| Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey | May 22, 2025 | DeblurringDeep Learning | CodeCode Available | 1 | 5 |
| Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed Images | Oct 9, 2020 | Image DehazingImage Generation | CodeCode Available | 1 | 5 |
| HQ-50K: A Large-scale, High-quality Dataset for Image Restoration | Jun 8, 2023 | DenoisingDiversity | CodeCode Available | 1 | 5 |
| ContourletNet: A Generalized Rain Removal Architecture Using Multi-Direction Hierarchical Representation | Nov 25, 2021 | Rain Removal | CodeCode Available | 1 | 5 |
| From Sky to the Ground: A Large-scale Benchmark and Simple Baseline Towards Real Rain Removal | Aug 7, 2023 | DiversityRain Removal | CodeCode Available | 1 | 5 |
| Magic ELF: Image Deraining Meets Association Learning and Transformer | Jul 21, 2022 | Rain Removal | CodeCode Available | 1 | 5 |
| DerainCycleGAN: Rain Attentive CycleGAN for Single Image Deraining and Rainmaking | Dec 15, 2019 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 | 5 |
| Detail-recovery Image Deraining via Context Aggregation Networks | Jun 1, 2020 | Rain Removal | CodeCode Available | 1 | 5 |
| Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image Restoration | Mar 26, 2025 | DenoisingImage Restoration | CodeCode Available | 1 | 5 |
| Blind Image Decomposition | Aug 25, 2021 | Rain Removal | CodeCode Available | 1 | 5 |
| Mixed Hierarchy Network for Image Restoration | Feb 19, 2023 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| Learning from History: Task-agnostic Model Contrastive Learning for Image Restoration | Sep 12, 2023 | Contrastive LearningImage Dehazing | CodeCode Available | 1 | 5 |
| Exploring the potential of channel interactions for image restoration | Dec 20, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Flexible Diffusion Modeling of Long Videos | May 23, 2022 | Autonomous DrivingDenoising | CodeCode Available | 1 | 5 |
| Explore Internal and External Similarity for Single Image Deraining with Graph Neural Networks | Jun 2, 2024 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 | 5 |
| Learning Rain Location Prior for Nighttime Deraining | Jan 1, 2023 | Rain Removal | CodeCode Available | 1 | 5 |
| Joint multi-dimensional dynamic attention and transformer for general image restoration | Nov 12, 2024 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| Enhanced Spatio-Temporal Interaction Learning for Video Deraining: A Faster and Better Framework | Mar 23, 2021 | Rain RemovalVideo deraining | CodeCode Available | 1 | 5 |
| Joint Self-Attention and Scale-Aggregation for Self-Calibrated Deraining Network | Aug 6, 2020 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 | 5 |
| DRT: A Lightweight Single Image Deraining Recursive Transformer | Apr 25, 2022 | Image RestorationRain Removal | CodeCode Available | 1 | 5 |
| CLEARER: Multi-Scale Neural Architecture Search for Image Restoration | Dec 1, 2020 | DenoisingGPU | CodeCode Available | 1 | 5 |
| EfficientDeRain: Learning Pixel-wise Dilation Filtering for High-Efficiency Single-Image Deraining | Sep 19, 2020 | Data AugmentationRain Removal | CodeCode Available | 1 | 5 |
| Conditional Variational Image Deraining | Apr 23, 2020 | Density EstimationRain Removal | CodeCode Available | 1 | 5 |
| Exploring Overcomplete Representations for Single Image Deraining using CNNs | Oct 20, 2020 | DecoderRain Removal | CodeCode Available | 1 | 5 |
| Channel Consistency Prior and Self-Reconstruction Strategy Based Unsupervised Image Deraining | Mar 24, 2025 | Rain Removal | CodeCode Available | 1 | 5 |
