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Papers Benchmarks Datasets Tasks

Image Denoising research benchmarks – Page 17 · SOTA2 Research

Image Denoising

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SIDD S6 camera, ISO 3200

43.61PSNR

6

Feb 26, 2026

SIDD S6 camera, ISO 1600

Contrastive Noise Estimation

49.11PSNR

6

Feb 26, 2026

SIDD S6 camera, ISO 800

Contrastive Noise Estimation

48.82PSNR

6

Feb 26, 2026

SIDD (S6 camera, ISO 100)

Contrastive Noise Estimation

54.12PSNR

6

Feb 26, 2026

SIDD sRGB (val)

39.46PSNR

6

Feb 26, 2026

Set12 noise level 50 (test)

27.66PSNR

6

Feb 26, 2026

Set9 Poisson noise (test)

37.26PSNR (dB)

5

Jul 7, 2026

31.19PSNR

5

Jul 7, 2026

30.55PSNR

5

Jul 7, 2026

ICF Multiplicative Uniform noise

Log-Domain NN2I, per-image JSON

21.41PSNR (dB)

5

Jun 29, 2026

Restoration Dataset

27.53PSNR

5

Mar 24, 2026

LAFOV Quadra 15% count-level (test)

0.73SSIM

5

Mar 10, 2026

0.007MSE

5

Feb 26, 2026

CelebA-HQ (test)

0.008MSE

5

Feb 26, 2026

0.011MSE

5

Feb 26, 2026

0.02MSE

5

Feb 26, 2026

Denoising dataset

28PSNR

5

Feb 26, 2026

34.32PSNR (sigma_n=15)

5

Feb 26, 2026

CSet Gaussian sigma=50

29.99PSNR

5

Feb 26, 2026

CSet Gaussian sigma=10

36.22PSNR

5

Feb 26, 2026

ELD NikonD850 x10 ratio

47.34PSNR

5

Feb 26, 2026

ELD NikonD850, x1 ratio

49.15PSNR

5

Feb 26, 2026

ELD SonyA7S2, x10 ratio

52.14PSNR

5

Feb 26, 2026

ELD SonyA7S2 x1 ratio

53.92PSNR

5

Feb 26, 2026

Simulated Noise Dataset Mix Poisson, lambda=15 & Gaussian, sigma=5 v1.0 (test)

32.56PSNR

5

Feb 26, 2026

Page 17 of 20

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