| Content-Aware Transformer for All-in-one Image Restoration | Apr 7, 2025 | AllImage Restoration | CodeCode Available | 2 |
| KBNet: Kernel Basis Network for Image Restoration | Mar 6, 2023 | Color Image DenoisingDeblurring | CodeCode Available | 2 |
| RainMamba: Enhanced Locality Learning with State Space Models for Video Deraining | Jul 31, 2024 | Optical Flow EstimationRain Removal | CodeCode Available | 2 |
| Controlling Vision-Language Models for Multi-Task Image Restoration | Oct 2, 2023 | Image DehazingImage Denoising | CodeCode Available | 2 |
| Image Restoration via Multi-domain Learning | May 7, 2025 | Cloud RemovalDeblurring | CodeCode Available | 1 |
| Blind Image Decomposition | Aug 25, 2021 | Rain Removal | CodeCode Available | 1 |
| Image Restoration Through Generalized Ornstein-Uhlenbeck Bridge | Dec 16, 2023 | Image InpaintingImage Restoration | CodeCode Available | 1 |
| Image Restoration via Frequency Selection | Nov 6, 2023 | DeblurringDenoising | CodeCode Available | 1 |
| Improving Image Restoration through Removing Degradations in Textual Representations | Dec 28, 2023 | DeblurringDenoising | CodeCode Available | 1 |
| HINet: Half Instance Normalization Network for Image Restoration | May 13, 2021 | DeblurringDenoising | CodeCode Available | 1 |
| A Mountain-Shaped Single-Stage Network for Accurate Image Restoration | May 9, 2023 | DeblurringDecoder | CodeCode Available | 1 |
| HQ-50K: A Large-scale, High-quality Dataset for Image Restoration | Jun 8, 2023 | DenoisingDiversity | CodeCode Available | 1 |
| GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather Conditions | May 29, 2023 | Image RestorationRain Removal | CodeCode Available | 1 |
| A Model-driven Deep Neural Network for Single Image Rain Removal | May 4, 2020 | Dictionary LearningRain Removal | CodeCode Available | 1 |
| GAURA: Generalizable Approach for Unified Restoration and Rendering of Arbitrary Views | Jul 11, 2024 | DeblurringImage Generation | CodeCode Available | 1 |
| Image Deraining with Frequency-Enhanced State Space Model | May 26, 2024 | modelRain Removal | CodeCode Available | 1 |
| Exploring the potential of channel interactions for image restoration | Dec 20, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 |
| Exploring Overcomplete Representations for Single Image Deraining using CNNs | Oct 20, 2020 | DecoderRain Removal | CodeCode Available | 1 |
| From heavy rain removal to detail restoration: A faster and better network | May 7, 2022 | Rain Removal | CodeCode Available | 1 |
| Event-Aware Video Deraining via Multi-Patch Progressive Learning | May 10, 2023 | Rain RemovalVideo deraining | CodeCode Available | 1 |
| Flexible Diffusion Modeling of Long Videos | May 23, 2022 | Autonomous DrivingDenoising | CodeCode Available | 1 |
| ContourletNet: A Generalized Rain Removal Architecture Using Multi-Direction Hierarchical Representation | Nov 25, 2021 | Rain Removal | CodeCode Available | 1 |
| Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed Images | Oct 9, 2020 | Image DehazingImage Generation | CodeCode Available | 1 |
| A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse Artifacts | Jan 1, 2025 | Image RestorationRain Removal | CodeCode Available | 1 |
| Explore Internal and External Similarity for Single Image Deraining with Graph Neural Networks | Jun 2, 2024 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 |
