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Papers Benchmarks Datasets Tasks

Image Reconstruction research benchmarks – Page 10 · SOTA2 Research

Image Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MNIST 10,000 images (val)

0.018L1 Loss

5

May 14, 2026

ImageNet Arbitrary Resolution

1.42rFID

5

Apr 29, 2026

ImageNet 1024x1024

1.26rFID

5

Apr 29, 2026

Dome Capture (test)

AAP-3DGA (encoder)

34.78PSNR

5

Apr 2, 2026

MNIST SNR +10 dB 2,000 samples per SNR level (test)

-22.66NMSE (dB)

5

Mar 31, 2026

MNIST SNR +5 dB 2,000 samples per SNR level (test)

-21.09NMSE (dB)

5

Mar 31, 2026

MNIST SNR 0 dB 2,000 samples per level (test)

-18.3NMSE (dB)

5

Mar 31, 2026

MNIST SNR -5 dB (test)

-15.39NMSE (dB)

5

Mar 31, 2026

MNIST SNR -10 dB (test)

-12.83NMSE (dB)

5

Mar 31, 2026

Gen3-DroneFlight Average Speed

Event-Aided Sharp Radiance Field Reconstruction

25.27PSNR

5

Feb 26, 2026

DroneFlight Max Speed 2 m/s Gen3

Event-Aided Sharp Radiance Field Reconstruction

24.39PSNR

5

Feb 26, 2026

Gen3-DroneFlight Max Speed 1.5 m/s

Event-Aided Sharp Radiance Field Reconstruction

25.26PSNR

5

Feb 26, 2026

Practical Triple sources (test)

36.006PSNR

5

Feb 26, 2026

Practical Double sources (test)

41.722PSNR

5

Feb 26, 2026

Practical Single source (test)

48.945PSNR

5

Feb 26, 2026

Simulated PCB Homologous Study (test)

19.58PSNR

5

Feb 26, 2026

mPCB Simulated Heterogeneous Study (test)

18.47PSNR

5

Feb 26, 2026

Normalized Hadamard

51.71PSNR

5

Feb 26, 2026

0.205LPIPS

5

Feb 26, 2026

CIFAR-10 5% sampling, Poisson Noise, 8-bit Quant. (test)

18.81PSNR (dB)

5

Feb 26, 2026

0.17MSE

5

Feb 26, 2026

43.701PSNR

5

Feb 26, 2026

42.692PSNR

5

Feb 26, 2026

AffectNet (test)

0.09L1 Loss

5

Feb 26, 2026

ShapeNet (test)

0.172LPIPS

5

Feb 26, 2026

Page 10 of 16

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