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 181190 of 1459 papers

TitleStatusHype
Deep Generalized Unfolding Networks for Image RestorationCode1
BokehOrNot: Transforming Bokeh Effect with Image Transformer and Lens Metadata EmbeddingCode1
Blind Inverse Gamma Correction with Maximized Differential EntropyCode1
Boosting All-in-One Image Restoration via Self-Improved Privilege LearningCode1
A Practical Contrastive Learning Framework for Single-Image Super-ResolutionCode1
Deep Image Semantic Communication Model for Artificial Intelligent Internet of ThingsCode1
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and BetterCode1
Deep Learning-Driven Ultra-High-Definition Image Restoration: A SurveyCode1
Data augmentation for deep learning based accelerated MRI reconstruction with limited dataCode1
Exploring and Evaluating Image Restoration Potential in Dynamic ScenesCode1
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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