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 526550 of 1459 papers

TitleStatusHype
A Knowledge-based Learning Framework for Self-supervised Pre-training Towards Enhanced Recognition of Biomedical Microscopy ImagesCode0
Patch-Craft Self-Supervised Training for Correlated Image DenoisingCode0
Patch-Ordering as a Regularization for Inverse Problems in Image ProcessingCode0
DiracDiffusion: Denoising and Incremental Reconstruction with Assured Data-ConsistencyCode0
Pathology Image Restoration via Mixture of PromptsCode0
On learning optimized reaction diffusion processes for effective image restorationCode0
Optimal Eye Surgeon: Finding Image Priors through Sparse Generators at InitializationCode0
Path-Restore: Learning Network Path Selection for Image RestorationCode0
Brno Mobile OCR DatasetCode0
Diffusion-based image inpainting with internal learningCode0
Non-Local Recurrent Network for Image RestorationCode0
Diffusion-Based Adaptation for Classification of Unknown Degraded ImagesCode0
NF-ULA: Langevin Monte Carlo with Normalizing Flow Prior for Imaging Inverse ProblemsCode0
Neural Architecture Search for Deep Image PriorCode0
Neural Nearest Neighbors NetworksCode0
Nest-DGIL: Nesterov-optimized Deep Geometric Incremental Learning for CS Image ReconstructionCode0
PixelRL: Fully Convolutional Network with Reinforcement Learning for Image ProcessingCode0
Sequential Gating Ensemble Network for Noise Robust Multi-Scale Face RestorationCode0
DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image RestorationCode0
DestripeCycleGAN: Stripe Simulation CycleGAN for Unsupervised Infrared Image DestripingCode0
Multi-level Wavelet-CNN for Image RestorationCode0
Despeckling Sentinel-1 GRD images by deep learning and application to narrow river segmentationCode0
Interactive Multi-Dimension Modulation with Dynamic Controllable Residual Learning for Image RestorationCode0
MS-Glance: Bio-Insipred Non-semantic Context Vectors and their Applications in Supervising Image ReconstructionCode0
Multi-level Wavelet Convolutional Neural NetworksCode0
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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