| Rethinking Image Deraining via Rain Streaks and Vapors | Aug 3, 2020 | Image GenerationImage Restoration | CodeCode Available | 1 |
| MCW-Net: Single Image Deraining with Multi-level Connections and Wide Regional Non-local Blocks | Sep 29, 2020 | DecoderRain 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 |
| Prompt-In-Prompt Learning for Universal Image Restoration | Dec 8, 2023 | DeblurringDenoising | 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 |
| Channel Consistency Prior and Self-Reconstruction Strategy Based Unsupervised Image Deraining | Mar 24, 2025 | Rain Removal | CodeCode Available | 1 |
| Pre-Trained Image Processing Transformer | Dec 1, 2020 | Color Image DenoisingContrastive Learning | CodeCode Available | 1 |
| Exploiting Regional Information Transformer for Single Image Deraining | Feb 25, 2024 | Image ReconstructionRain Removal | CodeCode Available | 1 |
| Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation | Dec 20, 2024 | DenoisingImage Denoising | 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 |
| On Representation Learning with Feedback | Feb 15, 2022 | Rain RemovalRepresentation Learning | CodeCode Available | 1 |
| Task Adaptive Network for Image Restoration With Combined Degradation Factors | Feb 15, 2022 | Image RestorationRain Removal | CodeCode Available | 1 |
| Conditional Variational Image Deraining | Apr 23, 2020 | Density EstimationRain Removal | CodeCode Available | 1 |
| An End-to-End Cascaded Image Deraining and Object Detection Neural Network | Feb 23, 2022 | Objectobject-detection | —Unverified | 0 |
| Boosting Image Restoration via Priors from Pre-trained Models | Mar 11, 2024 | DeblurringDenoising | —Unverified | 0 |
| A Deep Tree-Structured Fusion Model for Single Image Deraining | Nov 21, 2018 | Rain RemovalSingle Image Deraining | —Unverified | 0 |
| Directing Mamba to Complex Textures: An Efficient Texture-Aware State Space Model for Image Restoration | Jan 27, 2025 | 4k8k | —Unverified | 0 |
| Neural Compression-Based Feature Learning for Video Restoration | Mar 17, 2022 | DenoisingQuantization | —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 |
| Direction-aware Feature-level Frequency Decomposition for Single Image Deraining | Jun 15, 2021 | Rain RemovalSingle Image Deraining | —Unverified | 0 |
| IPT-V2: Efficient Image Processing Transformer using Hierarchical Attentions | Mar 31, 2024 | DeblurringDenoising | —Unverified | 0 |
| An Effective Two-Branch Model-Based Deep Network for Single Image Deraining | May 14, 2019 | Autonomous DrivingRain Removal | —Unverified | 0 |
| Networks are Slacking Off: Understanding Generalization Problem in Image Deraining | May 24, 2023 | Rain Removal | —Unverified | 0 |
| NightRain: Nighttime Video Deraining via Adaptive-Rain-Removal and Adaptive-Correction | Jan 1, 2024 | Rain RemovalVideo deraining | —Unverified | 0 |
| Beyond Monocular Deraining: Parallel Stereo Deraining Network Via Semantic Prior | May 9, 2021 | BenchmarkingRain Removal | —Unverified | 0 |
| Heavy Rain Face Image Restoration: Integrating Physical Degradation Model and Facial Component Guided Adversarial Learning | Apr 18, 2022 | Face ParsingImage Reconstruction | —Unverified | 0 |
| Deep Single Image Deraining Via Estimating Transmission and Atmospheric Light in rainy Scenes | Jun 22, 2019 | Rain RemovalSingle Image Deraining | —Unverified | 0 |
| Beyond Monocular Deraining: Stereo Image Deraining via Semantic Understanding | Aug 1, 2020 | BenchmarkingRain Removal | —Unverified | 0 |
| Multiple weather images restoration using the task transformer and adaptive mixup strategy | Sep 5, 2024 | Autonomous DrivingRain Removal | —Unverified | 0 |
| GT-Rain Single Image Deraining Challenge Report | Mar 18, 2024 | Rain RemovalSingle Image Deraining | —Unverified | 0 |
| Gradient Information Guided Deraining with A Novel Network and Adversarial Training | Oct 9, 2019 | Rain Removal | —Unverified | 0 |
| GLMHA A Guided Low-rank Multi-Head Self-Attention for Efficient Image Restoration and Spectral Reconstruction | Oct 1, 2024 | DeblurringImage Restoration | —Unverified | 0 |
| GIQE: Generic Image Quality Enhancement via Nth Order Iterative Degradation | Jan 1, 2022 | Deblurringfeature selection | —Unverified | 0 |
| Deep joint rain and haze removal from single images | Jan 21, 2018 | Rain Removal | —Unverified | 0 |
| Gabor-guided transformer for single image deraining | Mar 12, 2024 | Rain RemovalSingle Image Deraining | —Unverified | 0 |
| Deep Adversarial Decomposition: A Unified Framework for Separating Superimposed Images | Jun 1, 2020 | Image Shadow RemovalRain Removal | —Unverified | 0 |
| Back-Projection Pipeline | Jan 25, 2021 | Raindrop RemovalRain Removal | —Unverified | 0 |
| Deep Image Deraining Via Intrinsic Rainy Image Priors and Multi-scale Auxiliary Decoding | Nov 25, 2019 | Rain Removal | —Unverified | 0 |
| A Coarse-to-Fine Multi-stream Hybrid Deraining Network for Single Image Deraining | Aug 28, 2019 | Rain RemovalSingle Image Deraining | —Unverified | 0 |
| Multi-Scale Representation Learning for Image Restoration with State-Space Model | Aug 19, 2024 | DenoisingImage Restoration | —Unverified | 0 |
| Non-local Channel Aggregation Network for Single Image Rain Removal | Mar 3, 2021 | Rain Removal | —Unverified | 0 |
| Decomposition Ascribed Synergistic Learning for Unified Image Restoration | Aug 1, 2023 | DeblurringDenoising | —Unverified | 0 |
| FourierMamba: Fourier Learning Integration with State Space Models for Image Deraining | May 29, 2024 | MambaRain 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 |
| Feature-Aligned Video Raindrop Removal with Temporal Constraints | May 29, 2022 | Optical Flow EstimationRaindrop Removal | —Unverified | 0 |