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Papers Benchmarks Datasets Tasks

Image Restoration research benchmarks – Page 8 · SOTA2 Research

Image Restoration

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

4.59NIQE

6

Mar 16, 2026

31.62PSNR

6

Mar 16, 2026

28.16PSNR

6

Mar 16, 2026

23.86PSNR

6

Feb 26, 2026

28.88PSNR

6

Feb 26, 2026

35.8PSNR

6

Feb 26, 2026

34.03PSNR

6

Feb 26, 2026

32.52PSNR

6

Feb 26, 2026

27.06PSNR

6

Feb 26, 2026

Real-world Low-light

34.44PIQE

6

Feb 26, 2026

Real-world Haze

46.88PIQE

6

Feb 26, 2026

Real-world Snow

31.34PIQE

6

Feb 26, 2026

light-degradation (val)

0.062DISTS

6

Feb 26, 2026

CleanBench Subset (test)

4.683NIQE

6

Feb 26, 2026

30.34PSNR

6

Feb 26, 2026

60 real-world LQ images

82.32CLIP-IQA

6

Feb 26, 2026

OneRestore+CURE

4.53NIQE Score

5

Jul 7, 2026

3.27NIQE

5

Jul 7, 2026

UG2+ Challenge (test)

29.191PSNR (dB)

5

May 14, 2026

32.6MACs/G

5

Apr 9, 2026

28.7MACs/G

5

Apr 9, 2026

32.6MACs/G

5

Apr 9, 2026

Haze Degradation Benchmarks (aggregated)

18.73PSNR

5

Feb 26, 2026

Degradation Benchmarks Low Resolution

31.62PSNR

5

Feb 26, 2026

Night Degradation (test)

19.58PSNR

5

Feb 26, 2026

Page 8 of 10

Popular datasets

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