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Papers Benchmarks Datasets Tasks

Image Restoration research benchmarks – Page 5 · SOTA2 Research

Image Restoration

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Snow100K-L second experimental setting (test)

32.14PSNR

9

May 14, 2026

RainDrop second experimental setting (test)

32.67PSNR

9

May 14, 2026

Rain-Haze Rain subset second experimental setting (test)

31.32PSNR

9

May 14, 2026

DIV2K Gaussian blur sigma_b=2, 4x downsampling, white noise sigma_n=20, JPEG compression Q=50 (test)

0.805CLIP-IQA

9

Apr 28, 2026

DIV2K 4x downsampling, white noise sigma_n=40 (test)

0.74CLIP-IQA

9

Apr 28, 2026

DIV2K Gaussian blur sigma_b=2, 4x downsampling (test)

0.788CLIP-IQA

9

Apr 28, 2026

DIV2K 4x downsampling (test)

0.788CLIP-IQA

9

Apr 28, 2026

73.305MUSIQ Score

9

Mar 18, 2026

22.36PSNR

9

Mar 17, 2026

22.18PSNR

9

Mar 17, 2026

MDB (Mixed Degradations Benchmark) (test)

22.08PSNR

9

Mar 17, 2026

Mixed-degradation dataset Setting IV 1.0 (test)

16.879PSNR

9

Feb 26, 2026

Mixed-degradation dataset Setting III 1.0 (test)

18.6PSNR

9

Feb 26, 2026

Mixed-degradation dataset Setting II 1.0 (test)

20.418PSNR

9

Feb 26, 2026

Mixed-degradation dataset Setting I 1.0 (test)

20.923PSNR

9

Feb 26, 2026

All-Weather Aggregate

33.9PSNR

9

Feb 26, 2026

23.71PSNR

9

Feb 26, 2026

25.58PSNR

9

Feb 26, 2026

27.29PSNR

9

Feb 26, 2026

7.86NIQE

9

Feb 26, 2026

7.25NIQE

9

Feb 26, 2026

9.06NIQE

9

Feb 26, 2026

PolyU-Real (test)

6.12NIQE

9

Feb 26, 2026

P2 Saddle surface

Total alpha-order model

32.02SNR

8

Jun 5, 2026

P1 Parabolic surface

Total alpha-order model

37.55SNR

8

Jun 5, 2026

Page 5 of 10

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CDD DIV2K dataset MiO100 Snow100K

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