| InstructIR: High-Quality Image Restoration Following Human Instructions | Jan 29, 2024 | DeblurringDenoising | CodeCode Available | 4 |
| OneRestore: A Universal Restoration Framework for Composite Degradation | Jul 5, 2024 | Image DehazingImage Restoration | CodeCode Available | 3 |
| Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation | Jun 30, 2024 | AllDeblurring | CodeCode Available | 3 |
| Bidirectional Multi-Scale Implicit Neural Representations for Image Deraining | Apr 2, 2024 | Image ReconstructionRain Removal | CodeCode Available | 3 |
| AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation | Mar 21, 2024 | AllBlind All-in-One Image Restoration | CodeCode Available | 3 |
| VmambaIR: Visual State Space Model for Image Restoration | Mar 18, 2024 | DenoisingImage Restoration | CodeCode Available | 3 |
| MAXIM: Multi-Axis MLP for Image Processing | Jan 9, 2022 | DeblurringDenoising | CodeCode Available | 3 |
| Degradation-Aware Feature Perturbation for All-in-One Image Restoration | May 19, 2025 | AllDeblurring | CodeCode Available | 2 |
| NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results | Apr 17, 2025 | Raindrop RemovalRain Removal | CodeCode Available | 2 |
| Content-Aware Transformer for All-in-one Image Restoration | Apr 7, 2025 | AllImage Restoration | CodeCode Available | 2 |