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Papers Benchmarks Datasets Tasks

Reconstruction research benchmarks – Page 6 · SOTA2 Research

Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

KnowCusBench (test)

87.4CLIP-I

3

Mar 16, 2026

Rotating Detonation Engine (RDE) (val)

0.103RMSE

3

Feb 26, 2026

10 neonatal subjects simulated motion corruption

28.76PSNR

3

Feb 26, 2026

CelebA-HQ Smile Target (Y) (test)

0.018LPIPS

3

Feb 26, 2026

CelebA-HQ Smile Background (test)

0.018LPIPS

3

Feb 26, 2026

CelebA-HQ Gender Target (Y) (test)

0.019LPIPS

3

Feb 26, 2026

CelebA-HQ Gender Background (X) (test)

0.016LPIPS

3

Feb 26, 2026

BraTS Target (Y) (test)

0.006LPIPS

3

Feb 26, 2026

BraTS Background (X) (test)

0.006LPIPS

3

Feb 26, 2026

AFHQ Target (Y) v2 (test)

0.028LPIPS

3

Feb 26, 2026

AFHQ Background (X) v2 (test)

0.035LPIPS

3

Feb 26, 2026

RenderPeople (test)

78.5IoU

3

Feb 26, 2026

Physical fields dataset

Two-phase L-CDM

0DMSE

2

Jun 30, 2026

MagicBrush N = 535

28.96PSNR

2

Jun 23, 2026

0.012RMSE

2

Jun 1, 2026

SRN Cars (train)

Latent Posterior Sampling

27.67PSNR

2

May 12, 2026

Factorization-backed balanced R=2 path

0.988Reconstruction Error

2

May 12, 2026

Dataset D (held-out)

15.2Mean Reconstruction Score

2

Mar 4, 2026

Dataset C (held-out)

0.193Mean Reconstruction Score

2

Mar 4, 2026

Dataset B (held-out)

0.136Mean Error

2

Mar 4, 2026

Dataset A (held-out)

0.095Mean Reconstruction Metric

2

Mar 4, 2026

FastCaMo-Real Stair. Studio Work. 1 Work. 2 50-80% frame drop

82.8Work 1 Completeness

2

Mar 4, 2026

0.069RMSE

2

Feb 26, 2026

0.14RMSE

2

Feb 26, 2026

MNIST 10% split (val)

102.5NLL

2

Feb 26, 2026

Page 6 of 7

Popular datasets

Indoors Replica FastMRI MNIST CelebA-HQ

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