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 12711280 of 1459 papers

TitleStatusHype
FLAIR: A Conditional Diffusion Framework with Applications to Face Video RestorationCode0
FDG-Diff: Frequency-Domain-Guided Diffusion Framework for Compressed Hazy Image RestorationCode0
Progressive Reconstruction of Visual Structure for Image InpaintingCode0
Probabilistic Residual Learning for Aleatoric Uncertainty in Image RestorationCode0
Deep Mean-Shift Priors for Image RestorationCode0
Bengali License Plate Recognition: Unveiling Clarity with CNN and GFP-GANCode0
Uncertainty Visualization via Low-Dimensional Posterior ProjectionsCode0
Deep Learning-Based Channel EstimationCode0
Power Line Aerial Image Restoration under dverse Weather: Datasets and BaselinesCode0
Recurrent Spike-based Image Restoration under General IlluminationCode0
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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