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 781790 of 1459 papers

TitleStatusHype
Deep Camera Obscura: An Image Restoration Pipeline for Lensless Pinhole Photography0
DeepCFL: Deep Contextual Features Learning from a Single Image0
Deep Convolutional Neural Network for Multi-modal Image Restoration and Fusion0
Deep Dense Multi-scale Network for Snow Removal Using Semantic and Geometric Priors0
Deep Generative Models for Bayesian Inference on High-Rate Sensor Data: Applications in Automotive Radar and Medical Imaging0
Deep Iteration Assisted by Multi-level Obey-pixel Network Discriminator (DIAMOND) for Medical Image Recovery0
Deep Learning-Based Image Recovery and Pose Estimation for Resident Space Objects0
Deep Learning CT Image Restoration using System Blur and Noise Models0
Deep Learning with Inaccurate Training Data for Image Restoration0
Deep Likelihood Network for Image Restoration with Multiple Degradation Levels0
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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