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Papers Benchmarks Datasets Tasks

Image Reconstruction research benchmarks – Page 9 · SOTA2 Research

Image Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LSUN horse (test)

101FID

6

Feb 26, 2026

Rotated MNIST SO(2) discretized (test)

0.016Reconstruction Loss

6

Feb 26, 2026

28.31PSNR

6

Feb 26, 2026

CelebAMask-HQ (test)

0.86SSIM

6

Feb 26, 2026

Stanford 3D (val)

96.4SSIM

6

Feb 26, 2026

Unspecified Dataset (30dB noise)

91.89SSIM

6

Feb 26, 2026

0.881SSIM

6

Feb 26, 2026

Dataset SNR=∞ noiseless

95.81SSIM

6

Feb 26, 2026

Bessel Equivariant Full + Post Proc

0.001Loss

6

Feb 26, 2026

spike-REDS (test)

39.34PSNR

6

Feb 26, 2026

PKU-Spike-HighSpeed (test)

4.581NIQE

6

Feb 26, 2026

DAVIS zero-shot 2k resolution (2560x1440)

1.92rFID

6

Feb 26, 2026

UHDBench zero-shot 2k resolution (2560x1440)

1.07rFID

6

Feb 26, 2026

5.21rFID

6

Feb 26, 2026

19.29rFID

6

Feb 26, 2026

3.42rFID

6

Feb 26, 2026

2.3rFID

6

Feb 26, 2026

9.3rFID

6

Feb 26, 2026

TCGA-COADREAD 20x patches (256x256)

2.58FID

5

Jun 8, 2026

TCGA-BRCA 20x patches (256x256)

2.42FID

5

Jun 8, 2026

0.087Reconstruction Error

5

May 29, 2026

2D Numerical Phantoms Case 5 (test)

0.881SSIM

5

May 28, 2026

2D Numerical Phantoms Case 4 (test)

77.6SSIM

5

May 28, 2026

2D Numerical Phantoms Case 3 (test)

0.879SSIM

5

May 28, 2026

2D Numerical Phantoms Case 2 (test)

89.6SSIM

5

May 28, 2026

Page 9 of 16

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