| RobustSAM: Segment Anything Robustly on Degraded Images | Jun 13, 2024 | DeblurringImage Dehazing | CodeCode Available | 3 | 5 |
| DehazeDCT: Towards Effective Non-Homogeneous Dehazing via Deformable Convolutional Transformer | Jun 12, 2024 | Image DehazingNonhomogeneous Image Dehazing | CodeCode Available | 2 | 5 |
| Vision Transformers for Single Image Dehazing | Apr 8, 2022 | Image DehazingSingle Image Dehazing | CodeCode Available | 2 | 5 |
| Image Restoration with Mean-Reverting Stochastic Differential Equations | Jan 27, 2023 | DeblurringDenoising | CodeCode Available | 2 | 5 |
| MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration | Dec 28, 2024 | DeblurringDenoising | 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 |
| U-shaped Vision Mamba for Single Image Dehazing | Feb 6, 2024 | Image DehazingImage Restoration | CodeCode Available | 2 | 5 |
| Contrastive Learning for Compact Single Image Dehazing | Apr 19, 2021 | Contrastive LearningImage Dehazing | CodeCode Available | 1 | 5 |
| WaveDH: Wavelet Sub-bands Guided ConvNet for Efficient Image Dehazing | Apr 2, 2024 | Image DehazingSingle Image Dehazing | CodeCode Available | 1 | 5 |
| HazeCLIP: Towards Language Guided Real-World Image Dehazing | Jul 18, 2024 | Image DehazingImage Quality Assessment | CodeCode Available | 1 | 5 |
| Perceiving and Modeling Density is All You Need for Image Dehazing | Nov 18, 2021 | AllImage Dehazing | CodeCode Available | 1 | 5 |
| A Novel Encoder-Decoder Network with Guided Transmission Map for Single Image Dehazing | Feb 8, 2022 | DecoderImage Dehazing | CodeCode Available | 1 | 5 |
| Progressive Update Guided Interdependent Networks for Single Image Dehazing | Aug 4, 2020 | Image DehazingSingle Image Dehazing | CodeCode Available | 1 | 5 |
| Rethinking Performance Gains in Image Dehazing Networks | Sep 23, 2022 | Image DehazingSingle Image Dehazing | CodeCode Available | 1 | 5 |
| A Comprehensive Survey and Taxonomy on Single Image Dehazing Based on Deep Learning | Jun 7, 2021 | Image DehazingSingle Image Dehazing | CodeCode Available | 1 | 5 |
| You Only Look Yourself: Unsupervised and Untrained Single Image Dehazing Neural Network | Jun 30, 2020 | DisentanglementImage Dehazing | CodeCode Available | 1 | 5 |
| LKD-Net: Large Kernel Convolution Network for Single Image Dehazing | Sep 5, 2022 | Image DehazingSingle Image Dehazing | CodeCode Available | 1 | 5 |
| Ultra-High-Definition Image Dehazing via Multi-Guided Bilateral Learning | Jun 19, 2021 | 4kGPU | CodeCode Available | 1 | 5 |
| Image Dehazing Transformer With Transmission-Aware 3D Position Embedding | Jan 1, 2022 | Image DehazingImage Reconstruction | CodeCode Available | 1 | 5 |
| Y-net: Multi-scale feature aggregation network with wavelet structure similarity loss function for single image dehazing | Mar 31, 2020 | Image DehazingSingle Image Dehazing | CodeCode Available | 1 | 5 |
| 4K-HAZE: A Dehazing Benchmark with 4K Resolution Hazy and Haze-Free Images | Mar 28, 2023 | 4kDepth Estimation | CodeCode Available | 1 | 5 |
| From Synthetic to Real: Image Dehazing Collaborating with Unlabeled Real Data | Aug 6, 2021 | Image DehazingSingle Image Dehazing | CodeCode Available | 1 | 5 |
| Structure Representation Network and Uncertainty Feedback Learning for Dense Non-Uniform Fog Removal | Oct 6, 2022 | Image DehazingImage Enhancement | CodeCode Available | 1 | 5 |
| TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditions | Nov 29, 2021 | AllDecoder | CodeCode Available | 1 | 5 |
| Single image dehazing for a variety of haze scenarios using back projected pyramid network | Aug 15, 2020 | Generative Adversarial NetworkImage Dehazing | CodeCode Available | 1 | 5 |
| Complementary Feature Enhanced Network with Vision Transformer for Image Dehazing | Sep 15, 2021 | Image DehazingImage Generation | CodeCode Available | 1 | 5 |
| Dense Haze: A benchmark for image dehazing with dense-haze and haze-free images | Apr 5, 2019 | Image DehazingSingle Image Dehazing | CodeCode Available | 1 | 5 |
| Curricular Contrastive Regularization for Physics-aware Single Image Dehazing | Mar 24, 2023 | Image DehazingSingle Image Dehazing | CodeCode Available | 1 | 5 |
| Fooling the Image Dehazing Models by First Order Gradient | Mar 30, 2023 | Adversarial AttackImage Dehazing | CodeCode Available | 1 | 5 |
| HazeSpace2M: A Dataset for Haze Aware Single Image Dehazing | Sep 25, 2024 | BenchmarkingImage Dehazing | CodeCode Available | 1 | 5 |
| Single UHD Image Dehazing via Interpretable Pyramid Network | Feb 17, 2022 | 4kGPU | CodeCode Available | 1 | 5 |
| Real-world image dehazing with improved joint enhancement and exposure fusion | Dec 9, 2023 | Image DehazingSingle Image Dehazing | CodeCode Available | 0 | 5 |
| Progressive Feature Fusion Network for Realistic Image Dehazing | Oct 4, 2018 | 4kDecoder | CodeCode Available | 0 | 5 |
| Densely Connected Pyramid Dehazing Network | Mar 22, 2018 | DecoderGenerative Adversarial Network | CodeCode Available | 0 | 5 |
| PMS-Net: Robust Haze Removal Based on Patch Map for Single Images | Jun 1, 2019 | Computational PhenotypingDenoising | CodeCode Available | 0 | 5 |
| Rethinking the Elementary Function Fusion for Single-Image Dehazing | May 23, 2024 | Image DehazingSingle Image Dehazing | CodeCode Available | 0 | 5 |
| Benchmarking Single Image Dehazing and Beyond | Dec 12, 2017 | BenchmarkingImage Dehazing | CodeCode Available | 0 | 5 |
| DehazeMamba: SAR-guided Optical Remote Sensing Image Dehazing with Adaptive State Space Model | Mar 17, 2025 | Image DehazingSemantic Segmentation | CodeCode Available | 0 | 5 |
| A Single Image Dehazing Technique Using the Dual Transmission Maps Strategy and Gradient-Domain Guided Image Filtering | Jul 17, 2021 | Image DehazingSingle Image Dehazing | CodeCode Available | 0 | 5 |
| Non-Homogeneous Haze Removal via Artificial Scene Prior and Bidimensional Graph Reasoning | Apr 5, 2021 | Image DehazingSingle Image Dehazing | CodeCode Available | 0 | 5 |
| Deep Variational Bayesian Modeling of Haze Degradation Process | Dec 4, 2024 | Image DehazingSingle Image Dehazing | CodeCode Available | 0 | 5 |
| PAD-Net: A Perception-Aided Single Image Dehazing Network | May 8, 2018 | Image DehazingMS-SSIM | CodeCode Available | 0 | 5 |
| Fine-Tuning Adversarially-Robust Transformers for Single-Image Dehazing | Apr 24, 2025 | Image Dehazingobject-detection | CodeCode Available | 0 | 5 |
| FFA-Net: Feature Fusion Attention Network for Single Image Dehazing | Nov 18, 2019 | Image DehazingSingle Image Dehazing | CodeCode Available | 0 | 5 |
| Deep-Energy: Unsupervised Training of Deep Neural Networks | May 31, 2018 | Image DehazingImage Matting | CodeCode Available | 0 | 5 |
| Feature Forwarding for Efficient Single Image Dehazing | Apr 19, 2019 | Decision MakingDecoder | CodeCode Available | 0 | 5 |
| Improved Techniques for Learning to Dehaze and Beyond: A Collective Study | Jun 30, 2018 | Image DehazingImage Restoration | CodeCode Available | 0 | 5 |
| Fast Single Image Dehazing via Multilevel Wavelet Transform based Optimization | Apr 18, 2019 | Computational EfficiencyDimensionality Reduction | CodeCode Available | 0 | 5 |
| FAMED-Net: A Fast and Accurate Multi-scale End-to-end Dehazing Network | Jun 11, 2019 | Computational EfficiencyImage Dehazing | CodeCode Available | 0 | 5 |
| Cycle-Dehaze: Enhanced CycleGAN for Single Image Dehazing | May 14, 2018 | Image DehazingSingle Image Dehazing | CodeCode Available | 0 | 5 |
