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Papers Benchmarks Datasets Tasks

PSF Estimation research benchmarks · SOTA2 Research

PSF Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MIT Places2 (test)

Guidestar-Free Adaptive Optics

39.22PSNR

3

Feb 26, 2026

Synthetic Checkerboard H=1 w/ 1% noise Edmund Lens #89752

Proposed (Physics-informed PSF learning framework)

49.803PSNR

3

Feb 26, 2026

Synthetic Checkerboard H=0.7 w/ 1% noise Edmund Lens #89752

Proposed (Physics-informed PSF learning framework)

46.284PSNR

3

Feb 26, 2026

Synthetic Checkerboard H=0 w/ 1% noise Edmund Lens #89752

Proposed (Physics-informed PSF learning framework)

42.97PSNR

3

Feb 26, 2026

Synthetic Checkerboard H=1 wo/ noise Edmund Lens #89752

Proposed (Physics-informed PSF learning framework)

50.624PSNR

3

Feb 26, 2026

Synthetic Checkerboard H=0.7 wo/ noise Edmund Lens #89752

Proposed (Physics-informed PSF learning framework)

47.811PSNR

3

Feb 26, 2026

Synthetic Checkerboard H=0 wo/ noise Edmund Lens #89752

43.511PSNR

3

Feb 26, 2026

Synthetic Checkerboard H=1 w/ 1% noise Edmund Lens #63762

Proposed (Physics-informed PSF learning framework)

49.151PSNR

3

Feb 26, 2026

Synthetic Checkerboard H=0.7 w/ 1% noise Edmund Lens #63762

Proposed (Physics-informed PSF learning framework)

47.467PSNR

3

Feb 26, 2026

Synthetic Checkerboard H=0 w/ 1% noise Edmund Lens #63762

Proposed (Physics-informed PSF learning framework)

42.075PSNR

3

Feb 26, 2026

Synthetic Checkerboard H=1 wo/ noise Edmund Lens #63762

Proposed (Physics-informed PSF learning framework)

50.156PSNR

3

Feb 26, 2026

Synthetic Checkerboard H=0.7 wo/ noise Edmund Lens #63762

Proposed (Physics-informed PSF learning framework)

49.185PSNR

3

Feb 26, 2026

Synthetic Checkerboard H=0 wo/ noise Edmund Lens #63762

42.24PSNR

3

Feb 26, 2026

Popular datasets

Synthetic Checkerboard MIT Places

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