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 421430 of 1459 papers

TitleStatusHype
Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models0
Self-Rectifying Diffusion Sampling with Perturbed-Attention GuidanceCode3
SeNM-VAE: Semi-Supervised Noise Modeling with Hierarchical Variational AutoencoderCode0
Distilling Semantic Priors from SAM to Efficient Image Restoration Models0
Omni-Kernel Network for Image RestorationCode2
Graph Image Prior for Unsupervised Dynamic Cardiac Cine MRI ReconstructionCode1
Latent Neural Cellular Automata for Resource-Efficient Image Restoration0
Osmosis: RGBD Diffusion Prior for Underwater Image Restoration0
AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and ModulationCode3
Step-Calibrated Diffusion for Biomedical Optical Image RestorationCode0
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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