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Reconstruction research benchmarks – Page 4 · SOTA2 Research

Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

NV-Sensing Matched-Operator F2/F2 1.0 (512 synthetic samples)

0.004MSE

7

May 15, 2026

NV-Sensing Matched-Operator F1/F1 1.0 (512 synthetic samples)

0.006MSE

7

May 15, 2026

Objaverse (held out set of 256 scenes)

35.39PSNR

7

May 7, 2026

0.7NLL

7

Apr 28, 2026

Advection-diffusion system

0.01MAE

6

Jun 4, 2026

Damped Spring System (test)

0.013MAE

6

Jun 4, 2026

1SNR

6

Apr 9, 2026

Steady Darcy (test)

0.28Relative Error

6

Mar 25, 2026

Fitzpatrick17k (train)

40.5PSNR

6

Feb 26, 2026

Epithelium-Stroma (train)

47.6PSNR

6

Feb 26, 2026

Camelyon17-WILDS (train)

46.7PSNR

6

Feb 26, 2026

Lotka-Volterra Real

-4.29Normalized Log-Likelihood

6

Feb 26, 2026

0.128Coef MSE

5

Jun 30, 2026

0.749Correlation Coefficient (CC)

5

Jun 9, 2026

Crystal Lattice System

2.031Absolute Error

5

Jun 4, 2026

CCS3D Full scenes

30.304PSNR

5

Feb 26, 2026

CCS3D Change-centric crops

21.996PSNR

5

Feb 26, 2026

Indoors #all avg (dev)

42.18Accuracy

5

Feb 26, 2026

Indoors Wkp dark (dev)

38.12Accuracy

5

Feb 26, 2026

Indoors Wkp blur (dev)

51.74Accuracy

5

Feb 26, 2026

Indoors #Wkp norm (dev)

56.4Acc

5

Feb 26, 2026

Indoors Apt dark (dev)

54.47Acc

5

Feb 26, 2026

Indoors Apt blur (dev)

44.288Accuracy

5

Feb 26, 2026

Indoors #Apt norm (dev)

25.55Accuracy

5

Feb 26, 2026

Indoors #Rm dark (dev)

34.3Accuracy

5

Feb 26, 2026

Page 4 of 7

Popular datasets

Indoors Replica FastMRI MNIST CelebA-HQ

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