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Papers Benchmarks Datasets Tasks

All-in-one Image Restoration research benchmarks · SOTA2 Research

All-in-one Image Restoration

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SOTS + Rain100L + BSD68 Combined (test)

33.08PSNR

87

May 19, 2026

CBSD68, SOTS, and Rain100L

33.14PSNR

36

May 12, 2026

AIO-3 Protocol SOTS, Rain100L, BSD68

33.07Average PSNR

18

May 8, 2026

AiOIR seven-pattern setting

0.91Params (M)

13

Mar 5, 2026

Combined (Deraining, Desnowing, Dehazing)

34.02PSNR

13

Feb 26, 2026

Average Rain, Low-light, Snow, Haze, Blur

32.61PSNR

13

Feb 26, 2026

Five-pattern setting

1.11Parameters (M)

9

Mar 5, 2026

SOTS Rain100L BSD68 Five-pattern setting

33.15Average PSNR

9

Mar 5, 2026

31.13Average PSNR

4

May 8, 2026

33.07PSNR

4

May 8, 2026

Task-aligned image restoration setup (test)

34.02PSNR

4

Feb 26, 2026

Balanced (test)

32.13PSNR

3

Mar 5, 2026

Three-degradation setting (Average)

32.69PSNR

3

Feb 26, 2026

Popular datasets

Average Combined SOTS + Rain100L + BSD68 Three-degradation Balanced

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