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Papers Benchmarks Datasets Tasks

Image Enhancement research benchmarks · SOTA2 Research

Image Enhancement

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Image Enhancement Speed (test)

Image-Adaptive 3D LUT

0.64Running Time (ms)

56

Feb 26, 2026

SICE Underexposure v2

22.59PSNR

34

Feb 26, 2026

MIT-Adobe FiveK (test)

26.15PSNR

34

Feb 26, 2026

PQDynamicISP (local)

25.53PSNR

27

Apr 10, 2026

MIT-Adobe FiveK (Expert C)

25.32PSNR

23

Feb 26, 2026

SICE Overexposure v2

ExpoMamba (ours 's')

22.29PSNR

17

Feb 26, 2026

MIT-Adobe-5K-DPE (test)

24.61PSNR

13

Feb 26, 2026

Diffusion-based

19.19PSNR

12

Apr 20, 2026

20.58PSNR

12

Apr 20, 2026

MIT-Adobe-5K-UPE Expert C ground truth (test)

24.96PSNR

12

Feb 26, 2026

MIT-Adobe-5K DPE

DeepLPF (U-Net+Cubic-20+Elliptical+Graduated)

23.93PSNR

12

Feb 26, 2026

Adobe Five-K RAW format (test)

0.06LPIPS

11

Feb 26, 2026

Vimeo-Triplet synthetic (test)

39.26PSNR

10

Apr 14, 2026

4.05NIQE

9

Feb 26, 2026

3.27NIQE

9

Feb 26, 2026

3.93NIQE

9

Jul 7, 2026

6.105RMSE

9

Feb 26, 2026

Simulated following DiffUIR

27.42PSNR

7

Feb 26, 2026

22.728PSNR

7

Feb 26, 2026

Enhancement (test)

3.14NIQE Score

7

Feb 26, 2026

PPR10K c (test)

24.733PSNR

7

Feb 26, 2026

PPR10K b (test)

24.398PSNR

7

Feb 26, 2026

PPR10K a (test)

24.915PSNR

7

Feb 26, 2026

MIT-Adobe-5K-UPE

24.48PSNR

7

Feb 26, 2026

HDR imaging scenes (test)

7.476AG Score

6

Feb 26, 2026

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MIT-Adobe-5K MIT-Adobe FiveK PPR10K Adobe Five-K LCDP

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