| Learning A Sparse Transformer Network for Effective Image Deraining | Mar 21, 2023 | Image ReconstructionImage Restoration | CodeCode Available | 2 |
| KBNet: Kernel Basis Network for Image Restoration | Mar 6, 2023 | Color Image DenoisingDeblurring | CodeCode Available | 2 |
| Image Restoration with Mean-Reverting Stochastic Differential Equations | Jan 27, 2023 | DeblurringDenoising | CodeCode Available | 2 |
| Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models | Jul 29, 2022 | DenoisingImage Restoration | CodeCode Available | 2 |
| Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey | May 22, 2025 | DeblurringDeep Learning | CodeCode Available | 1 |
| Image Restoration via Multi-domain Learning | May 7, 2025 | Cloud RemovalDeblurring | CodeCode Available | 1 |
| 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 |
| A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse Artifacts | Jan 1, 2025 | Image RestorationRain Removal | CodeCode Available | 1 |
| Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation | Dec 20, 2024 | DenoisingImage Denoising | CodeCode Available | 1 |
| Joint multi-dimensional dynamic attention and transformer for general image restoration | Nov 12, 2024 | DeblurringDecoder | CodeCode Available | 1 |
| GAURA: Generalizable Approach for Unified Restoration and Rendering of Arbitrary Views | Jul 11, 2024 | DeblurringImage Generation | CodeCode Available | 1 |
| Ultra-High-Definition Image Restoration: New Benchmarks and A Dual Interaction Prior-Driven Solution | Jun 19, 2024 | 4kDeblurring | CodeCode Available | 1 |
| Explore Internal and External Similarity for Single Image Deraining with Graph Neural Networks | Jun 2, 2024 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 |
| Towards Ultra-High-Definition Image Deraining: A Benchmark and An Efficient Method | May 27, 2024 | 4kImage Reconstruction | CodeCode Available | 1 |
| Image Deraining with Frequency-Enhanced State Space Model | May 26, 2024 | modelRain Removal | CodeCode Available | 1 |
| Exploiting Regional Information Transformer for Single Image Deraining | Feb 25, 2024 | Image ReconstructionRain Removal | CodeCode Available | 1 |
| UAV-Rain1k: A Benchmark for Raindrop Removal from UAV Aerial Imagery | Feb 8, 2024 | Dataset GenerationRaindrop Removal | CodeCode Available | 1 |
| LIR: A Lightweight Baseline for Image Restoration | Feb 2, 2024 | DeblurringDenoising | CodeCode Available | 1 |
| Improving Image Restoration through Removing Degradations in Textual Representations | Dec 28, 2023 | DeblurringDenoising | CodeCode Available | 1 |
| Exploring the potential of channel interactions for image restoration | Dec 20, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 |
| Image Restoration Through Generalized Ornstein-Uhlenbeck Bridge | Dec 16, 2023 | Image InpaintingImage Restoration | CodeCode Available | 1 |
| Textual Prompt Guided Image Restoration | Dec 11, 2023 | DenoisingImage Restoration | CodeCode Available | 1 |
| Prompt-In-Prompt Learning for Universal Image Restoration | Dec 8, 2023 | DeblurringDenoising | CodeCode Available | 1 |
| Image Restoration via Frequency Selection | Nov 6, 2023 | DeblurringDenoising | CodeCode Available | 1 |
