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Papers Benchmarks Datasets Tasks

Image Restoration research benchmarks – Page 10 · SOTA2 Research

Image Restoration

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

RealRain-1k-L (test)

106.89FID

3

Mar 27, 2026

Laparoscopic IR

28.55PSNR

3

Mar 10, 2026

31.94PSNR

3

Mar 10, 2026

CIFAR-10 with Motion blur (k=5, sigma_n=0.1) (test)

0.003LPIPS

3

Feb 26, 2026

CIFAR-10 with Motion blur (k=5, sigma_n=10^-6) (test)

0.003LPIPS

3

Feb 26, 2026

CIFAR-10 with Gaussian blur (sigma_R=1.0, sigma_n=0.25) (test)

0.011LPIPS

3

Feb 26, 2026

CIFAR-10 with Gaussian blur (sigma_R=1.0, sigma_n=0.1) (test)

0.005LPIPS

3

Feb 26, 2026

CIFAR-10 Random masking (rho=0.5, sigma_n=0.1) (test)

0.006LPIPS

3

Feb 26, 2026

CIFAR-10 with Random masking (rho=0.5, sigma_n=10^-6) (test)

0.004LPIPS

3

Feb 26, 2026

3.05NIQE

3

Feb 26, 2026

Rain100L with Gaussian noise σ = 50

27.51PSNR

3

Feb 26, 2026

OpenAerialMap Sim-Degraded-Fixed Sim-Reference-Fixed (test)

27.5PSNR

2

Apr 15, 2026

13600 × 9016 panchromatic swath image (Versal AI Edge VCK190 FPGA) inference benchmark

42Latency (s)

2

Apr 15, 2026

35.46PSNR

2

Feb 26, 2026

AFM image (test)

—

—Primary metric

0

Feb 26, 2026

Page 10 of 10

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