| Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey | May 22, 2025 | DeblurringDeep Learning | 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 |
| Magic ELF: Image Deraining Meets Association Learning and Transformer | Jul 21, 2022 | Rain Removal | CodeCode Available | 1 |
| Joint multi-dimensional dynamic attention and transformer for general image restoration | Nov 12, 2024 | DeblurringDecoder | 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 |
| DerainCycleGAN: Rain Attentive CycleGAN for Single Image Deraining and Rainmaking | Dec 15, 2019 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 |
| Detail-recovery Image Deraining via Context Aggregation Networks | Jun 1, 2020 | Rain Removal | CodeCode Available | 1 |
| Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image Restoration | Mar 26, 2025 | DenoisingImage Restoration | CodeCode Available | 1 |
| Blind Image Decomposition | Aug 25, 2021 | Rain Removal | CodeCode Available | 1 |
| HQ-50K: A Large-scale, High-quality Dataset for Image Restoration | Jun 8, 2023 | DenoisingDiversity | CodeCode Available | 1 |
| EfficientDeRain: Learning Pixel-wise Dilation Filtering for High-Efficiency Single-Image Deraining | Sep 19, 2020 | Data AugmentationRain Removal | CodeCode Available | 1 |
| Image Deraining with Frequency-Enhanced State Space Model | May 26, 2024 | modelRain Removal | CodeCode Available | 1 |
| Image Restoration via Multi-domain Learning | May 7, 2025 | Cloud RemovalDeblurring | CodeCode Available | 1 |
| From Rain Generation to Rain Removal | Aug 8, 2020 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 |
| DRT: A Lightweight Single Image Deraining Recursive Transformer | Apr 25, 2022 | Image RestorationRain Removal | CodeCode Available | 1 |
| CLEARER: Multi-Scale Neural Architecture Search for Image Restoration | Dec 1, 2020 | DenoisingGPU | CodeCode Available | 1 |
| Flexible Diffusion Modeling of Long Videos | May 23, 2022 | Autonomous DrivingDenoising | CodeCode Available | 1 |
| From Sky to the Ground: A Large-scale Benchmark and Simple Baseline Towards Real Rain Removal | Aug 7, 2023 | DiversityRain 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 |
| GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather Conditions | May 29, 2023 | Image RestorationRain Removal | CodeCode Available | 1 |
| Conditional Variational Image Deraining | Apr 23, 2020 | Density EstimationRain Removal | CodeCode Available | 1 |
| HINet: Half Instance Normalization Network for Image Restoration | May 13, 2021 | DeblurringDenoising | CodeCode Available | 1 |
| Channel Consistency Prior and Self-Reconstruction Strategy Based Unsupervised Image Deraining | Mar 24, 2025 | Rain Removal | CodeCode Available | 1 |
