| GAURA: Generalizable Approach for Unified Restoration and Rendering of Arbitrary Views | Jul 11, 2024 | DeblurringImage Generation | CodeCode Available | 1 |
| Task Adaptive Network for Image Restoration With Combined Degradation Factors | Feb 15, 2022 | Image RestorationRain Removal | CodeCode Available | 1 |
| Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey | May 22, 2025 | DeblurringDeep Learning | CodeCode Available | 1 |
| A Mountain-Shaped Single-Stage Network for Accurate Image Restoration | May 9, 2023 | DeblurringDecoder | CodeCode Available | 1 |
| GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather Conditions | May 29, 2023 | Image RestorationRain Removal | CodeCode Available | 1 |
| Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed Images | Oct 9, 2020 | Image DehazingImage Generation | CodeCode Available | 1 |
| Towards Ultra-High-Definition Image Deraining: A Benchmark and An Efficient Method | May 27, 2024 | 4kImage Reconstruction | CodeCode Available | 1 |
| TPSeNCE: Towards Artifact-Free Realistic Rain Generation for Deraining and Object Detection in Rain | Nov 1, 2023 | Contrastive LearningImage-to-Image Translation | CodeCode Available | 1 |
| Channel Consistency Prior and Self-Reconstruction Strategy Based Unsupervised Image Deraining | Mar 24, 2025 | Rain Removal | CodeCode Available | 1 |
| Uformer: A General U-Shaped Transformer for Image Restoration | Jun 6, 2021 | DeblurringDecoder | CodeCode Available | 1 |
| Exploiting Regional Information Transformer for Single Image Deraining | Feb 25, 2024 | Image ReconstructionRain Removal | CodeCode Available | 1 |
| IRNeXt: Rethinking Convolutional Network Design for Image Restoration | Apr 24, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 |
| LIR: A Lightweight Baseline for Image Restoration | Feb 2, 2024 | DeblurringDenoising | CodeCode Available | 1 |
| Mixed Hierarchy Network for Image Restoration | Feb 19, 2023 | DeblurringDecoder | CodeCode Available | 1 |
| Single Image Deraining Network with Rain Embedding Consistency and Layered LSTM | Nov 5, 2021 | DecoderRain Removal | CodeCode Available | 1 |
| Direction-aware Feature-level Frequency Decomposition for Single Image Deraining | Jun 15, 2021 | Rain RemovalSingle Image Deraining | —Unverified | 0 |
| Boosting Image Restoration via Priors from Pre-trained Models | Mar 11, 2024 | DeblurringDenoising | —Unverified | 0 |
| An End-to-End Cascaded Image Deraining and Object Detection Neural Network | Feb 23, 2022 | Objectobject-detection | —Unverified | 0 |
| Directing Mamba to Complex Textures: An Efficient Texture-Aware State Space Model for Image Restoration | Jan 27, 2025 | 4k8k | —Unverified | 0 |
| A Deep Tree-Structured Fusion Model for Single Image Deraining | Nov 21, 2018 | Rain RemovalSingle Image Deraining | —Unverified | 0 |
| Image Deraining via Self-supervised Reinforcement Learning | Mar 27, 2024 | DenoisingDictionary Learning | —Unverified | 0 |
| Image Deraining and Denoising Convolutional Neural Network ForAutonomous Driving | Sep 15, 2021 | Autonomous VehiclesDecision Making | —Unverified | 0 |
| Bi-Noising Diffusion: Towards Conditional Diffusion Models with Generative Restoration Priors | Dec 14, 2022 | ColorizationRain Removal | —Unverified | 0 |
| Depth-Attentional Features for Single-Image Rain Removal | Jun 1, 2019 | Rain RemovalSingle Image Deraining | —Unverified | 0 |
| An Effective Two-Branch Model-Based Deep Network for Single Image Deraining | May 14, 2019 | Autonomous DrivingRain Removal | —Unverified | 0 |
