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Image-to-Image Translation research benchmarks · SOTA2 Research

Image-to-Image Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Retinal Fundus-to-Angiogram (test)

17.3FID

42

Feb 26, 2026

12.52FID

32

May 19, 2026

edges -> handbags (test)

0.78FID

32

Jun 4, 2026

IMPLICITSTAINER

21.28PSNR

28

Apr 14, 2026

Edges2Shoes (test)

38.5FID

24

Feb 26, 2026

38.6FID

23

Feb 26, 2026

Edges -> Handbags 64 x 64 (test)

0.53FID

21

May 8, 2026

62.35mIoU

20

Feb 26, 2026

21.43PSNR (dB)

19

Jun 24, 2026

25.59PSNR

18

Mar 16, 2026

31.83PSNR

18

Mar 16, 2026

2.06FID

14

Jun 4, 2026

X-DigiSkull (test)

147.39CFID

14

Mar 27, 2026

Dual-approx Bridge

48.7FID

14

Feb 26, 2026

12.66PSNR (dB)

14

Feb 26, 2026

EMNIST to MNIST (test)

4.23FID

13

Jul 7, 2026

10.924FID

13

Jun 9, 2026

Edges to Rotated Shoes (test)

0.29LPIPS

12

May 19, 2026

No Translation T1 vs T1

0Bhattacharyya Distance

12

Feb 26, 2026

FFHQ Young -> Adult

93.28Accuracy

12

Feb 26, 2026

summer-winter Global 512x512

78.43FID

12

Feb 26, 2026

DIODE Outdoor 256 x 256 (test)

2.57FID

11

Feb 26, 2026

horse-zebra Local 512x512

41.17FID

11

Feb 26, 2026

0.114KID

11

Feb 26, 2026

DIODE Outdoor 256 × 256

2.06FID

10

Jun 4, 2026

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