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 561570 of 1459 papers

TitleStatusHype
QUIET-SR: Quantum Image Enhancement Transformer for Single Image Super-Resolution0
Boosting Diffusion-Based Text Image Super-Resolution Model Towards Generalized Real-World Scenarios0
ERetinex: Event Camera Meets Retinex Theory for Low-Light Image EnhancementCode0
Rapid Bone Scintigraphy Enhancement via Semantic Prior Distillation from Segment Anything Model0
Hyperspectral Image Restoration and Super-resolution with Physics-Aware Deep Learning for Biomedical Applications0
Wavelet-Enhanced Desnowing: A Novel Single Image Restoration Approach for Traffic Surveillance under Adverse Weather Conditions0
Self-supervised conformal prediction for uncertainty quantification in Poisson imaging problems0
RetinaRegen: A Hybrid Model for Readability and Detail Restoration in Fundus Images0
Dynamic Degradation Decomposition Network for All-in-One Image Restoration0
Multi-level Attention-guided Graph Neural Network for Image Restoration0
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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