| 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 |
