| TDiR: Transformer based Diffusion for Image Restoration Tasks | Jun 25, 2025 | DenoisingImage Enhancement | —Unverified | 0 |
| Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey | May 22, 2025 | DeblurringDeep Learning | CodeCode Available | 1 |
| Semi-Supervised State-Space Model with Dynamic Stacking Filter for Real-World Video Deraining | May 22, 2025 | object-detectionObject Detection | —Unverified | 0 |
| 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 |
| Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image Restoration | Mar 26, 2025 | DenoisingImage Restoration | CodeCode Available | 1 |
| Channel Consistency Prior and Self-Reconstruction Strategy Based Unsupervised Image Deraining | Mar 24, 2025 | Rain Removal | CodeCode Available | 1 |
| Vision-Language Gradient Descent-driven All-in-One Deep Unfolding Networks | Mar 21, 2025 | AllImage Restoration | —Unverified | 0 |
| Iterative Optimal Attention and Local Model for Single Image Rain Streak Removal | Mar 20, 2025 | Image ReconstructionRain Removal | CodeCode Available | 0 |
| Intra and Inter Parser-Prompted Transformers for Effective Image Restoration | Mar 18, 2025 | DeblurringImage Restoration | CodeCode Available | 0 |
| High-resolution Rainy Image Synthesis: Learning from Rendering | Feb 23, 2025 | Image GenerationRain Removal | CodeCode Available | 0 |
| Directing Mamba to Complex Textures: An Efficient Texture-Aware State Space Model for Image Restoration | Jan 27, 2025 | 4k8k | —Unverified | 0 |
| Soft Knowledge Distillation with Multi-Dimensional Cross-Net Attention for Image Restoration Models Compression | Jan 16, 2025 | Contrastive LearningDeblurring | —Unverified | 0 |
| MB-TaylorFormer V2: Improved Multi-branch Linear Transformer Expanded by Taylor Formula for Image Restoration | Jan 8, 2025 | DeblurringDenoising | CodeCode Available | 2 |
| A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse Artifacts | Jan 1, 2025 | Image RestorationRain Removal | CodeCode Available | 1 |
| Leveraging Scene Geometry and Depth Information for Robust Image Deraining | Dec 27, 2024 | Autonomous Vehiclesobject-detection | —Unverified | 0 |
| Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation | Dec 20, 2024 | DenoisingImage Denoising | CodeCode Available | 1 |
| Unsupervised Network for Single Image Raindrop Removal | Dec 4, 2024 | Raindrop RemovalRain Removal | —Unverified | 0 |
| Joint multi-dimensional dynamic attention and transformer for general image restoration | Nov 12, 2024 | DeblurringDecoder | CodeCode Available | 1 |
| End-to-end Inception-Unet based Generative Adversarial Networks for Snow and Rain Removals | Nov 7, 2024 | Deep LearningRain Removal | —Unverified | 0 |