| MAXIM: Multi-Axis MLP for Image Processing | Jan 9, 2022 | DeblurringDenoising | CodeCode Available | 3 | 5 |
| Controlling Vision-Language Models for Multi-Task Image Restoration | Oct 2, 2023 | Image DehazingImage Denoising | CodeCode Available | 2 | 5 |
| Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models | Jul 29, 2022 | DenoisingImage Restoration | CodeCode Available | 2 | 5 |
| KBNet: Kernel Basis Network for Image Restoration | Mar 6, 2023 | Color Image DenoisingDeblurring | CodeCode Available | 2 | 5 |
| Image Restoration with Mean-Reverting Stochastic Differential Equations | Jan 27, 2023 | DeblurringDenoising | CodeCode Available | 2 | 5 |
| A Hybrid Transformer-Mamba Network for Single Image Deraining | Aug 31, 2024 | MambaRain Removal | CodeCode Available | 2 | 5 |
| SAPNet: Segmentation-Aware Progressive Network for Perceptual Contrastive Deraining | Nov 17, 2021 | Contrastive LearningImage Restoration | CodeCode Available | 1 | 5 |
| Selective Frequency Network for Image Restoration | Apr 13, 2023 | DeblurringImage Defocus Deblurring | 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 |
| Explore Internal and External Similarity for Single Image Deraining with Graph Neural Networks | Jun 2, 2024 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 | 5 |
| Single Image Deraining Network with Rain Embedding Consistency and Layered LSTM | Nov 5, 2021 | DecoderRain Removal | CodeCode Available | 1 | 5 |
| Exploring Overcomplete Representations for Single Image Deraining using CNNs | Oct 20, 2020 | DecoderRain Removal | CodeCode Available | 1 | 5 |
| Exploring the potential of channel interactions for image restoration | Dec 20, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Forward-only Diffusion Probabilistic Models | May 22, 2025 | Conditional Image GenerationImage Dehazing | CodeCode Available | 1 | 5 |
| From Rain Generation to Rain Removal | Aug 8, 2020 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 | 5 |
| ProRes: Exploring Degradation-aware Visual Prompt for Universal Image Restoration | Jun 23, 2023 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| DRT: A Lightweight Single Image Deraining Recursive Transformer | Apr 25, 2022 | Image RestorationRain Removal | CodeCode Available | 1 | 5 |
| Resfusion: Denoising Diffusion Probabilistic Models for Image Restoration Based on Prior Residual Noise | Nov 25, 2023 | DenoisingImage Generation | CodeCode Available | 1 | 5 |
| Restormer: Efficient Transformer for High-Resolution Image Restoration | Nov 18, 2021 | Color Image DenoisingDeblurring | CodeCode Available | 1 | 5 |
| Rethinking Image Deraining via Rain Streaks and Vapors | Aug 3, 2020 | Image GenerationImage Restoration | CodeCode Available | 1 | 5 |
| Robust Representation Learning with Feedback for Single Image Deraining | Jan 29, 2021 | Rain RemovalRepresentation Learning | CodeCode Available | 1 | 5 |
| HINet: Half Instance Normalization Network for Image Restoration | May 13, 2021 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| Image Restoration Through Generalized Ornstein-Uhlenbeck Bridge | Dec 16, 2023 | Image InpaintingImage Restoration | 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 |
| MCW-Net: Single Image Deraining with Multi-level Connections and Wide Regional Non-local Blocks | Sep 29, 2020 | DecoderRain 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 |
| Mixed Hierarchy Network for Image Restoration | Feb 19, 2023 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| Multi-Scale Progressive Fusion Network for Single Image Deraining | Mar 24, 2020 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 | 5 |
| Multi-Stage Progressive Image Restoration | Feb 4, 2021 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| Exploiting Regional Information Transformer for Single Image Deraining | Feb 25, 2024 | Image ReconstructionRain Removal | CodeCode Available | 1 | 5 |
| On Representation Learning with Feedback | Feb 15, 2022 | Rain RemovalRepresentation Learning | CodeCode Available | 1 | 5 |
| A Mountain-Shaped Single-Stage Network for Accurate Image Restoration | May 9, 2023 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| PMHLD: Patch Map Based Hybrid Learning DehazeNet for Single Image Haze Removal | May 14, 2020 | Computational PhenotypingDenoising | CodeCode Available | 1 | 5 |
| Pre-Trained Image Processing Transformer | Dec 1, 2020 | Color Image DenoisingContrastive Learning | CodeCode Available | 1 | 5 |
| Prompt-based Ingredient-Oriented All-in-One Image Restoration | Sep 6, 2023 | AllDeblurring | CodeCode Available | 1 | 5 |
| RCDNet: An Interpretable Rain Convolutional Dictionary Network for Single Image Deraining | Jul 14, 2021 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 | 5 |
| Structure-Preserving Deraining with Residue Channel Prior Guidance | Aug 20, 2021 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 | 5 |
| Task Adaptive Network for Image Restoration With Combined Degradation Factors | Feb 15, 2022 | Image RestorationRain Removal | CodeCode Available | 1 | 5 |
| Toward Real-world Single Image Deraining: A New Benchmark and Beyond | Jun 11, 2022 | Domain GeneralizationImage Restoration | 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 |
| Not Just Streaks: Towards Ground Truth for Single Image Deraining | Jun 22, 2022 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 | 5 |
| TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditions | Nov 29, 2021 | AllDecoder | CodeCode Available | 1 | 5 |
| Uncertainty-Aware Cascaded Dilation Filtering for High-Efficiency Deraining | Jan 7, 2022 | Data AugmentationRain Removal | CodeCode Available | 1 | 5 |
| Unified Image Restoration and Enhancement: Degradation Calibrated Cycle Reconstruction Diffusion Model | Dec 19, 2024 | DenoisingImage Deblurring | CodeCode Available | 1 | 5 |
| A Model-driven Deep Neural Network for Single Image Rain Removal | May 4, 2020 | Dictionary LearningRain Removal | CodeCode Available | 1 | 5 |
| Spatial Attentive Single-Image Deraining with a High Quality Real Rain Dataset | Apr 2, 2019 | Rain RemovalSingle Image Deraining | CodeCode Available | 0 | 5 |
| Iterative Optimal Attention and Local Model for Single Image Rain Streak Removal | Mar 20, 2025 | Image ReconstructionRain Removal | CodeCode Available | 0 | 5 |
| Clearing the Skies: A deep network architecture for single-image rain removal | Sep 7, 2016 | Image EnhancementRain Removal | CodeCode Available | 0 | 5 |
| Semi-supervised Transfer Learning for Image Rain Removal | Jul 29, 2018 | Deep LearningRain Removal | CodeCode Available | 0 | 5 |
| Latent Degradation Representation Constraint for Single Image Deraining | Sep 9, 2023 | DecoderRain Removal | CodeCode Available | 0 | 5 |
