| MAXIM: Multi-Axis MLP for Image Processing | Jan 9, 2022 | DeblurringDenoising | CodeCode Available | 3 | 5 |
| Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models | Jul 29, 2022 | DenoisingImage Restoration | CodeCode Available | 2 | 5 |
| A Hybrid Transformer-Mamba Network for Single Image Deraining | Aug 31, 2024 | MambaRain Removal | CodeCode Available | 2 | 5 |
| Image Restoration with Mean-Reverting Stochastic Differential Equations | Jan 27, 2023 | DeblurringDenoising | CodeCode Available | 2 | 5 |
| KBNet: Kernel Basis Network for Image Restoration | Mar 6, 2023 | Color Image DenoisingDeblurring | CodeCode Available | 2 | 5 |
| Controlling Vision-Language Models for Multi-Task Image Restoration | Oct 2, 2023 | Image DehazingImage Denoising | CodeCode Available | 2 | 5 |
| Multi-Scale Progressive Fusion Network for Single Image Deraining | Mar 24, 2020 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 | 5 |
| Image Restoration Through Generalized Ornstein-Uhlenbeck Bridge | Dec 16, 2023 | Image InpaintingImage Restoration | CodeCode Available | 1 | 5 |
| Multi-Stage Progressive Image Restoration | Feb 4, 2021 | DeblurringDecoder | 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 |
| EfficientDeRain: Learning Pixel-wise Dilation Filtering for High-Efficiency Single-Image Deraining | Sep 19, 2020 | Data AugmentationRain Removal | CodeCode Available | 1 | 5 |
| A Mountain-Shaped Single-Stage Network for Accurate Image Restoration | May 9, 2023 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| Exploiting Regional Information Transformer for Single Image Deraining | Feb 25, 2024 | Image ReconstructionRain Removal | 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 |
| Forward-only Diffusion Probabilistic Models | May 22, 2025 | Conditional Image GenerationImage Dehazing | CodeCode Available | 1 | 5 |
| Exploring Overcomplete Representations for Single Image Deraining using CNNs | Oct 20, 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 |
| HINet: Half Instance Normalization Network for Image Restoration | May 13, 2021 | DeblurringDenoising | 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 |
| A Model-driven Deep Neural Network for Single Image Rain Removal | May 4, 2020 | Dictionary LearningRain Removal | CodeCode Available | 1 | 5 |
| DRT: A Lightweight Single Image Deraining Recursive Transformer | Apr 25, 2022 | Image RestorationRain Removal | CodeCode Available | 1 | 5 |
| From Rain Generation to Rain Removal | Aug 8, 2020 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 | 5 |
| Exploring the potential of channel interactions for image restoration | Dec 20, 2023 | DeblurringImage Deblurring | 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 |
| Mixed Hierarchy Network for Image Restoration | Feb 19, 2023 | DeblurringDecoder | CodeCode Available | 1 | 5 |
