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Papers Benchmarks Datasets Tasks

Image Quality Assessment research benchmarks – Page 8 · SOTA2 Research

Image Quality Assessment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.468SRCC

3

Jun 16, 2026

Diffusion-based Watermarked Images

32.194CLIP Score

3

Apr 1, 2026

270Epoch Duration (s)

3

Feb 26, 2026

5.951EDOKS

3

Feb 26, 2026

RealQA 1.0 (test)

Proposed Method (NTP)

0.802PLCC

3

Feb 26, 2026

fastmri+ annotations Heavy motion

95.26SSIM

3

Feb 26, 2026

fastmri+ annotations Light motion

0.99SSIM

3

Feb 26, 2026

33.49PSNR

2

Feb 26, 2026

33.55PSNR

2

Feb 26, 2026

35.72PSNR

2

Feb 26, 2026

34.93PSNR

2

Feb 26, 2026

39.91PSNR

2

Feb 26, 2026

Human Assessment Samples Young 1.0 (test)

62Preference Score

2

Feb 26, 2026

Human Assessment Samples Gender 1.0 (test)

67Preference (%)

2

Feb 26, 2026

Human Assessment Samples High Cheekbones 1.0 (test)

97.3Preference Rate

2

Feb 26, 2026

Human Assessment Samples Smiling 1.0 (test)

98.7Preference Score

2

Feb 26, 2026

Multi-dataset realignment (6 IQA datasets) Median of 10 sessions

0.879SRCC

2

Feb 26, 2026

0.851SRC

2

Feb 26, 2026

0.881SRC

2

Feb 26, 2026

0.87SRC

2

Feb 26, 2026

0.937SRC

2

Feb 26, 2026

Causal Disentanglement

0.725PLCC

1

Apr 24, 2026

SR dataset (Overall)

0.931Proposed Method Score

1

Feb 26, 2026

SR dataset SRCNN

0.949Ours

1

Feb 26, 2026

SR dataset Timofte13

0.93Ours Score

1

Feb 26, 2026

Page 8 of 9

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