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Papers Benchmarks Datasets Tasks

Image Reconstruction research benchmarks – Page 11 · SOTA2 Research

Image Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.162LPIPS

5

Feb 26, 2026

CLEVRTEX (test)

0.153LPIPS

5

Feb 26, 2026

Static Scenes Out-of-distribution

38SSIM

5

Feb 26, 2026

8 out-of-distribution static scenes (test)

14.61PSNR

5

Feb 26, 2026

Film Removal 10-fold CV (summary)

36.48Mean PSNR

5

Feb 26, 2026

Film Removal (K10)

35.02PSNR

5

Feb 26, 2026

Film Removal (K9)

36.94PSNR

5

Feb 26, 2026

Film Removal (Fold K8)

36.67PSNR

5

Feb 26, 2026

Film Removal (Fold K7)

36.24PSNR

5

Feb 26, 2026

Film Removal (Fold K6)

37.21PSNR

5

Feb 26, 2026

Film Removal (K5)

36.93PSNR

5

Feb 26, 2026

Film Removal (Fold K4)

35.12PSNR

5

Feb 26, 2026

Film Removal (Fold K3)

36.62PSNR

5

Feb 26, 2026

Film Removal (K2)

37.29PSNR

5

Feb 26, 2026

Film Removal (Fold K1)

36.76PSNR

5

Feb 26, 2026

PIE-Bench base model v1.4 (test)

Direct Inversion

2.95Structure Distance

5

Feb 26, 2026

Locality-Aware Generalizable Implicit Neural Representation

39.88PSNR

5

Feb 26, 2026

FFHQ 10,000 images (val)

2.26rFID

5

Feb 26, 2026

CelebA-64 (test)

0.187RMSE

5

Feb 26, 2026

Lightfield (test)

38.33PSNR

5

Feb 26, 2026

0.147LPIPS

4

Jul 7, 2026

0.052MSE

4

Jun 26, 2026

DAVIS240C (test)

0.03MSE

4

Jun 26, 2026

0.09RMSE

4

Jun 23, 2026

0.099RMSE

4

Jun 23, 2026

Page 11 of 16

Popular datasets

ImageNet FFHQ MNIST CelebA Film Removal

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