| OneRestore: A Universal Restoration Framework for Composite Degradation | Jul 5, 2024 | Image DehazingImage Restoration | CodeCode Available | 3 | 5 |
| RobustSAM: Segment Anything Robustly on Degraded Images | Jun 13, 2024 | DeblurringImage Dehazing | CodeCode Available | 3 | 5 |
| MAXIM: Multi-Axis MLP for Image Processing | Jan 9, 2022 | DeblurringDenoising | CodeCode Available | 3 | 5 |
| Vision Transformers for Single Image Dehazing | Apr 8, 2022 | Image DehazingSingle Image Dehazing | CodeCode Available | 2 | 5 |
| RIDCP: Revitalizing Real Image Dehazing via High-Quality Codebook Priors | Apr 8, 2023 | Image DehazingVocal Bursts Intensity Prediction | CodeCode Available | 2 | 5 |
| U-shaped Vision Mamba for Single Image Dehazing | Feb 6, 2024 | Image DehazingImage Restoration | CodeCode Available | 2 | 5 |
| Real-world Image Dehazing with Coherence-based Pseudo Labeling and Cooperative Unfolding Network | Jun 12, 2024 | Image Dehazing | CodeCode Available | 2 | 5 |
| MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration | Dec 28, 2024 | DeblurringDenoising | CodeCode Available | 2 | 5 |
| Neural Preset for Color Style Transfer | Mar 23, 2023 | 4kColor Normalization | CodeCode Available | 2 | 5 |
| Omni-Kernel Network for Image Restoration | Mar 24, 2024 | DeblurringImage Defocus Deblurring | CodeCode Available | 2 | 5 |
| Improving Image Restoration by Revisiting Global Information Aggregation | Dec 8, 2021 | Color Image DenoisingDeblurring | CodeCode Available | 2 | 5 |
| Correlation Matching Transformation Transformers for UHD Image Restoration | Jun 2, 2024 | DeblurringImage Deblurring | CodeCode Available | 2 | 5 |
| Depth Information Assisted Collaborative Mutual Promotion Network for Single Image Dehazing | Mar 2, 2024 | Depth EstimationImage Dehazing | CodeCode Available | 2 | 5 |
| Controlling Vision-Language Models for Multi-Task Image Restoration | Oct 2, 2023 | Image DehazingImage Denoising | CodeCode Available | 2 | 5 |
| DehazeDCT: Towards Effective Non-Homogeneous Dehazing via Deformable Convolutional Transformer | Jun 12, 2024 | Image DehazingNonhomogeneous Image Dehazing | CodeCode Available | 2 | 5 |
| DEA-Net: Single image dehazing based on detail-enhanced convolution and content-guided attention | Jan 12, 2023 | Image Dehazing | CodeCode Available | 2 | 5 |
| Guided Real Image Dehazing using YCbCr Color Space | Dec 23, 2024 | Image Dehazing | CodeCode Available | 2 | 5 |
| Learning Hazing to Dehazing: Towards Realistic Haze Generation for Real-World Image Dehazing | Mar 25, 2025 | Image DehazingImage Generation | CodeCode Available | 2 | 5 |
| Degradation-Aware Feature Perturbation for All-in-One Image Restoration | May 19, 2025 | AllDeblurring | CodeCode Available | 2 | 5 |
| MB-TaylorFormer V2: Improved Multi-branch Linear Transformer Expanded by Taylor Formula for Image Restoration | Jan 8, 2025 | DeblurringDenoising | CodeCode Available | 2 | 5 |
| Dual-domain strip attention for image restoration | Mar 1, 2024 | DeblurringDenoising | CodeCode Available | 2 | 5 |
| A Semi-supervised Nighttime Dehazing Baseline with Spatial-Frequency Aware and Realistic Brightness Constraint | Mar 27, 2024 | Image DehazingPseudo Label | CodeCode Available | 2 | 5 |
| Refusion: Enabling Large-Size Realistic Image Restoration with Latent-Space Diffusion Models | Apr 17, 2023 | Bokeh Effect RenderingDenoising | CodeCode Available | 2 | 5 |
| Revitalizing Convolutional Network for Image Restoration | Jun 25, 2024 | DeblurringImage Deblurring | CodeCode Available | 2 | 5 |
| 4K-HAZE: A Dehazing Benchmark with 4K Resolution Hazy and Haze-Free Images | Mar 28, 2023 | 4kDepth Estimation | CodeCode Available | 1 | 5 |
