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Papers Benchmarks Datasets Tasks

No-Reference Image Quality Assessment research benchmarks – Page 3 · SOTA2 Research

No-Reference Image Quality Assessment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LIVE Synthetic (test)

0.939SROCC

14

May 28, 2026

CSIQ (80/20 split)

0.959PLCC

14

Feb 26, 2026

LIVE-itW (full)

0.711PLCC

13

Feb 26, 2026

KADID (80/20 split)

0.858PLCC

13

Feb 26, 2026

0.878SRCC

12

May 28, 2026

Ma's dataset (full)

0.801PLCC

12

Feb 26, 2026

0.425PLCC

12

Feb 26, 2026

-31.59Avg ΔRMSE

12

Feb 26, 2026

KonIQ (80/20 split)

0.928PLCC

12

Feb 26, 2026

CLIVE 80/20 split

0.882PLCC

12

Feb 26, 2026

0.825SROCC

11

Feb 26, 2026

0.891SRCC

10

Mar 17, 2026

CSIQ-IQA (test)

0.946SROCC

10

Feb 26, 2026

LIVE-IQA (test)

0.968SROCC

10

Feb 26, 2026

LIVEC Kor.* attack (test)

3.319Correlation (R)

8

Feb 26, 2026

LIVEC UAP* attack (test)

3.464R Score

8

Feb 26, 2026

LIVEC Perceptual attack (test)

5.492R Score

8

Feb 26, 2026

LIVEC FGSM attack (test)

3.864Quality Score R

8

Feb 26, 2026

TID 2013 (test)

0.632SROCC

8

Feb 26, 2026

Kalantari's dataset

65.052MUSIQ Score

7

Jun 9, 2026

12.5Params (M)

7

May 28, 2026

Large-scale SR dataset Overall

No-Reference Quality Metric

0.931Spearman Correlation

7

Feb 26, 2026

Large-scale SR dataset SRCNN

No-Reference Quality Metric

0.949Spearman Correlation

7

Feb 26, 2026

Large-scale SR dataset Timofte13

No-Reference Quality Metric

0.93Spearman Correlation

7

Feb 26, 2026

Large-scale SR dataset Yang13

No-Reference Quality Metric

0.958Spearman Correlation

7

Feb 26, 2026

Page 3 of 4

Popular datasets

Large-scale SR dataset CSIQ LIVEC KonIQ KADID

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