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Papers Benchmarks Datasets Tasks

Image Quality Assessment research benchmarks – Page 7 · SOTA2 Research

Image Quality Assessment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Weighted Average (WAVG) (out-of-distribution)

VQ-R1+EvoQuality

76.8PLCC

5

Jun 12, 2026

CSIQ (out-of-distribution)

94PLCC

5

Jun 12, 2026

TID 2013 (out-of-distribution)

0.806PLCC

5

Jun 12, 2026

PIPAL (out-of-distribution)

VQ-R1+EvoQuality

66.9PLCC

5

Jun 12, 2026

LIVEW (out-of-distribution)

0.9PLCC

5

Jun 12, 2026

AGIQA (out-of-distribution)

VQ-R1+EvoQuality

83PLCC

5

Jun 12, 2026

KADID in-distribution

0.977PLCC

5

Jun 12, 2026

SPAQ (in-distribution)

0.938PLCC

5

Jun 12, 2026

Set5, Set14, and Urban100 Mean across scales x2, x3, x4 (test)

JPEG degradation

26.099PSNR

5

May 19, 2026

0.357CLIPScore

5

Apr 21, 2026

78.4Accuracy

5

Apr 14, 2026

VTON-QBench (test)

0.751PLCC

5

Mar 16, 2026

1.4BRISQUE

5

Feb 26, 2026

Stable Signature

1.7CLIP-FID

5

Feb 26, 2026

Cardiac LGE MRI Wideband (patient-level means)

4.52Mean Likert Score

4

Apr 13, 2026

Cardiac LGE MRI Dark Blood (patient-level means)

4.46Mean Likert Score

4

Apr 13, 2026

Cardiac LGE MRI Bright Blood (patient-level means)

4.71Mean Likert Score

4

Apr 13, 2026

CUHK03-NP detected (test)

446.4MSE

4

Mar 31, 2026

Invisible Backdoor Triggers

Passcode-controlled trigger generator

35.71PSNR

4

Feb 26, 2026

RealTalk (test)

0.58SSIM

4

Feb 26, 2026

SPAQ 1920x1080px

0.864SRCC

4

Feb 26, 2026

Live Challenge (LIVE-ITW)

0.833SRCC

4

Feb 26, 2026

LIVE-IQA (test)

0.926SROCC

4

Feb 26, 2026

0.4EMD

4

Feb 26, 2026

0.3EMD

4

Feb 26, 2026

Page 7 of 9

Popular datasets

TID PIPAL SR dataset LIVE KonIQ

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