| MAXIM: Multi-Axis MLP for Image Processing | Jan 9, 2022 | DeblurringDenoising | CodeCode Available | 3 |
| A Hybrid Transformer-Mamba Network for Single Image Deraining | Aug 31, 2024 | MambaRain Removal | CodeCode Available | 2 |
| Controlling Vision-Language Models for Multi-Task Image Restoration | Oct 2, 2023 | Image DehazingImage Denoising | CodeCode Available | 2 |
| KBNet: Kernel Basis Network for Image Restoration | Mar 6, 2023 | Color Image DenoisingDeblurring | CodeCode Available | 2 |
| Image Restoration with Mean-Reverting Stochastic Differential Equations | Jan 27, 2023 | DeblurringDenoising | CodeCode Available | 2 |
| Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models | Jul 29, 2022 | DenoisingImage Restoration | CodeCode Available | 2 |
| Forward-only Diffusion Probabilistic Models | May 22, 2025 | Conditional Image GenerationImage Dehazing | CodeCode Available | 1 |
| Unified Image Restoration and Enhancement: Degradation Calibrated Cycle Reconstruction Diffusion Model | Dec 19, 2024 | DenoisingImage Deblurring | CodeCode Available | 1 |
| Explore Internal and External Similarity for Single Image Deraining with Graph Neural Networks | Jun 2, 2024 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 |
| Exploiting Regional Information Transformer for Single Image Deraining | Feb 25, 2024 | Image ReconstructionRain Removal | CodeCode Available | 1 |
| Exploring the potential of channel interactions for image restoration | Dec 20, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 |
| Image Restoration Through Generalized Ornstein-Uhlenbeck Bridge | Dec 16, 2023 | Image InpaintingImage Restoration | CodeCode Available | 1 |
| Resfusion: Denoising Diffusion Probabilistic Models for Image Restoration Based on Prior Residual Noise | Nov 25, 2023 | DenoisingImage Generation | CodeCode Available | 1 |
| Prompt-based Ingredient-Oriented All-in-One Image Restoration | Sep 6, 2023 | AllDeblurring | CodeCode Available | 1 |
| From Sky to the Ground: A Large-scale Benchmark and Simple Baseline Towards Real Rain Removal | Aug 7, 2023 | DiversityRain Removal | CodeCode Available | 1 |
| ProRes: Exploring Degradation-aware Visual Prompt for Universal Image Restoration | Jun 23, 2023 | DeblurringDenoising | CodeCode Available | 1 |
| A Mountain-Shaped Single-Stage Network for Accurate Image Restoration | May 9, 2023 | DeblurringDecoder | CodeCode Available | 1 |
| Selective Frequency Network for Image Restoration | Apr 13, 2023 | DeblurringImage Defocus Deblurring | CodeCode Available | 1 |
| Mixed Hierarchy Network for Image Restoration | Feb 19, 2023 | DeblurringDecoder | CodeCode Available | 1 |
| Not Just Streaks: Towards Ground Truth for Single Image Deraining | Jun 22, 2022 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 |
| Toward Real-world Single Image Deraining: A New Benchmark and Beyond | Jun 11, 2022 | Domain GeneralizationImage Restoration | CodeCode Available | 1 |
| DRT: A Lightweight Single Image Deraining Recursive Transformer | Apr 25, 2022 | Image RestorationRain Removal | CodeCode Available | 1 |
| Task Adaptive Network for Image Restoration With Combined Degradation Factors | Feb 15, 2022 | Image RestorationRain Removal | CodeCode Available | 1 |
| On Representation Learning with Feedback | Feb 15, 2022 | Rain RemovalRepresentation Learning | CodeCode Available | 1 |
| Uncertainty-Aware Cascaded Dilation Filtering for High-Efficiency Deraining | Jan 7, 2022 | Data AugmentationRain Removal | CodeCode Available | 1 |
