| TDiR: Transformer based Diffusion for Image Restoration Tasks | Jun 25, 2025 | DenoisingImage Enhancement | —Unverified | 0 |
| Semi-Supervised State-Space Model with Dynamic Stacking Filter for Real-World Video Deraining | May 22, 2025 | object-detectionObject Detection | —Unverified | 0 |
| Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey | May 22, 2025 | DeblurringDeep Learning | CodeCode Available | 1 |
| Degradation-Aware Feature Perturbation for All-in-One Image Restoration | May 19, 2025 | AllDeblurring | CodeCode Available | 2 |
| Unsupervised Raindrop Removal from a Single Image using Conditional Diffusion Models | May 13, 2025 | Generative Adversarial NetworkImage Inpainting | CodeCode Available | 0 |
| PRE-Mamba: A 4D State Space Model for Ultra-High-Frequent Event Camera Deraining | May 8, 2025 | Computational EfficiencyMamba | —Unverified | 0 |
| Image Restoration via Multi-domain Learning | May 7, 2025 | Cloud RemovalDeblurring | CodeCode Available | 1 |
| 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 |
| SpikeDerain: Unveiling Clear Videos from Rainy Sequences Using Color Spike Streams | Mar 26, 2025 | Rain RemovalVideo deraining | —Unverified | 0 |
