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Papers Benchmarks Datasets Tasks

Image-to-Image Translation research benchmarks – Page 5 · SOTA2 Research

Image-to-Image Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Foggy Cityscapes → Cityscapes

Ours - supervised

0.18FID

5

Feb 26, 2026

BraTS FLAIR to T1 2023 (test)

0.081NRMSE

5

Feb 26, 2026

in-house CT-MRI T1 (test)

0.052NRMSE

5

Feb 26, 2026

LAION Cat → Cat w/ glasses 5B (test)

Stable Diffusion + ours

81.1CLIP Accuracy

5

Feb 26, 2026

LAION Horse → Zebra 5B (test)

DDIM + word swap

94CLIP Accuracy

5

Feb 26, 2026

LAION Cat → Dog 5B (test)

Stable Diffusion + ours

93.7CLIP Accuracy

5

Feb 26, 2026

48.08mFID

5

Feb 26, 2026

33.67mFID

5

Feb 26, 2026

21.2FID-I

5

Feb 26, 2026

15.8FID-I

5

Feb 26, 2026

14.4FID

5

Feb 26, 2026

26.4FID

5

Feb 26, 2026

48.96Preference Score

5

Feb 26, 2026

32.11Preference Score

5

Feb 26, 2026

58.22Preference Score

5

Feb 26, 2026

75.96FID

5

Mar 10, 2026

BBBC021 Latrunculin B treatment v1

22.19FID (C1)

5

Feb 26, 2026

Edges2Handbags 256x256

19.26PSNR

4

May 29, 2026

7.1FID

4

May 19, 2026

1Rel. FID

4

Apr 7, 2026

General Histopathology Image-to-image

1Relative FID

4

Apr 7, 2026

59.6FID-I

4

Feb 26, 2026

20.3FID-I

4

Feb 26, 2026

21.4FID-I

4

Feb 26, 2026

Horse -> Zebra (test)

45Q Score

4

Feb 26, 2026

Page 5 of 7

Popular datasets

AFHQ FFHQ Animal Image Translation Fundus-to-Angiography horse2zebra

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