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 11311140 of 1459 papers

TitleStatusHype
Enhancing Intrinsic Adversarial Robustness via Feature Pyramid DecoderCode1
Neural Differential Equations for Single Image Super-resolution0
Unsupervised Lesion Detection via Image Restoration with a Normative Prior0
Pyramid Attention Networks for Image RestorationCode1
Attention Based Real Image RestorationCode0
Virtual SAR: A Synthetic Dataset for Deep Learning based Speckle Noise Reduction Algorithms0
Microscopy Image Restoration using Deep Learning on W2SCode1
Distributed Learning and Inference with Compressed Images0
Bringing Old Photos Back to LifeCode3
Moire Image Restoration using Multi Level Hyper Vision NetCode0
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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