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
Self-Refining Deep Symmetry Enhanced Network for Rain RemovalCode0
Visual Attention Network for Low Dose CT0
Image Restoration using Total Variation Regularized Deep Image Prior0
Neural Nearest Neighbors NetworksCode0
DN-ResNet: Efficient Deep Residual Network for Image Denoising0
Deep Learning-Based Channel EstimationCode0
Cryo-CARE: Content-Aware Image Restoration for Cryo-Transmission Electron Microscopy DataCode0
Weighted Sigmoid Gate Unit for an Activation Function of Deep Neural Network0
Active image restoration0
The 2018 PIRM Challenge on Perceptual Image Super-resolutionCode1
Show:102550
← PrevPage 128 of 146Next →

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