在之前的博客中，我从研究动机的角度对无监督图像去雾论文进行了分类，而现在我打算根据论文中提出的方法进行新的分类。
1. 基于对比学习的方法
2022年
论文《UCL-Dehaze: Towards Real-world Image Dehazing via Unsupervised Contrastive Learning》（有代码）
2024年
论文《TSID-Net: a two-stage single image dehazing framework with style transfer and contrastive knowledge transfer》（有代码）
2. 基于生成对抗网络（GAN）的方法
2020年
论文《DEHAZE-GLCGAN: UNPAIRED SINGLE IMAGE DEHAZING VIA ADVERSARIAL TRAINING》
论文《Unsupervised Haze Removal for High-Resolution Optical Remote-Sensing Images Based on Improved Generative Adversarial Networks》
论文《Unsupervised Dark-Channel Attention-Guided CycleGAN for Single-Image Dehazing》
2021年
论文《Unsupervised single image dehazing with generative adversarial network》
论文《FD-GAN: Generative Adversarial Networks with Fusion-discriminator for Single Image Dehazing》
2022年
论文《Toward visual quality enhancement of dehazing effect with improved Cycle-GAN》
论文《Cycle-SNSPGAN: Towards Real-World Image Dehazing via Cycle Spectral Normalized Soft Likelihood Estimation Patch GAN》（有代码）
论文《DCA-CycleGAN: Unsupervised single image dehazing using Dark Channel Attention optimized CycleGAN》
论文《One-Sided Unsupervised Image Dehazing Network Based on Feature Fusion and Multi-Scale Skip Connection》
论文《Single image dehazing using generative adversarial networks based on an attention mechanism》
论文《Single maritime image dehazing using unpaired adversarial learning》
2023年
论文《AGLC-GAN: Attention-based global-local cycle-consistent generative adversarial networks for unpaired single image dehazing》
论文《Dual-route synthetic-to-real adaption for single image dehazing》
论文《DFC-dehaze: an improved cycle-consistent generative adversarial network for unpaired image dehazing》
论文《Remote Sensing Image Dehazing through an Unsupervised Generative Adversarial Network》
2024年
论文《DFP-Net: An unsupervised dual-branch frequency-domain processing framework for single image dehazing》（有代码）
论文《Joint dual-teacher distillation and unsupervised fusion for unpaired real-world image dehazing》
论文《Unsupervised single image dehazing — A contour approach》
论文《Unsupervised multi-branch network with high-frequency enhancement for image dehazing》（有代码）
论文《PSD-ELGAN: A pseudo self-distillation based CycleGAN with enhanced local adversarial interaction for single image dehazing》
论文《HEDehazeNet: Unpaired image dehazing via enhanced haze generation》
论文《Unsupervised Bidirectional Contrastive Reconstruction and Adaptive Fine-Grained Channel Attention Networks for image dehazing》（有代码）
论文《DehazeDNet: image dehazing via depth evaluation》
论文《Unpaired Remote Sensing Image Dehazing Using Enhanced Skip Attention-Based Generative Adversarial Networks with Rotation Invariance》
3. 基于物理模型的方法
2020年
论文《Unsupervised single image dehazing using Dark Channel Prior Loss》
2021年
论文《Unsupervised water scene dehazing network using multiple scattering model》
论文《Thin Cloud Removal for Remote Sensing Images Using a Physical-Model-Based CycleGAN With Unpaired Data》
论文《PSD: Principled Synthetic-to-Real Dehazing Guided by Physical Priors》
2022年
论文《Image dehazing based on polarization information and deep prior learning》
论文《Unsupervised Haze Removal for Aerial Imagery Based on Asymmetric Contrastive CycleGAN》
论文《A novel encoder-decoder network with guided transmission map for single image dehazing》
论文《Self-augmented Unpaired Image Dehazing via Density and Depth Decomposition》（有代码）
2023年
论文《Visual-quality-driven unsupervised image dehazing》
论文《DADRnet: Cross-domain image dehazing via domain adaptation and disentangled representation》（有代码）
论文《Illumination Controllable Dehazing Network based on Unsupervised Retinex Embedding》（有代码）
论文《U2D2 Net: Unsupervised Unified Image Dehazing and Denoising Network for Single Hazy Image Enhancement》
2024年
论文《Toward Generalized and Realistic Unpaired Image Dehazing via Region-Aware Physical Constraints》
论文《Robust Synthetic-to-Real Ensemble Dehazing Algorithm With the Intermediate Domain》
论文《An Unsupervised Dehazing Network With Hybrid Prior Constraints for Hyperspectral Image》
论文《HDUD-Net: heterogeneous decoupling unsupervised dehaze network》
论文《An Unsupervised Image Dehazing Method Using Patch-Line and Fuzzy Clustering-Line Priors》
论文《DFP-Net: An unsupervised dual-branch frequency-domain processing framework for single image dehazing》（有代码）
4. 基于自监督学习的方法
2021年
论文《You Only Look Yourself: Unsupervised and Untrained Single Image Dehazing Neural Network》（有代码）
2022年
论文《Towards Multi-domain Single Image Dehazing via Test-time Training》
2023年
论文《USID-Net: Unsupervised Single Image Dehazing Network via Disentangled Representations》（有代码）
5. 基于多任务学习的方法
2022年
论文《Unsupervised Haze Removal for Aerial Imagery Based on Asymmetric Contrastive CycleGAN》
2024年
论文《Unsupervised single image dehazing—A contour approach》
6. 基于数据驱动的方法
2021年
论文《Pyramid Deep dehazing: An unsupervised single image dehazing method using deep image prior》
2022年
论文《Dual-Scale Single Image Dehazing Via Neural Augmentation》
7. 其他方法
2020年
论文《Efficient Unpaired Image Dehazing with Cyclic Perceptual-Depth Supervision》
论文《Zero-Shot Image Dehazing》
2022年
论文《Unsupervised single image dehazing using generative adversarial networks based on an attention mechanism》
论文《Image Dehazing Using LiDAR Generated Grayscale Depth Prior》
论文《DRDDN: dense residual and dilated dehazing network》
论文《Unpaired Deep Image Dehazing Using Contrastive Disentanglement Learning》
论文《AED-Net: A Single Image Dehazing》
2023年
论文《SCANet: Self-Paced Semi-Curricular Attention Network for Non-Homogeneous Image Dehazing》（有代码）
2024年
论文《UIDF‑Net: Unsupervised Image Dehazing and Fusion Utilizing GAN and Encoder–Decoder》