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Papers Benchmarks Datasets Tasks

Image Deblurring research benchmarks – Page 2 · SOTA2 Research

Image Deblurring

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

NTIRE Image Deblurring Challenge Track 2 (JPEG Artifacts) 2021 (test)

29.7PSNR

17

Feb 26, 2026

30.88PSNR

17

Mar 30, 2026

3.383NIQE

17

Feb 26, 2026

RealBlur-R (test)

5.17NIQE

17

Jun 2, 2026

35.51FID

16

Mar 27, 2026

GoPro PGD attack, 20 iterations

Restormer + FP + FreqAvgUp (BoA)

18.86PSNR

15

Jun 17, 2026

GoPro PGD attack, 5 iterations

Restormer + FP + FreqAvgUp (BoA)

22.84PSNR

15

Jun 17, 2026

GoPro CosPGD attack 20 iterations

Restormer + FP + FreqAvgUp (BoA)

21PSNR

15

Jun 17, 2026

GoPro CosPGD attack, 5 iterations

Restormer + FP + FreqAvgUp (BoA)

23.9PSNR

15

Jun 17, 2026

35.21PSNR

15

Mar 12, 2026

28.328PSNR

15

Mar 12, 2026

34.21PSNR

15

Feb 26, 2026

GoPro 12 (test)

31.36PSNR

15

Feb 26, 2026

Simulation Dataset Condition C4 1.0

27.88PSNR

14

May 26, 2026

Simulation Dataset Condition 1.0 (C3)

27.86PSNR

14

May 26, 2026

Simulation Dataset Condition C2 1.0

27.69PSNR

14

May 26, 2026

Simulation Dataset 1.0 (C1)

27.78PSNR

14

May 26, 2026

18.6SNR (dB)

14

Mar 31, 2026

Provably Contractive Denoiser

26.14PSNR

14

Mar 30, 2026

Motion Blur Standard (within-distribution)

0.136LPIPS

14

Feb 26, 2026

GoPro 22 (test)

31.15PSNR

14

Feb 26, 2026

RealBlur-R v1 (test)

40.69PSNR

13

Feb 26, 2026

Trained on BSD_All

33.35PSNR

13

Feb 26, 2026

GoPro 1103 images (test)

Spatially-Attentive Patch-Hierarchical Network

32.02PSNR

13

Feb 26, 2026

Radiographs SOD 65.3mm/60mm

0.011RMSE

12

Jun 5, 2026

Page 2 of 6

Popular datasets

GoPro RealBlur HIDE dataset REDS

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