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Image-to-Image Translation research benchmarks – Page 2 · SOTA2 Research

Image-to-Image Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Edges→Handbags 64 × 64

0.78FID

10

Jun 4, 2026

GTA to Cityscapes (test)

0.87SSIM

10

Feb 26, 2026

59.31FID

10

Feb 26, 2026

0.73KID

10

Feb 26, 2026

0.102KID

10

Feb 26, 2026

MRI to CT Out-of-domain

30.15FID

9

Feb 26, 2026

MRI to CT In-domain

81.8MS-SSIM

9

Feb 26, 2026

CelebA Male to Female (test)

9.66FID

9

Feb 26, 2026

Handbags to Shoes (test)

12.34FID

9

Feb 26, 2026

AFHQ Wild to Cat 64x64 (test)

25.4FID

9

Feb 26, 2026

8.06PSNR

9

Feb 26, 2026

17.74PSNR

9

Feb 26, 2026

14.36PSNR

9

Feb 26, 2026

14.35PSNR

9

Feb 26, 2026

GTA to KITTI (test)

0.82SSIM

9

Feb 26, 2026

DeepFashion (val)

13.08FID

9

Feb 26, 2026

33.65FID

9

Feb 26, 2026

ADE20K (train val)

24.84FID

9

Feb 26, 2026

MNIST to Rotated MNIST (test)

0.2Translation Error

8

May 19, 2026

21.35FID

8

Feb 26, 2026

97F8 (Recall)

8

Feb 26, 2026

edges -> shoes (test)

56.7Quality

8

Feb 26, 2026

Natural I2I Horse→Zebra Apple→Orange (test)

0.327CLIP-T

7

Feb 26, 2026

BDD100K 3 domains translation

42.53FID

7

Feb 26, 2026

BDD100K 2 domains translation

40.53FID

7

Feb 26, 2026

Page 2 of 7

Popular datasets

AFHQ FFHQ Animal Image Translation Fundus-to-Angiography horse2zebra

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