| Forward-only Diffusion Probabilistic Models | May 22, 2025 | Conditional Image GenerationImage Dehazing | CodeCode Available | 1 |
| Iterative Optimal Attention and Local Model for Single Image Rain Streak Removal | Mar 20, 2025 | Image ReconstructionRain Removal | CodeCode Available | 0 |
| Unified Image Restoration and Enhancement: Degradation Calibrated Cycle Reconstruction Diffusion Model | Dec 19, 2024 | DenoisingImage Deblurring | CodeCode Available | 1 |
| A Hybrid Transformer-Mamba Network for Single Image Deraining | Aug 31, 2024 | MambaRain Removal | CodeCode Available | 2 |
| 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 |
| Explore Internal and External Similarity for Single Image Deraining with Graph Neural Networks | Jun 2, 2024 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 |
| GT-Rain Single Image Deraining Challenge Report | Mar 18, 2024 | Rain RemovalSingle Image Deraining | —Unverified | 0 |
| Gabor-guided transformer for single image deraining | Mar 12, 2024 | Rain RemovalSingle Image Deraining | —Unverified | 0 |
| Exploiting Regional Information Transformer for Single Image Deraining | Feb 25, 2024 | Image ReconstructionRain Removal | CodeCode Available | 1 |
| DPAFNet:Dual Path Attention Fusion Network for Single Image Deraining | Jan 16, 2024 | Rain RemovalSingle Image Deraining | —Unverified | 0 |
| 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 |
| Controlling Vision-Language Models for Multi-Task Image Restoration | Oct 2, 2023 | Image DehazingImage Denoising | CodeCode Available | 2 |
| Latent Degradation Representation Constraint for Single Image Deraining | Sep 9, 2023 | DecoderRain Removal | CodeCode Available | 0 |
| Prompt-based Ingredient-Oriented All-in-One Image Restoration | Sep 6, 2023 | AllDeblurring | CodeCode Available | 1 |
| Learning Image Deraining Transformer Network with Dynamic Dual Self-Attention | Aug 15, 2023 | Image ReconstructionRain Removal | —Unverified | 0 |
| 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 Two-Stage Real Image Deraining Method for GT-RAIN Challenge CVPR 2023 Workshop UG^2+ Track 3 | May 13, 2023 | Image RestorationRain Removal | CodeCode Available | 0 |
| A Mountain-Shaped Single-Stage Network for Accurate Image Restoration | May 9, 2023 | DeblurringDecoder | CodeCode Available | 1 |
| Single Image Deraining via Feature-based Deep Convolutional Neural Network | May 3, 2023 | Rain RemovalSingle Image Deraining | —Unverified | 0 |
| Selective Frequency Network for Image Restoration | Apr 13, 2023 | DeblurringImage Defocus Deblurring | CodeCode Available | 1 |
| KBNet: Kernel Basis Network for Image Restoration | Mar 6, 2023 | Color Image DenoisingDeblurring | CodeCode Available | 2 |
