SOTAVerified

Image Restoration

Image Restoration is a family of inverse problems for obtaining a high quality image from a corrupted input image. Corruption may occur due to the image-capture process (e.g., noise, lens blur), post-processing (e.g., JPEG compression), or photography in non-ideal conditions (e.g., haze, motion blur).

Source: Blind Image Restoration without Prior Knowledge

Papers

Showing 811820 of 1459 papers

TitleStatusHype
Single Frame Atmospheric Turbulence Mitigation: A Benchmark Study and A New Physics-Inspired Transformer ModelCode1
Deep Semantic Statistics Matching (D2SM) Denoising NetworkCode1
Global-Local Stepwise Generative Network for Ultra High-Resolution Image RestorationCode0
RCRN: Real-world Character Image Restoration Network via Skeleton ExtractionCode0
Structural Prior Guided Generative Adversarial Transformers for Low-Light Image Enhancement0
Tilt-then-Blur or Blur-then-Tilt? Clarifying the Atmospheric Turbulence Model0
MSP-Former: Multi-Scale Projection Transformer for Single Image Desnowing0
Denoising single images by feature ensemble revisited0
Snow Mask Guided Adaptive Residual Network for Image Snow Removal0
D2HNet: Joint Denoising and Deblurring with Hierarchical Network for Robust Night Image RestorationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OneRestoreAverage PSNR (dB)28.72Unverified
2SRUDCAverage PSNR (dB)27.64Unverified
3RestormerAverage PSNR (dB)26.99Unverified
4WGWSNetAverage PSNR (dB)26.96Unverified
5DGUNetAverage PSNR (dB)26.92Unverified
6OKNetAverage PSNR (dB)26.33Unverified
7MIRNetAverage PSNR (dB)25.97Unverified
8PromptIRAverage PSNR (dB)25.9Unverified
9MPRNetAverage PSNR (dB)25.47Unverified
10MIRNetv2Average PSNR (dB)25.37Unverified
#ModelMetricClaimedVerifiedStatus
1ESDNet-LPSNR22.42Unverified
2ESDNetPSNR22.12Unverified
#ModelMetricClaimedVerifiedStatus
1730L37Unverified