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Papers Benchmarks Datasets Tasks

Image Quality Assessment research benchmarks – Page 4 · SOTA2 Research

Image Quality Assessment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FLIVE Real-world

0.645SRCC

11

Mar 30, 2026

KADID (Synthetic)

0.934SRCC

11

Mar 30, 2026

TID2013 (Synthetic)

0.874SRCC

11

Mar 30, 2026

LIVE (Synthetic)

0.972SRCC

11

Mar 30, 2026

SRIQA-Bench (test)

88Reg-Acc

11

Mar 16, 2026

0.986Pearson Correlation (r)

11

Feb 26, 2026

LDCTIQAC 2023 (test)

0.987Pearson Correlation (r)

11

Feb 26, 2026

0.798SRCC

11

Feb 26, 2026

0.913PLCC

11

Feb 26, 2026

ImageNet (test)

5.54NIMA Score (AVA)

11

Feb 26, 2026

Baseline-Referenced Fidelity Evaluation

Infinity-2B + LD-Pruning

27.42PSNR

10

Jun 2, 2026

0.851SROCC

10

May 27, 2026

4.35DEQA

10

May 11, 2026

CLIVE Real-world

89.7SRCC

10

Mar 30, 2026

LIVE, TID 2008, TID 2013, CSIQ Grayscale Conversions (average)

0.909SROCC

10

Feb 26, 2026

LIVE, TID 2008, TID 2013, CSIQ Average Original Color Images

0.928SROCC

10

Feb 26, 2026

0.96SROCC

10

Feb 26, 2026

0.897SROCC

10

Feb 26, 2026

0.968SROCC

10

Feb 26, 2026

0.955SROCC

10

Feb 26, 2026

TID grayscale 2013

0.809SROCC

10

Feb 26, 2026

TID grayscale 2008

0.904SROCC

10

Feb 26, 2026

0.969SROCC

10

Feb 26, 2026

9Sum Score

10

Feb 26, 2026

-9Sum

10

Feb 26, 2026

Page 4 of 9

Popular datasets

TID PIPAL SR dataset LIVE KonIQ

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