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Low-light Image Enhancement research benchmarks – Page 5 · SOTA2 Research

Low-light Image Enhancement

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LOL syn (QF=80) v2

23.443PSNR (dB)

12

May 12, 2026

LOL real (QF=80) v2

21.924PSNR (dB)

12

May 12, 2026

23.499PSNR (dB)

12

May 12, 2026

28.91PSNR

12

Mar 31, 2026

FoundIR Lowlight (test)

26.94PSNR

12

Mar 16, 2026

Unpaired Anime Scenery (testDark)

DRU-EnlightenGAN

25.924BRISQUE

12

Feb 26, 2026

2.44NIQE

12

Feb 26, 2026

3.68NIQE

12

Feb 26, 2026

MEF, NPE, LIME, DICM, and VV Unpaired

3.149NIQE

12

Mar 12, 2026

Kvasir-Capsule (external val)

0.308LPIPS

12

Feb 26, 2026

Kvasir-Capsule (test)

35.24PSNR

12

Feb 26, 2026

22.402PSNR

11

Apr 27, 2026

UHD-LL 1.0 (test)

27.63PSNR

11

Mar 26, 2026

39.61PSNR

11

Mar 26, 2026

UHD-LL 16 (test)

0.321LPIPS

11

Mar 4, 2026

FoundIR Low-light 1.0 (test)

0.218LPIPS

11

Mar 4, 2026

LSRW NIKON standard (test)

0.86SSIM

11

Feb 26, 2026

1080P 1920×1080 (test)

2.017Memory (GB)

11

Feb 26, 2026

LOL 600×400 v1 (test)

1.423Memory (GB)

11

Feb 26, 2026

4.179NIQE

11

Feb 26, 2026

4.142NIQE

11

Feb 26, 2026

31.18PSNR

10

Jun 30, 2026

29.27PSNR

10

Feb 26, 2026

SID-Sony Bayer RAW

30.62PSNR

10

Feb 26, 2026

3.91User Study Score

10

Feb 26, 2026

Page 5 of 9

Popular datasets

LOL VV NPE ELD LSRW

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