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Papers Benchmarks Datasets Tasks

Image Restoration research benchmarks – Page 2 · SOTA2 Research

Image Restoration

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

28.43PSNR

18

Jun 26, 2026

32.7PSNR

17

Feb 26, 2026

22.87PSNR

17

Feb 26, 2026

CDD-11 1.0 (test)

28.72PSNR

17

Feb 26, 2026

caps color images

89.26MSSIM

16

Apr 28, 2026

31.85PSNR

16

Apr 15, 2026

DIV2K III (val)

24.1PSNR (dB)

14

Mar 24, 2026

26.42PSNR

14

Mar 24, 2026

27.63PSNR

14

Mar 24, 2026

sRGB (Gaussian noise σ ∈ [5/255, 50/255]) synthetic (test)

36.15PSNR

14

Feb 26, 2026

Real-World Images raw-RGB (test)

5.28NIQE

14

Feb 26, 2026

Sensor Noise Synthetic raw-RGB (test)

36.1PSNR

14

Feb 26, 2026

0.634CLIP-IQA+

13

Jun 17, 2026

14.794SNR (dB)

13

Mar 31, 2026

14.753SNR (dB)

13

Mar 31, 2026

14.117SNR (dB)

13

Mar 31, 2026

Seven-pattern AiOIR dataset mixture

30.56PSNR

13

Mar 5, 2026

WeatherBench Haze 56

13.96PSNR

12

Jun 16, 2026

WeatherBench Snow 56

PromptIR + DDTNet

23.83PSNR

12

Jun 16, 2026

WeatherBench Rain 56

PromptIR + DDTNet

28.29PSNR

12

Jun 16, 2026

WeatherStream Average 55

22.36PSNR

12

Jun 16, 2026

WeatherStream Haze 55

21.16PSNR

12

Jun 16, 2026

WeatherStream Snow 55

22.49PSNR

12

Jun 16, 2026

WeatherStream Rain 55

24.17PSNR

12

Jun 16, 2026

25.39SNR

12

Jun 5, 2026

Page 2 of 10

Popular datasets

CDD DIV2K dataset MiO100 Snow100K

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