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 601625 of 1459 papers

TitleStatusHype
Group-based Sparse Representation for Image RestorationCode0
DDR: Exploiting Deep Degradation Response as Flexible Image DescriptorCode0
Medium Transmission Map Matters for Learning to Restore Real-World Underwater ImagesCode0
Harnessing Multi-resolution and Multi-scale Attention for Underwater Image RestorationCode0
Manifold Modeling in Embedded Space: A Perspective for Interpreting Deep Image PriorCode0
Gradient-Guided Parameter Mask for Multi-Scenario Image Restoration Under Adverse WeatherCode0
Global-Local Stepwise Generative Network for Ultra High-Resolution Image RestorationCode0
Loss Functions for Neural Networks for Image ProcessingCode0
LEARN++: Recurrent Dual-Domain Reconstruction Network for Compressed Sensing CTCode0
Heavy Rain Image Restoration: Integrating Physics Model and Conditional Adversarial LearningCode0
Leveraging Classic Deconvolution and Feature Extraction in Zero-Shot Image RestorationCode0
Neural Nearest Neighbors NetworksCode0
DARK: Denoising, Amplification, Restoration KitCode0
Moire Image Restoration using Multi Level Hyper Vision NetCode0
Generalizing to Out-of-Sample Degradations via Model ReprogrammingCode0
Automatic Temporally Coherent Video ColorizationCode0
Learning Discriminative Shrinkage Deep Networks for Image DeconvolutionCode0
Learning Deep CNN Denoiser Prior for Image RestorationCode0
CurvPnP: Plug-and-play Blind Image Restoration with Deep Curvature DenoiserCode0
Fully Convolutional Network with Multi-Step Reinforcement Learning for Image ProcessingCode0
Full-resolution MLPs Empower Medical Dense PredictionCode0
Kernel-aware Burst Blind Super-ResolutionCode0
Cryo-CARE: Content-Aware Image Restoration for Cryo-Transmission Electron Microscopy DataCode0
FRRffusion: Unveiling Authenticity with Diffusion-Based Face Retouching ReversalCode0
Adaptive Quantile Sparse Image (AQuaSI) Prior for Inverse Imaging ProblemsCode0
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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