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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 151–200 of 1459 papers

TitleStatusHype
A Regularization-Guided Equivariant Approach for Image RestorationCode1
Half Wavelet Attention on M-Net+ for Low-Light Image EnhancementCode1
Are Deep Neural Architectures Losing Information? Invertibility Is IndispensableCode1
Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image RestorationCode1
GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather ConditionsCode1
GroupCDL: Interpretable Denoising and Compressed Sensing MRI via Learned Group-Sparsity and Circulant AttentionCode1
Dynamic Attentive Graph Learning for Image RestorationCode1
Diffusion Priors for Variational Likelihood Estimation and Image DenoisingCode1
Deformable Kernel Networks for Joint Image FilteringCode1
DeFlow: Learning Complex Image Degradations from Unpaired Data with Conditional FlowsCode1
Deep Semantic Statistics Matching (D2SM) Denoising NetworkCode1
Degradation-Aware Self-Attention Based Transformer for Blind Image Super-ResolutionCode1
Graph Image Prior for Unsupervised Dynamic Cardiac Cine MRI ReconstructionCode1
Hierarchical Contrastive Learning for Pattern-Generalizable Image Corruption DetectionCode1
Image Restoration by Iterative Denoising and Backward ProjectionsCode1
Deep Optimal Transport: A Practical Algorithm for Photo-realistic Image RestorationCode1
A Preliminary Study for GPT-4o on Image RestorationCode1
Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image RestorationCode1
Deep Linear Array Pushbroom Image Restoration: A Degradation Pipeline and Jitter-Aware Restoration NetworkCode1
Boosting All-in-One Image Restoration via Self-Improved Privilege LearningCode1
Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed ImagesCode1
Deep Plug-and-Play Super-Resolution for Arbitrary Blur KernelsCode1
FriendNet: Detection-Friendly Dehazing NetworkCode1
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection StrategyCode1
Deep Random Projector: Accelerated Deep Image PriorCode1
From Rank Estimation to Rank Approximation: Rank Residual Constraint for Image RestorationCode1
Deep Convolutional Dictionary Learning for Image DenoisingCode1
Restore Anything Model via Efficient Degradation AdaptationCode1
Deep Equilibrium Diffusion Restoration with Parallel SamplingCode1
Deep Image Semantic Communication Model for Artificial Intelligent Internet of ThingsCode1
Deep Image PriorCode1
BokehOrNot: Transforming Bokeh Effect with Image Transformer and Lens Metadata EmbeddingCode1
Accelerating Multiframe Blind Deconvolution via Deep LearningCode1
Deep Generalized Unfolding Networks for Image RestorationCode1
A Practical Contrastive Learning Framework for Single-Image Super-ResolutionCode1
Deep Learning-Driven Ultra-High-Definition Image Restoration: A SurveyCode1
From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral PerspectiveCode1
Deep Plug-and-Play Prior for Hyperspectral Image RestorationCode1
Generating Aligned Pseudo-Supervision from Non-Aligned Data for Image Restoration in Under-Display CameraCode1
Decoupled Data Consistency with Diffusion Purification for Image RestorationCode1
Blind Inverse Gamma Correction with Maximized Differential EntropyCode1
Focal Network for Image RestorationCode1
DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen DomainsCode1
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and BetterCode1
Decoupling Degradations with Recurrent Network for Video Restoration in Under-Display CameraCode1
Forward-only Diffusion Probabilistic ModelsCode1
Data augmentation for deep learning based accelerated MRI reconstruction with limited dataCode1
DemosaicFormer: Coarse-to-Fine Demosaicing Network for HybridEVS CameraCode1
BlindDiff: Empowering Degradation Modelling in Diffusion Models for Blind Image Super-ResolutionCode1
DaLPSR: Leverage Degradation-Aligned Language Prompt for Real-World Image Super-ResolutionCode1
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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