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Papers Benchmarks Datasets Tasks

Denoising research benchmarks – Page 5 · SOTA2 Research

Denoising

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PM-25 sigma=1.0

I-RP-GFRFT R_pitch

1.606MSE

7

Jun 5, 2026

20.29Time (s)

7

May 14, 2026

34.27PSNR (sigma=15)

7

Apr 6, 2026

31.65PSNR

7

Apr 6, 2026

Image Restoration Benchmark

32.213PSNR

7

Feb 26, 2026

Set12 grayscale sigma=20/255 (test)

30.6PSNR

7

Feb 26, 2026

Set12 grayscale sigma=10 255 (test)

33.7PSNR

7

Feb 26, 2026

McMaster18 color sigma=20/255 (test)

31.3PSNR

7

Feb 26, 2026

McMaster18 color sigma=10/255 (test)

35PSNR

7

Feb 26, 2026

36.1PSNR

7

Feb 26, 2026

MRI (sigma=0.20)

37.2PSNR

7

Feb 26, 2026

38.55PSNR

7

Feb 26, 2026

39.2PSNR

7

Feb 26, 2026

40.53PSNR

7

Feb 26, 2026

BSD68 sigma = 60

25.89PSNR

7

Feb 26, 2026

BSD68 unseen noise level σ = 75

21.64PSNR

7

Feb 26, 2026

BSD68 unseen noise level σ = 60

25.89PSNR

7

Feb 26, 2026

ImageNet 256x256 (test)

31.57PSNR

7

Feb 26, 2026

FFHQ 256x256 (test)

31.72PSNR

7

Feb 26, 2026

PM-25 sigma=1.5

II-RP-GFRFT R_yaw

2.92MSE

6

Jun 5, 2026

COVID-19 2-NN, t=100

I-RP-GFRFT-R_yaw

0.186MSE (sigma=0.5)

6

Jun 5, 2026

Proposed w/ EVD

94.3TPR

6

May 15, 2026

25.5PSNR

6

May 12, 2026

BSD68 & Urban100

31.63PSNR

6

Mar 16, 2026

CelebA-HQ 1k (sigma=0.2) 256x256 (val)

MAP-based Problem-Agnostic Diffusion Model

34.61PSNR

6

Mar 10, 2026

Page 5 of 7

Popular datasets

COVID-19 SIDD FFHQ BSD68 BSD

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