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Papers Benchmarks Datasets Tasks

Medical Image Quality Assessment research benchmarks · SOTA2 Research

Medical Image Quality Assessment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Pre-training dataset (test)

0.777SRCC

8

Feb 26, 2026

Pre-training dataset (Brain T2)

MedIQA (Ensemble)

0.886SRCC

4

Feb 26, 2026

MedIQA (Ensemble)

0.707SRCC

3

Feb 26, 2026

MedIQA (Ensemble)

0.976SRCC

2

Feb 26, 2026

MedIQA (Ensemble)

0.85SRCC

2

Feb 26, 2026

MedIQA (Ensemble)

0.765SRCC

2

Feb 26, 2026

Brain-T1 Downstream

MedIQA (Ensemble)

0.868SRCC

2

Feb 26, 2026

Breast T1 Pre-training

0.815SRCC

2

Feb 26, 2026

Pre-training dataset Brain T1

0.789SRCC

2

Feb 26, 2026

Pre-training dataset Soft window

0.711SRCC

2

Feb 26, 2026

Pre-training dataset Lung window

0.732SRCC

2

Feb 26, 2026

Popular datasets

Pre-training dataset Fundus Breast Chest-CTIQA Brain-T1

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