| MCW-Net: Single Image Deraining with Multi-level Connections and Wide Regional Non-local Blocks | Sep 29, 2020 | DecoderRain Removal | CodeCode Available | 1 |
| Semi-Supervised Image Deraining using Gaussian Processes | Sep 25, 2020 | Gaussian ProcessesRain Removal | CodeCode Available | 1 |
| EfficientDeRain: Learning Pixel-wise Dilation Filtering for High-Efficiency Single-Image Deraining | Sep 19, 2020 | Data AugmentationRain Removal | CodeCode Available | 1 |
| From Rain Generation to Rain Removal | Aug 8, 2020 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 |
| Joint Self-Attention and Scale-Aggregation for Self-Calibrated Deraining Network | Aug 6, 2020 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 |
| Rethinking Image Deraining via Rain Streaks and Vapors | Aug 3, 2020 | Image GenerationImage Restoration | CodeCode Available | 1 |
| Wavelet-Based Dual-Branch Network for Image Demoireing | Jul 14, 2020 | DemoireImage Restoration | CodeCode Available | 1 |
| Syn2Real Transfer Learning for Image Deraining using Gaussian Processes | Jun 10, 2020 | Gaussian ProcessesRain Removal | CodeCode Available | 1 |
| Detail-recovery Image Deraining via Context Aggregation Networks | Jun 1, 2020 | Rain Removal | CodeCode Available | 1 |
| Self-Learning Video Rain Streak Removal: When Cyclic Consistency Meets Temporal Correspondence | Jun 1, 2020 | Motion EstimationRain Removal | CodeCode Available | 1 |
| PMHLD: Patch Map Based Hybrid Learning DehazeNet for Single Image Haze Removal | May 14, 2020 | Computational PhenotypingDenoising | CodeCode Available | 1 |
| A Model-driven Deep Neural Network for Single Image Rain Removal | May 4, 2020 | Dictionary LearningRain Removal | CodeCode Available | 1 |
| Conditional Variational Image Deraining | Apr 23, 2020 | Density EstimationRain Removal | CodeCode Available | 1 |
| Multi-Scale Progressive Fusion Network for Single Image Deraining | Mar 24, 2020 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 |
| DerainCycleGAN: Rain Attentive CycleGAN for Single Image Deraining and Rainmaking | Dec 15, 2019 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 |
| TDiR: Transformer based Diffusion for Image Restoration Tasks | Jun 25, 2025 | DenoisingImage Enhancement | —Unverified | 0 |
| Semi-Supervised State-Space Model with Dynamic Stacking Filter for Real-World Video Deraining | May 22, 2025 | object-detectionObject Detection | —Unverified | 0 |
| Unsupervised Raindrop Removal from a Single Image using Conditional Diffusion Models | May 13, 2025 | Generative Adversarial NetworkImage Inpainting | CodeCode Available | 0 |
| PRE-Mamba: A 4D State Space Model for Ultra-High-Frequent Event Camera Deraining | May 8, 2025 | Computational EfficiencyMamba | —Unverified | 0 |
| SpikeDerain: Unveiling Clear Videos from Rainy Sequences Using Color Spike Streams | Mar 26, 2025 | Rain RemovalVideo deraining | —Unverified | 0 |
| Vision-Language Gradient Descent-driven All-in-One Deep Unfolding Networks | Mar 21, 2025 | AllImage Restoration | —Unverified | 0 |
| Iterative Optimal Attention and Local Model for Single Image Rain Streak Removal | Mar 20, 2025 | Image ReconstructionRain Removal | CodeCode Available | 0 |
| Intra and Inter Parser-Prompted Transformers for Effective Image Restoration | Mar 18, 2025 | DeblurringImage Restoration | CodeCode Available | 0 |
| High-resolution Rainy Image Synthesis: Learning from Rendering | Feb 23, 2025 | Image GenerationRain Removal | CodeCode Available | 0 |
| Directing Mamba to Complex Textures: An Efficient Texture-Aware State Space Model for Image Restoration | Jan 27, 2025 | 4k8k | —Unverified | 0 |
| Soft Knowledge Distillation with Multi-Dimensional Cross-Net Attention for Image Restoration Models Compression | Jan 16, 2025 | Contrastive LearningDeblurring | —Unverified | 0 |
| Leveraging Scene Geometry and Depth Information for Robust Image Deraining | Dec 27, 2024 | Autonomous Vehiclesobject-detection | —Unverified | 0 |
| Unsupervised Network for Single Image Raindrop Removal | Dec 4, 2024 | Raindrop RemovalRain Removal | —Unverified | 0 |
| End-to-end Inception-Unet based Generative Adversarial Networks for Snow and Rain Removals | Nov 7, 2024 | Deep LearningRain 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 |
| 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 |
| 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 |
| Unpaired Photo-realistic Image Deraining with Energy-informed Diffusion Model | Jul 24, 2024 | Rain Removal | —Unverified | 0 |
| 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 |
| Learning Frequency-Aware Dynamic Transformers for All-In-One Image Restoration | Jun 30, 2024 | AllDeblurring | —Unverified | 0 |
| 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 |
| Imitating the Functionality of Image-to-Image Models Using a Single Example | Jun 2, 2024 | DeblurringDenoising | —Unverified | 0 |
| FourierMamba: Fourier Learning Integration with State Space Models for Image Deraining | May 29, 2024 | MambaRain Removal | —Unverified | 0 |
| Dual-Path Multi-Scale Transformer for High-Quality Image Deraining | May 28, 2024 | Image ReconstructionRain Removal | —Unverified | 0 |
| Harnessing Joint Rain-/Detail-aware Representations to Eliminate Intricate Rains | Apr 18, 2024 | Contrastive LearningRain Removal | CodeCode Available | 0 |
| Efficient Concertormer for Image Deblurring and Beyond | Apr 9, 2024 | DeblurringImage Deblurring | —Unverified | 0 |
| Specularity Factorization for Low-Light Enhancement | Apr 2, 2024 | DeblurringImage Enhancement | —Unverified | 0 |
| IPT-V2: Efficient Image Processing Transformer using Hierarchical Attentions | Mar 31, 2024 | DeblurringDenoising | —Unverified | 0 |
| Image Deraining via Self-supervised Reinforcement Learning | Mar 27, 2024 | DenoisingDictionary Learning | —Unverified | 0 |