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Papers Benchmarks Datasets Tasks

Image Quality Assessment research benchmarks – Page 5 · SOTA2 Research

Image Quality Assessment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CCID 2014 (full)

9Sum

10

Feb 26, 2026

-9Sum

10

Feb 26, 2026

PKU-AIGIQA 4K (random splits)

0.815SRCC

9

Jul 8, 2026

AIGCIQA 2023 (random splits)

0.865SRCC

9

Jul 8, 2026

PKU-AIGIQA-4K (random seed 2)

82.11SRCC

9

Jul 8, 2026

AIGCIQA 2023 (random seed 2)

0.866SRCC

9

Jul 8, 2026

AGIQA-3K random seed 2

0.877SRCC

9

Jul 8, 2026

AGIQA-1K (random seed 2)

0.889SRCC

9

Jul 8, 2026

4.95NIQMC

9

Feb 26, 2026

5.28NIQMC

9

Feb 26, 2026

0.974PLCC

9

Feb 26, 2026

LIVE Challenge (test)

0.885SRCC

9

Feb 26, 2026

0.836SROCC

9

Feb 26, 2026

GIER 50 user study samples

5.84Rank (B)

8

Jun 9, 2026

0.787PLCC

8

Feb 26, 2026

0.809PLCC

8

Feb 26, 2026

Expert-Annotated Dataset

87.85tAUC (Contrast High)

7

Jul 1, 2026

5.893FID

7

Jun 29, 2026

5.41FID

7

Jun 29, 2026

7.777FID

7

Jun 29, 2026

0.715Mean signed Spearman rho

7

May 19, 2026

73.29MUSIQ

7

May 15, 2026

75.58MUSIQ Score

7

May 15, 2026

0.967SRCC

7

Apr 23, 2026

0.712CLIP-IQA

7

Mar 17, 2026

Page 5 of 9

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