 3 of 7

Popular datasets

AFHQ FFHQ Animal Image Translation Fundus-to-Angiography horse2zebra

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