| InstructIR: High-Quality Image Restoration Following Human Instructions | Jan 29, 2024 | DeblurringDenoising | CodeCode Available | 4 | 5 |
| VmambaIR: Visual State Space Model for Image Restoration | Mar 18, 2024 | DenoisingImage Restoration | CodeCode Available | 3 | 5 |
| Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation | Jun 30, 2024 | AllDeblurring | CodeCode Available | 3 | 5 |
| AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation | Mar 21, 2024 | AllBlind All-in-One Image Restoration | CodeCode Available | 3 | 5 |
| MAXIM: Multi-Axis MLP for Image Processing | Jan 9, 2022 | DeblurringDenoising | CodeCode Available | 3 | 5 |
| OneRestore: A Universal Restoration Framework for Composite Degradation | Jul 5, 2024 | Image DehazingImage Restoration | CodeCode Available | 3 | 5 |
| Bidirectional Multi-Scale Implicit Neural Representations for Image Deraining | Apr 2, 2024 | Image ReconstructionRain Removal | CodeCode Available | 3 | 5 |
| Degradation-Aware Feature Perturbation for All-in-One Image Restoration | May 19, 2025 | AllDeblurring | CodeCode Available | 2 | 5 |
| Image Restoration with Mean-Reverting Stochastic Differential Equations | Jan 27, 2023 | DeblurringDenoising | CodeCode Available | 2 | 5 |
| Learning A Sparse Transformer Network for Effective Image Deraining | Mar 21, 2023 | Image ReconstructionImage Restoration | CodeCode Available | 2 | 5 |
| Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models | Jul 29, 2022 | DenoisingImage Restoration | CodeCode Available | 2 | 5 |
| Content-Aware Transformer for All-in-one Image Restoration | Apr 7, 2025 | AllImage Restoration | CodeCode Available | 2 | 5 |
| MB-TaylorFormer V2: Improved Multi-branch Linear Transformer Expanded by Taylor Formula for Image Restoration | Jan 8, 2025 | DeblurringDenoising | CodeCode Available | 2 | 5 |
| Learning A Spiking Neural Network for Efficient Image Deraining | May 10, 2024 | Image ReconstructionRain Removal | CodeCode Available | 2 | 5 |
| FreqMamba: Viewing Mamba from a Frequency Perspective for Image Deraining | Apr 15, 2024 | MambaRain Removal | CodeCode Available | 2 | 5 |
| A Hybrid Transformer-Mamba Network for Single Image Deraining | Aug 31, 2024 | MambaRain Removal | CodeCode Available | 2 | 5 |
| RainMamba: Enhanced Locality Learning with State Space Models for Video Deraining | Jul 31, 2024 | Optical Flow EstimationRain Removal | CodeCode Available | 2 | 5 |
| Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration | Jun 26, 2024 | Contrastive LearningDeblurring | CodeCode Available | 2 | 5 |
| NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results | Apr 17, 2025 | Raindrop RemovalRain Removal | CodeCode Available | 2 | 5 |
| Revitalizing Convolutional Network for Image Restoration | Jun 25, 2024 | DeblurringImage Deblurring | CodeCode Available | 2 | 5 |
| AllWeatherNet:Unified Image Enhancement for Autonomous Driving under Adverse Weather and Lowlight-conditions | Sep 3, 2024 | Autonomous DrivingDeep Attention | CodeCode Available | 2 | 5 |
| Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image Restoration | Jan 1, 2024 | Image RestorationRaindrop Removal | CodeCode Available | 2 | 5 |
| PromptIR: Prompting for All-in-One Blind Image Restoration | Jun 22, 2023 | AllBlind All-in-One Image Restoration | CodeCode Available | 2 | 5 |
| Learning Truncated Causal History Model for Video Restoration | Oct 4, 2024 | DeblurringDenoising | CodeCode Available | 2 | 5 |
| EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture Models | Oct 30, 2024 | DeblurringEnsemble Learning | CodeCode Available | 2 | 5 |
| Dynamic Pre-training: Towards Efficient and Scalable All-in-One Image Restoration | Apr 2, 2024 | AllDecoder | CodeCode Available | 2 | 5 |
| KBNet: Kernel Basis Network for Image Restoration | Mar 6, 2023 | Color Image DenoisingDeblurring | CodeCode Available | 2 | 5 |
| Raindrop Clarity: A Dual-Focused Dataset for Day and Night Raindrop Removal | Jul 24, 2024 | Raindrop RemovalRain Removal | CodeCode Available | 2 | 5 |
| Controlling Vision-Language Models for Multi-Task Image Restoration | Oct 2, 2023 | Image DehazingImage Denoising | CodeCode Available | 2 | 5 |
| Exploring the potential of channel interactions for image restoration | Dec 20, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Blind Image Decomposition | Aug 25, 2021 | Rain Removal | CodeCode Available | 1 | 5 |
| Flexible Diffusion Modeling of Long Videos | May 23, 2022 | Autonomous DrivingDenoising | CodeCode Available | 1 | 5 |
| Explore Internal and External Similarity for Single Image Deraining with Graph Neural Networks | Jun 2, 2024 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 | 5 |
| Exploring Overcomplete Representations for Single Image Deraining using CNNs | Oct 20, 2020 | DecoderRain Removal | CodeCode Available | 1 | 5 |
| Improving Image Restoration through Removing Degradations in Textual Representations | Dec 28, 2023 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| Enhanced Spatio-Temporal Interaction Learning for Video Deraining: A Faster and Better Framework | Mar 23, 2021 | Rain RemovalVideo deraining | CodeCode Available | 1 | 5 |
| A Mountain-Shaped Single-Stage Network for Accurate Image Restoration | May 9, 2023 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse Artifacts | Jan 1, 2025 | Image RestorationRain Removal | CodeCode Available | 1 | 5 |
| Event-Aware Video Deraining via Multi-Patch Progressive Learning | May 10, 2023 | Rain RemovalVideo deraining | CodeCode Available | 1 | 5 |
| A Model-driven Deep Neural Network for Single Image Rain Removal | May 4, 2020 | Dictionary LearningRain Removal | CodeCode Available | 1 | 5 |
| EfficientDeRain: Learning Pixel-wise Dilation Filtering for High-Efficiency Single-Image Deraining | Sep 19, 2020 | Data AugmentationRain Removal | CodeCode Available | 1 | 5 |
| DRT: A Lightweight Single Image Deraining Recursive Transformer | Apr 25, 2022 | Image RestorationRain Removal | CodeCode Available | 1 | 5 |
| Image Deraining with Frequency-Enhanced State Space Model | May 26, 2024 | modelRain Removal | CodeCode Available | 1 | 5 |
| Exploiting Regional Information Transformer for Single Image Deraining | Feb 25, 2024 | Image ReconstructionRain Removal | CodeCode Available | 1 | 5 |
| HINet: Half Instance Normalization Network for Image Restoration | May 13, 2021 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| HQ-50K: A Large-scale, High-quality Dataset for Image Restoration | Jun 8, 2023 | DenoisingDiversity | CodeCode Available | 1 | 5 |
| Image Restoration Through Generalized Ornstein-Uhlenbeck Bridge | Dec 16, 2023 | Image InpaintingImage Restoration | CodeCode Available | 1 | 5 |
| Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image Restoration | Mar 26, 2025 | DenoisingImage Restoration | CodeCode Available | 1 | 5 |
| GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather Conditions | May 29, 2023 | Image RestorationRain Removal | CodeCode Available | 1 | 5 |
| ContourletNet: A Generalized Rain Removal Architecture Using Multi-Direction Hierarchical Representation | Nov 25, 2021 | Rain Removal | CodeCode Available | 1 | 5 |
