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Image Quality Assessment research benchmarks – Page 2 · SOTA2 Research

Image Quality Assessment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.936SRCC

38

Feb 26, 2026

0.976SROCC

38

Feb 26, 2026

PIPAL NTIRE 2021 IQA Challenge (test)

0.877PLCC

32

Feb 26, 2026

0.751SRCC

31

Jun 16, 2026

LIVE original (test)

0.988PLCC

31

Feb 26, 2026

PIPAL NTIRE 2022 IQA Challenge (test)

0.822SROCC

30

Feb 26, 2026

PIPAL NTIRE 2022 (val)

0.852SROCC

29

Feb 26, 2026

Tanks and Temples

1PLCC

26

Apr 7, 2026

0.838SRCC

26

May 19, 2026

nuScenes nighttime (val)

51.674MUSIQ Score

24

Feb 26, 2026

AIGIQA-20K (test)

0.874SRCC

23

Feb 26, 2026

98.588VQAScore

22

Jun 16, 2026

FLUX-1 Preserved Concepts (non-target concepts)

0.036LPIPS

22

Apr 14, 2026

89.1SRCC

20

Jun 16, 2026

0.649SROCC

20

Feb 26, 2026

0.853SROCC

20

Mar 11, 2026

51.02IQA Score

19

Feb 26, 2026

SRIQA-Bench (All)

82.4Accuracy

19

Feb 26, 2026

SRIQA-Bench Generation-based

78.9Accuracy

19

Feb 26, 2026

SRIQA-Bench Regression-based

86Accuracy

19

Feb 26, 2026

EVAFusion source-pair-disjoint n=935 images (test)

0.648SRCC

18

May 11, 2026

0.683PLCC

18

Mar 11, 2026

Combined Dataset (COM.) (test)

Kimi-VL-A3B-Instruct

0.812SRCC

18

Feb 26, 2026

LIVE Challenge (LIVEC) (test)

Kimi-VL-A3B-Instruct

0.848SRCC

18

Feb 26, 2026

Full benchmark (N=144)

0.776SRCC

17

Jul 7, 2026

Page 2 of 9

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