| EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture Models | Oct 30, 2024 | DeblurringEnsemble Learning | CodeCode Available | 2 |
| Learning Truncated Causal History Model for Video Restoration | Oct 4, 2024 | DeblurringDenoising | CodeCode Available | 2 |
| GLMHA A Guided Low-rank Multi-Head Self-Attention for Efficient Image Restoration and Spectral Reconstruction | Oct 1, 2024 | DeblurringImage Restoration | —Unverified | 0 |
| Power Line Aerial Image Restoration under dverse Weather: Datasets and Baselines | Sep 7, 2024 | Image DehazingImage Restoration | CodeCode Available | 0 |
| Multiple weather images restoration using the task transformer and adaptive mixup strategy | Sep 5, 2024 | Autonomous DrivingRain Removal | —Unverified | 0 |
| AllWeatherNet:Unified Image Enhancement for Autonomous Driving under Adverse Weather and Lowlight-conditions | Sep 3, 2024 | Autonomous DrivingDeep Attention | CodeCode Available | 2 |
| A Hybrid Transformer-Mamba Network for Single Image Deraining | Aug 31, 2024 | MambaRain Removal | CodeCode Available | 2 |
| Enhanced Control for Diffusion Bridge in Image Restoration | Aug 29, 2024 | DenoisingImage Restoration | CodeCode Available | 0 |
| A Preliminary Exploration Towards General Image Restoration | Aug 27, 2024 | DeblurringDenoising | —Unverified | 0 |
| Multi-Scale Representation Learning for Image Restoration with State-Space Model | Aug 19, 2024 | DenoisingImage Restoration | —Unverified | 0 |
| RainMamba: Enhanced Locality Learning with State Space Models for Video Deraining | Jul 31, 2024 | Optical Flow EstimationRain Removal | CodeCode Available | 2 |
| Unpaired Photo-realistic Image Deraining with Energy-informed Diffusion Model | Jul 24, 2024 | Rain Removal | —Unverified | 0 |
| Raindrop Clarity: A Dual-Focused Dataset for Day and Night Raindrop Removal | Jul 24, 2024 | Raindrop RemovalRain Removal | CodeCode Available | 2 |
| Adaptive Frequency Enhancement Network for Single Image Deraining | Jul 19, 2024 | Image EnhancementRain Removal | —Unverified | 0 |
| Cycle Contrastive Adversarial Learning for Unsupervised image Deraining | Jul 16, 2024 | Contrastive LearningGenerative Adversarial Network | —Unverified | 0 |
| GAURA: Generalizable Approach for Unified Restoration and Rendering of Arbitrary Views | Jul 11, 2024 | DeblurringImage Generation | CodeCode Available | 1 |
| 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 |
| Learning Frequency-Aware Dynamic Transformers for All-In-One Image Restoration | Jun 30, 2024 | AllDeblurring | —Unverified | 0 |
| Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration | Jun 26, 2024 | Contrastive LearningDeblurring | CodeCode Available | 2 |
| Revitalizing Convolutional Network for Image Restoration | Jun 25, 2024 | DeblurringImage Deblurring | CodeCode Available | 2 |
| Ultra-High-Definition Image Restoration: New Benchmarks and A Dual Interaction Prior-Driven Solution | Jun 19, 2024 | 4kDeblurring | CodeCode Available | 1 |
| Restorer: Removing Multi-Degradation with All-Axis Attention and Prompt Guidance | Jun 18, 2024 | AllDeblurring | CodeCode Available | 0 |
| MDeRainNet: An Efficient Neural Network for Rain Streak Removal from Macro-pixel Images | Jun 15, 2024 | Efficient Neural NetworkRain Removal | —Unverified | 0 |
| A Two-Stage Adverse Weather Semantic Segmentation Method for WeatherProof Challenge CVPR 2024 Workshop UG2+ | Jun 8, 2024 | Rain RemovalSegmentation | —Unverified | 0 |
