| OneRestore: A Universal Restoration Framework for Composite Degradation | Jul 5, 2024 | Image DehazingImage Restoration | CodeCode Available | 3 |
| RobustSAM: Segment Anything Robustly on Degraded Images | Jun 13, 2024 | DeblurringImage Dehazing | CodeCode Available | 3 |
| MAXIM: Multi-Axis MLP for Image Processing | Jan 9, 2022 | DeblurringDenoising | CodeCode Available | 3 |
| Degradation-Aware Feature Perturbation for All-in-One Image Restoration | May 19, 2025 | AllDeblurring | CodeCode Available | 2 |
| Learning Hazing to Dehazing: Towards Realistic Haze Generation for Real-World Image Dehazing | Mar 25, 2025 | Image DehazingImage Generation | CodeCode Available | 2 |
| MB-TaylorFormer V2: Improved Multi-branch Linear Transformer Expanded by Taylor Formula for Image Restoration | Jan 8, 2025 | DeblurringDenoising | CodeCode Available | 2 |
| MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration | Dec 28, 2024 | DeblurringDenoising | CodeCode Available | 2 |
| Guided Real Image Dehazing using YCbCr Color Space | Dec 23, 2024 | Image Dehazing | CodeCode Available | 2 |
| Revitalizing Convolutional Network for Image Restoration | Jun 25, 2024 | DeblurringImage Deblurring | CodeCode Available | 2 |
| Real-world Image Dehazing with Coherence-based Pseudo Labeling and Cooperative Unfolding Network | Jun 12, 2024 | Image Dehazing | CodeCode Available | 2 |
| DehazeDCT: Towards Effective Non-Homogeneous Dehazing via Deformable Convolutional Transformer | Jun 12, 2024 | Image DehazingNonhomogeneous Image Dehazing | CodeCode Available | 2 |
| Correlation Matching Transformation Transformers for UHD Image Restoration | Jun 2, 2024 | DeblurringImage Deblurring | CodeCode Available | 2 |
| A Semi-supervised Nighttime Dehazing Baseline with Spatial-Frequency Aware and Realistic Brightness Constraint | Mar 27, 2024 | Image DehazingPseudo Label | CodeCode Available | 2 |
| Omni-Kernel Network for Image Restoration | Mar 24, 2024 | DeblurringImage Defocus Deblurring | CodeCode Available | 2 |
| Depth Information Assisted Collaborative Mutual Promotion Network for Single Image Dehazing | Mar 2, 2024 | Depth EstimationImage Dehazing | CodeCode Available | 2 |
| Dual-domain strip attention for image restoration | Mar 1, 2024 | DeblurringDenoising | CodeCode Available | 2 |
| U-shaped Vision Mamba for Single Image Dehazing | Feb 6, 2024 | Image DehazingImage Restoration | CodeCode Available | 2 |
| Controlling Vision-Language Models for Multi-Task Image Restoration | Oct 2, 2023 | Image DehazingImage Denoising | CodeCode Available | 2 |
| Refusion: Enabling Large-Size Realistic Image Restoration with Latent-Space Diffusion Models | Apr 17, 2023 | Bokeh Effect RenderingDenoising | CodeCode Available | 2 |
| RIDCP: Revitalizing Real Image Dehazing via High-Quality Codebook Priors | Apr 8, 2023 | Image DehazingVocal Bursts Intensity Prediction | CodeCode Available | 2 |
| Neural Preset for Color Style Transfer | Mar 23, 2023 | 4kColor Normalization | CodeCode Available | 2 |
| DEA-Net: Single image dehazing based on detail-enhanced convolution and content-guided attention | Jan 12, 2023 | Image Dehazing | CodeCode Available | 2 |
| Vision Transformers for Single Image Dehazing | Apr 8, 2022 | Image DehazingSingle Image Dehazing | CodeCode Available | 2 |
| Improving Image Restoration by Revisiting Global Information Aggregation | Dec 8, 2021 | Color Image DenoisingDeblurring | CodeCode Available | 2 |
| Forward-only Diffusion Probabilistic Models | May 22, 2025 | Conditional Image GenerationImage Dehazing | CodeCode Available | 1 |
| A Preliminary Study for GPT-4o on Image Restoration | May 8, 2025 | Image DehazingImage Generation | CodeCode Available | 1 |
| WDMamba: When Wavelet Degradation Prior Meets Vision Mamba for Image Dehazing | May 7, 2025 | Image DehazingMamba | CodeCode Available | 1 |
| Real-World Remote Sensing Image Dehazing: Benchmark and Baseline | Mar 23, 2025 | Image DehazingSelf-Supervised Learning | CodeCode Available | 1 |
| ProDehaze: Prompting Diffusion Models Toward Faithful Image Dehazing | Mar 21, 2025 | HallucinationImage Dehazing | CodeCode Available | 1 |
| Exploiting Diffusion Prior for Real-World Image Dehazing with Unpaired Training | Mar 19, 2025 | Image DehazingWorld Knowledge | CodeCode Available | 1 |
| UR2P-Dehaze: Learning a Simple Image Dehaze Enhancer via Unpaired Rich Physical Prior | Jan 12, 2025 | Image DehazingImage Reconstruction | CodeCode Available | 1 |
| CoA: Towards Real Image Dehazing via Compression-and-Adaptation | Jan 1, 2025 | Image DehazingModel Compression | CodeCode Available | 1 |
| Unified Image Restoration and Enhancement: Degradation Calibrated Cycle Reconstruction Diffusion Model | Dec 19, 2024 | DenoisingImage Deblurring | CodeCode Available | 1 |
| LMHaze: Intensity-aware Image Dehazing with a Large-scale Multi-intensity Real Haze Dataset | Oct 21, 2024 | Image DehazingMamba | CodeCode Available | 1 |
| Interaction-Guided Two-Branch Image Dehazing Network | Oct 14, 2024 | Image Dehazing | CodeCode Available | 1 |
| HazeSpace2M: A Dataset for Haze Aware Single Image Dehazing | Sep 25, 2024 | BenchmarkingImage Dehazing | CodeCode Available | 1 |
| HazeCLIP: Towards Language Guided Real-World Image Dehazing | Jul 18, 2024 | Image DehazingImage Quality Assessment | CodeCode Available | 1 |
| Addressing Domain Discrepancy: A Dual-branch Collaborative Model to Unsupervised Dehazing | Jul 14, 2024 | Image Dehazing | CodeCode Available | 1 |
| RSHazeDiff: A Unified Fourier-aware Diffusion Model for Remote Sensing Image Dehazing | May 15, 2024 | DenoisingImage Dehazing | CodeCode Available | 1 |
| VIFNet: An End-to-end Visible-Infrared Fusion Network for Image Dehazing | Apr 11, 2024 | Image Dehazing | CodeCode Available | 1 |
| TSNet:A Two-stage Network for Image Dehazing with Multi-scale Fusion and Adaptive Learning | Apr 3, 2024 | Image Dehazing | CodeCode Available | 1 |
| WaveDH: Wavelet Sub-bands Guided ConvNet for Efficient Image Dehazing | Apr 2, 2024 | Image DehazingSingle Image Dehazing | CodeCode Available | 1 |
| FriendNet: Detection-Friendly Dehazing Network | Mar 7, 2024 | Autonomous DrivingImage Dehazing | CodeCode Available | 1 |
| Exploring the potential of channel interactions for image restoration | Dec 20, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 |
| Image Restoration via Frequency Selection | Nov 6, 2023 | DeblurringDenoising | CodeCode Available | 1 |
| Prompt-based test-time real image dehazing: a novel pipeline | Sep 29, 2023 | Image Dehazing | CodeCode Available | 1 |
| Learning from History: Task-agnostic Model Contrastive Learning for Image Restoration | Sep 12, 2023 | Contrastive LearningImage Dehazing | CodeCode Available | 1 |
| MB-TaylorFormer: Multi-branch Efficient Transformer Expanded by Taylor Formula for Image Dehazing | Aug 27, 2023 | Image Dehazing | CodeCode Available | 1 |
| High-quality Image Dehazing with Diffusion Model | Aug 23, 2023 | DenoisingImage Dehazing | CodeCode Available | 1 |
| Frequency Compensated Diffusion Model for Real-scene Dehazing | Aug 21, 2023 | Image Dehazingmodel | CodeCode Available | 1 |
