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Papers Benchmarks Datasets Tasks

Image Denoising research benchmarks – Page 19 · SOTA2 Research

Image Denoising

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Image Speckle Noise, σ²=0.01 5 (test)

30.9PSNR

3

Jun 4, 2026

Image Speckle Noise, σ²=0.01 4 (test)

30.2PSNR (dB)

3

Jun 4, 2026

Test Image Speckle Noise, σ²=0.01 2

33.2PSNR

3

Jun 4, 2026

92.74SSIM (σ=15)

3

Jun 2, 2026

83.38Phi^1_y(M)

3

May 29, 2026

13.326PSNR

3

May 26, 2026

0.02Gap to Oracle

3

May 21, 2026

32.22PSNR

3

Mar 17, 2026

Synthetic standard (test)

34.14PSNR

3

Mar 17, 2026

Cameraman standard (test)

31.25PSNR

3

Mar 17, 2026

Nam (evaluation)

40.4PSNR

3

Mar 6, 2026

Phantom Dataset (test)

25.1PSNR

3

Feb 26, 2026

Urban100 sigma=25

32.64PSNR

3

Feb 26, 2026

BSDS300 Impulse Noise (test)

37.48PSNR

3

Feb 26, 2026

BSDS300 Binomial Noise (test)

32.32PSNR

3

Feb 26, 2026

Kodak Impulse Noise (test)

36.04PSNR

3

Feb 26, 2026

Kodak Binomial Noise (test)

31.84PSNR

3

Feb 26, 2026

Clip300 sigma=60

25.51Average PSNR (dB)

3

Feb 26, 2026

Clip300 sigma=50

26.25Average PSNR (dB)

3

Feb 26, 2026

Clip300 sigma=35

27.75Average PSNR (dB)

3

Feb 26, 2026

Clip300 sigma=25

29.25Average PSNR (dB)

3

Feb 26, 2026

Clip300 sigma=15

31.68Average PSNR (dB)

3

Feb 26, 2026

CelebA first 2000 images (test)

Structured Uncertainty Prediction Networks

0.003MSE

2

May 15, 2026

1.24PSNR (dB)

2

Feb 26, 2026

Hypernetwork-based Adaptive Image Restoration

30.61Mean PSNR

2

Feb 26, 2026

Page 19 of 20

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