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 681690 of 1459 papers

TitleStatusHype
Inverse problem regularization with hierarchical variational autoencodersCode0
Star-Net: Improving Single Image Desnowing Model With More Efficient Connection and Diverse Feature Interaction0
Contrastive Semi-supervised Learning for Underwater Image Restoration via Reliable BankCode1
DiffIR: Efficient Diffusion Model for Image RestorationCode2
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection StrategyCode1
Learning Distortion Invariant Representation for Image Restoration from A Causality PerspectiveCode1
Synthesizing Realistic Image Restoration Training Pairs: A Diffusion Approach0
MetaUE: Model-based Meta-learning for Underwater Image EnhancementCode0
DDS2M: Self-Supervised Denoising Diffusion Spatio-Spectral Model for Hyperspectral Image Restoration0
CoT-MISR:Marrying Convolution and Transformer for Multi-Image Super-Resolution0
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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