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Papers Benchmarks Datasets Tasks

Image Denoising research benchmarks – Page 18 · SOTA2 Research

Image Denoising

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Simulated Noise Dataset Poisson, lambda=20 v1.0 (test)

33.62PSNR

5

Feb 26, 2026

Simulated Noise Dataset Gaussian, sigma=15 v1.0 (test)

35.42PSNR

5

Feb 26, 2026

29.42PSNR

5

Feb 26, 2026

BSD68 (sigma=15)

29.64PSNR

5

Feb 26, 2026

24.6PSNR

5

Feb 26, 2026

26.32PSNR

5

Feb 26, 2026

480 x 320 color images (test)

21.3Latency (ms)

5

Feb 26, 2026

38.71PSNR

5

Feb 26, 2026

39.09PSNR

5

Feb 26, 2026

35.38PSNR (σ=15)

4

Jun 23, 2026

27.67PSNR (σ=60)

4

Jun 23, 2026

27.17PSNR (σ=60)

4

Jun 23, 2026

93.91SSIM (Natural)

4

Jun 2, 2026

Mixed-noise target rgb impulse + Gaussian (Huber-TGV)

25.09PSNR

4

May 21, 2026

Mixed-noise target bw impulse + Gaussian (Huber-TV)

24.52PSNR

4

May 21, 2026

39.94PSNR

4

Apr 3, 2026

LDCT abdomen slices

45.98PSNR

4

Feb 26, 2026

FMD Confocal MICE (test)

36.73PSNR (dB)

4

Feb 26, 2026

ImageNet 256x256 (σ=0.3) (val)

29.13PSNR

3

Jun 30, 2026

ImageNet 256x256 (σ=0.2) (val)

30.66PSNR

3

Jun 30, 2026

ImageNet 256x256 (σ=0.1) (val)

33.13PSNR

3

Jun 30, 2026

ALOI fish (test)

55.58MSE

3

Jun 4, 2026

ALOI board (test)

68.87MSE

3

Jun 4, 2026

ALOI person (test)

79.35MSE

3

Jun 4, 2026

ALOI duck (test)

69.7MSE

3

Jun 4, 2026

Page 18 of 20

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