| FreqMamba: Viewing Mamba from a Frequency Perspective for Image Deraining | Apr 15, 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 |
| Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image Restoration | Jan 1, 2024 | Image RestorationRaindrop Removal | CodeCode Available | 2 |
| Controlling Vision-Language Models for Multi-Task Image Restoration | Oct 2, 2023 | Image DehazingImage Denoising | CodeCode Available | 2 |
| PromptIR: Prompting for All-in-One Blind Image Restoration | Jun 22, 2023 | AllBlind All-in-One Image Restoration | CodeCode Available | 2 |
| Learning A Sparse Transformer Network for Effective Image Deraining | Mar 21, 2023 | Image ReconstructionImage Restoration | CodeCode Available | 2 |
| KBNet: Kernel Basis Network for Image Restoration | Mar 6, 2023 | Color Image DenoisingDeblurring | CodeCode Available | 2 |
| Image Restoration with Mean-Reverting Stochastic Differential Equations | Jan 27, 2023 | DeblurringDenoising | CodeCode Available | 2 |
| Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models | Jul 29, 2022 | DenoisingImage Restoration | CodeCode Available | 2 |
| Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey | May 22, 2025 | DeblurringDeep Learning | CodeCode Available | 1 |
