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

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Showing 351–400 of 1459 papers

TitleStatusHype
Exploring and Evaluating Image Restoration Potential in Dynamic ScenesCode1
Enriched CNN-Transformer Feature Aggregation Networks for Super-ResolutionCode1
MISF: Multi-level Interactive Siamese Filtering for High-Fidelity Image InpaintingCode1
Self-Supervised Face Image Restoration with a One-Shot ReferenceCode1
Adaptive Cross-Layer Attention for Image RestorationCode1
Selective Residual M-Net for Real Image DenoisingCode1
Half Wavelet Attention on M-Net+ for Low-Light Image EnhancementCode1
Task Adaptive Network for Image Restoration With Combined Degradation FactorsCode1
Ab-initio Contrast Estimation and Denoising of Cryo-EM ImagesCode1
Zero-Reference Image Restoration for Under-Display Camera of UAVCode1
Proximal Denoiser for Convergent Plug-and-Play Optimization with Nonconvex RegularizationCode1
Unsupervised Denoising of Retinal OCT with Diffusion Probabilistic ModelCode1
RFormer: Transformer-based Generative Adversarial Network for Real Fundus Image Restoration on A New Clinical BenchmarkCode1
Self-Supervised Deep Image Restoration via Adaptive Stochastic Gradient Langevin DynamicsCode1
XYDeblur: Divide and Conquer for Single Image DeblurringCode1
Learning Self-prior for Mesh Denoising using Dual Graph Convolutional NetworksCode1
Unsupervised Low-Light Image Enhancement via Histogram Equalization PriorCode1
SAR Image Despeckling Using Continuous Attention ModuleCode1
Event-Based Fusion for Motion Deblurring with Cross-modal AttentionCode1
TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather ConditionsCode1
A Practical Contrastive Learning Framework for Single-Image Super-ResolutionCode1
ISNAS-DIP: Image-Specific Neural Architecture Search for Deep Image PriorCode1
Restormer: Efficient Transformer for High-Resolution Image RestorationCode1
A Trainable Spectral-Spatial Sparse Coding Model for Hyperspectral Image RestorationCode1
SAPNet: Segmentation-Aware Progressive Network for Perceptual Contrastive DerainingCode1
Improving Super-Resolution Performance using Meta-Attention LayersCode1
As if by magic: self-supervised training of deep despeckling networks with MERLINCode1
Burst Image Restoration and EnhancementCode1
Generative Modeling with Optimal Transport MapsCode1
Towards Flexible Blind JPEG Artifacts RemovalCode1
Dynamic Attentive Graph Learning for Image RestorationCode1
ReconfigISP: Reconfigurable Camera Image Processing PipelineCode1
Deep Reparametrization of Multi-Frame Super-Resolution and DenoisingCode1
Learning Conditional Knowledge Distillation for Degraded-Reference Image Quality AssessmentCode1
Data augmentation for deep learning based accelerated MRI reconstruction with limited dataCode1
Spatio-Temporal SAR-Optical Data Fusion for Cloud Removal via a Deep Hierarchical ModelCode1
Underwater Image Restoration via Contrastive Learning and a Real-world DatasetCode1
Deep Convolutional Dictionary Learning for Image DenoisingCode1
End-to-End Learning for Joint Image Demosaicing, Denoising and Super-ResolutionCode1
Wavelength-based Attributed Deep Neural Network for Underwater Image RestorationCode1
Uformer: A General U-Shaped Transformer for Image RestorationCode1
NTIRE 2021 Challenge on High Dynamic Range Imaging: Dataset, Methods and ResultsCode1
HINet: Half Instance Normalization Network for Image RestorationCode1
EDPN: Enhanced Deep Pyramid Network for Blurry Image RestorationCode1
(ASNA) An Attention-based Siamese-Difference Neural Network with Surrogate Ranking Loss function for Perceptual Image Quality AssessmentCode1
PD-GAN: Probabilistic Diverse GAN for Image InpaintingCode1
Region-Adaptive Deformable Network for Image Quality AssessmentCode1
Removing Diffraction Image Artifacts in Under-Display Camera via Dynamic Skip Connection NetworkCode1
Interpretable Unsupervised Diversity Denoising and Artefact RemovalCode1
Single Underwater Image Restoration by Contrastive LearningCode1
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All datasetsCDD-11UHDM.

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OneRestoreAverage PSNR (dB)28.72—Unverified
2SRUDCAverage PSNR (dB)27.64—Unverified
3RestormerAverage PSNR (dB)26.99—Unverified
4WGWSNetAverage PSNR (dB)26.96—Unverified
5DGUNetAverage PSNR (dB)26.92—Unverified
6OKNetAverage PSNR (dB)26.33—Unverified
7MIRNetAverage PSNR (dB)25.97—Unverified
8PromptIRAverage PSNR (dB)25.9—Unverified
9MPRNetAverage PSNR (dB)25.47—Unverified
10MIRNetv2Average PSNR (dB)25.37—Unverified
#ModelMetricClaimedVerifiedStatus
1ESDNet-LPSNR22.42—Unverified
2ESDNetPSNR22.12—Unverified
#ModelMetricClaimedVerifiedStatus
1730L37—Unverified