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 531540 of 1459 papers

TitleStatusHype
A Study on the Efficient Product Search Service for the Damaged Image Information0
Efficient Image Restoration through Low-Rank Adaptation and Stable Diffusion XL0
Color graph based wavelet transform with perceptual information0
AstroClearNet: Deep image prior for multi-frame astronomical image restoration0
Efficient Dynamic Scene Deblurring Using Spatially Variant Deconvolution Network With Optical Flow Guided Training0
Efficient Deweather Mixture-of-Experts with Uncertainty-aware Feature-wise Linear Modulation0
Efficient Degradation-aware Any Image Restoration0
Color Correction Meets Cross-Spectral Refinement: A Distribution-Aware Diffusion for Underwater Image Restoration0
Adaptive Dropout: Unleashing Dropout across Layers for Generalizable Image Super-Resolution0
Efficient Bayesian Computation Using Plug-and-Play Priors for Poisson Inverse Problems0
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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