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Papers Benchmarks Datasets Tasks

Reconstruction research benchmarks – Page 2 · SOTA2 Research

Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.171Relative MSE

12

Feb 26, 2026

Shallow-Water (test)

0.018Relative MSE

12

Feb 26, 2026

Vorticity (test)

0.069Relative MSE

12

Feb 26, 2026

Function-Composition Hard Tier 1

1.18MSE

11

May 28, 2026

Function-Composition Easy Tier 1

1.12MSE

11

May 28, 2026

Function-Composition Tier 1 (ID)

1.6MSE

11

May 28, 2026

Cassin's (test)

0.001Reconstruction MSE

11

Feb 26, 2026

Authors' standardized datasets (20% held-out)

0.15MPJAE (deg)

10

Jun 11, 2026

39.95PSNR

10

May 21, 2026

38.41PSNR

10

May 21, 2026

CARLA 0.9.15 (train test)

85.1SSIM

10

May 19, 2026

34.72PSNR

10

Feb 26, 2026

CaCO3 (14-view)

40.07PSNR

10

Feb 26, 2026

43.61PSNR

10

Feb 26, 2026

0.003MSE

10

Feb 26, 2026

0.004MSE

10

Feb 26, 2026

0.052MSE

10

Feb 26, 2026

0Reconstruction MSE

10

Feb 26, 2026

0.097LPIPS

9

May 20, 2026

3DIdent 1.0 (test)

4.966Reconstruction Score

9

Apr 3, 2026

MNIST 1.0 (test)

CM (end-to-end)

0.135Recon Error

9

Apr 3, 2026

quad dependent 1.0 (test)

2.455Recon Score

9

Apr 3, 2026

quad independent 1.0 (test)

2.048Recon

9

Apr 3, 2026

2D Kolmogorov Flow (test)

7.32Relative Error

9

Mar 25, 2026

1D Burgers (test)

0.99Relative Error (%)

9

Mar 25, 2026

Page 2 of 7

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