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No-Reference Image Quality Assessment research benchmarks – Page 4 · SOTA2 Research

No-Reference Image Quality Assessment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Large-scale SR dataset Dong11

No-Reference Quality Metric

0.954Spearman Correlation

7

Feb 26, 2026

Large-scale SR dataset Yang10

No-Reference Quality Metric

0.968Spearman Correlation

7

Feb 26, 2026

Large-scale SR dataset Glasner09

No-Reference Quality Metric

0.931Spearman Correlation

7

Feb 26, 2026

Large-scale SR dataset Shan08

No-Reference Quality Metric

0.891Spearman Correlation

7

Feb 26, 2026

Large-scale SR dataset Bicubic

No-Reference Quality Metric

0.933Spearman Correlation

7

Feb 26, 2026

ExpoMotion real-motion (test)

65.68MUSIQ

6

Jul 7, 2026

62.74MUSIQ

6

Jul 7, 2026

Average (CLIVE, KonIQ10K, FLIVE, SPAQ, AGIQA3K, AGIQA1K, KADID10K)

89.1SRCC

5

Mar 17, 2026

0.761SROCC

5

Feb 26, 2026

3.62NIQE

4

Feb 26, 2026

0.447SROCC

2

May 28, 2026

0.417SROCC

2

May 28, 2026

Page 4 of 4

Popular datasets

Large-scale SR dataset CSIQ LIVEC KonIQ KADID

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