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Papers Benchmarks Datasets Tasks

Image Reconstruction research benchmarks – Page 14 · SOTA2 Research

Image Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FIVES Gaussian-1 kernel (test)

Noisier2Inverse

31.16PSNR (noise 0.02)

3

Apr 20, 2026

FIVES Indicator-20 kernel (test)

29.7PSNR (noise 0.02)

3

Apr 20, 2026

FIVES Indicator-10 kernel (test)

Noisier2Inverse

31.93PSNR (noise 0.02)

3

Apr 20, 2026

Dome Capture (train)

36.21PSNR

3

Apr 2, 2026

16.3Pixel Correlation (PixCorr)

3

Mar 16, 2026

34PSNR

3

Feb 26, 2026

COCO 2014 (val)

Embedding-free variant

8.3rFID

3

Feb 26, 2026

0.58SSIM

3

Feb 26, 2026

40 static tissue samples (test)

19.06PSNR

3

Feb 26, 2026

CelebA-HQ 1024 x 1024

28.9PSNR

3

Feb 26, 2026

Locality-Aware Generalizable Implicit Neural Representation

35.43PSNR

3

Feb 26, 2026

FFHQ 178x178 (test)

Locality-Aware Generalizable Implicit Neural Representation

43.32PSNR

3

Feb 26, 2026

ImageNette (test)

Ours (Instance Pattern Composers)

38.46PSNR

3

Feb 26, 2026

Image Reconstruction Evaluation Set (test)

18.003PSNR

2

Jul 7, 2026

8.2NIQE

2

Jun 30, 2026

Pattern Checkerboard

6.3NIQE

2

Jun 30, 2026

5.1NIQE

2

Jun 30, 2026

9.1NIQE

2

Jun 30, 2026

MSCOCO 512x512 (val)

4.12FID

2

Apr 29, 2026

FFHQ 1024x1024 (test)

0.002Reconstruction MSE

2

Apr 6, 2026

Synthetic paired data Domain C -> Domain B

Semi-supervised Cycle GAN

0.748SSIM

2

Apr 2, 2026

29.9PSNR (dB)

2

Mar 27, 2026

29.9PSNR (dB)

2

Mar 27, 2026

4D Temporal Streak

25.3PSNR (dB)

2

Mar 27, 2026

4D Temporal DMD

25.4PSNR (dB)

2

Mar 27, 2026

Page 14 of 16

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