| Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image Restoration | Jan 1, 2024 | Image RestorationRaindrop Removal | CodeCode Available | 2 |
| Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration | Jun 26, 2024 | Contrastive LearningDeblurring | CodeCode Available | 2 |
| Degradation-Aware Feature Perturbation for All-in-One Image Restoration | May 19, 2025 | AllDeblurring | CodeCode Available | 2 |
| Learning A Sparse Transformer Network for Effective Image Deraining | Mar 21, 2023 | Image ReconstructionImage Restoration | CodeCode Available | 2 |
| AllWeatherNet:Unified Image Enhancement for Autonomous Driving under Adverse Weather and Lowlight-conditions | Sep 3, 2024 | Autonomous DrivingDeep Attention | CodeCode Available | 2 |
| Content-Aware Transformer for All-in-one Image Restoration | Apr 7, 2025 | AllImage Restoration | CodeCode Available | 2 |
| Image Restoration with Mean-Reverting Stochastic Differential Equations | Jan 27, 2023 | DeblurringDenoising | CodeCode Available | 2 |
| EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture Models | Oct 30, 2024 | DeblurringEnsemble Learning | CodeCode Available | 2 |
| A Hybrid Transformer-Mamba Network for Single Image Deraining | Aug 31, 2024 | MambaRain Removal | CodeCode Available | 2 |
| Dynamic Pre-training: Towards Efficient and Scalable All-in-One Image Restoration | Apr 2, 2024 | AllDecoder | CodeCode Available | 2 |
