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Papers Benchmarks Datasets Tasks

Image Reconstruction research benchmarks – Page 5 · SOTA2 Research

Image Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ReSh-Screen (test)

25.812PSNR

12

Apr 16, 2026

ReSh-Password (test)

15.03PSNR

12

Apr 16, 2026

ReSh-WebSight (test)

20.708PSNR

12

Apr 16, 2026

DIRSIG simulated LWIR HSI (31-image evaluation set)

Proposed Method (SAM+AWL2+MD+GR)

47.1PSNR

12

Mar 6, 2026

ImageNet-1k (test)

0.54rFID

12

Feb 26, 2026

Traill County 2020

3.106MSE

12

Feb 26, 2026

ImageNet-1K (full set)

33.08PSNR

12

Feb 26, 2026

ImageNet-1k 128x128 (val)

100Utilization

11

Jun 11, 2026

Finer + SEC-conf

34.04PSNR

11

May 14, 2026

36.48PSNR

11

May 14, 2026

Finer + SEC-conf

39.1PSNR

11

May 14, 2026

Gaussian-SLAM+Ours

37.81Average PSNR

11

May 14, 2026

34.33PSNR (dB)

11

Apr 14, 2026

45.49PSNR (dB)

11

Apr 14, 2026

0.014L1 Loss

11

May 14, 2026

Seven standard grayscale images (barbara, boats, foreman, house, monarch, parrots, peppers) (test)

23.78PSNR

11

Feb 26, 2026

ImageNet 50k 2012 (val)

0.59rFID

11

Feb 26, 2026

ImageNet 256x256 (train val)

0.27rFID

11

Feb 26, 2026

ImageNet 128x128 (test val)

0.81rFID

10

Jun 30, 2026

18.827PSNR (dB)

10

Jun 19, 2026

67.18PSNR (dB)

10

Jun 8, 2026

In-house text-rich corpus 256x256 internal (test)

36.63PSNR

10

May 12, 2026

ImageNet (test)

Sber-MoVQGAN 270M

0.686FID

10

Feb 26, 2026

15.515PSNR

10

Feb 26, 2026

Real-world rotational blur dataset

32.47PSNR (dB)

9

Jul 1, 2026

Page 5 of 16

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