| InstructIR: High-Quality Image Restoration Following Human Instructions | Jan 29, 2024 | DeblurringDenoising | CodeCode Available | 4 | 5 |
| MAXIM: Multi-Axis MLP for Image Processing | Jan 9, 2022 | DeblurringDenoising | CodeCode Available | 3 | 5 |
| Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation | Jun 30, 2024 | AllDeblurring | CodeCode Available | 3 | 5 |
| OneRestore: A Universal Restoration Framework for Composite Degradation | Jul 5, 2024 | Image DehazingImage Restoration | CodeCode Available | 3 | 5 |
| VmambaIR: Visual State Space Model for Image Restoration | Mar 18, 2024 | DenoisingImage Restoration | CodeCode Available | 3 | 5 |
| Bidirectional Multi-Scale Implicit Neural Representations for Image Deraining | Apr 2, 2024 | Image ReconstructionRain Removal | CodeCode Available | 3 | 5 |
| AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation | Mar 21, 2024 | AllBlind All-in-One Image Restoration | CodeCode Available | 3 | 5 |
| Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image Restoration | Jan 1, 2024 | Image RestorationRaindrop Removal | CodeCode Available | 2 | 5 |
| Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration | Jun 26, 2024 | Contrastive LearningDeblurring | CodeCode Available | 2 | 5 |
| A Hybrid Transformer-Mamba Network for Single Image Deraining | Aug 31, 2024 | MambaRain Removal | CodeCode Available | 2 | 5 |
