在之前的博客中，我從研究動機的角度對無監督圖像去霧論文進行了分類，而現在我打算根據論文中提出的方法進行新的分類。

1. 基于對比學習的方法

2022年

• 論文《UCL-Dehaze: Towards Real-world Image Dehazing via Unsupervised Contrastive Learning》（有代碼）

2024年

• 論文《TSID-Net: a two-stage single image dehazing framework with style transfer and contrastive knowledge transfer》（有代碼）

2. 基于生成對抗網絡（GAN）的方法

2020年

• 論文《DEHAZE-GLCGAN: UNPAIRED SINGLE IMAGE DEHAZING VIA ADVERSARIAL TRAINING》

• 論文《Unsupervised Haze Removal for High-Resolution Optical Remote-Sensing Images Based on Improved Generative Adversarial Networks》

• 論文《Unsupervised Dark-Channel Attention-Guided CycleGAN for Single-Image Dehazing》

2021年

• 論文《Unsupervised single image dehazing with generative adversarial network》

• 論文《FD-GAN: Generative Adversarial Networks with Fusion-discriminator for Single Image Dehazing》

2022年

• 論文《Toward visual quality enhancement of dehazing effect with improved Cycle-GAN》

• 論文《Cycle-SNSPGAN: Towards Real-World Image Dehazing via Cycle Spectral Normalized Soft Likelihood Estimation Patch GAN》（有代碼）

• 論文《DCA-CycleGAN: Unsupervised single image dehazing using Dark Channel Attention optimized CycleGAN》

• 論文《One-Sided Unsupervised Image Dehazing Network Based on Feature Fusion and Multi-Scale Skip Connection》

• 論文《Single image dehazing using generative adversarial networks based on an attention mechanism》

• 論文《Single maritime image dehazing using unpaired adversarial learning》

2023年

• 論文《AGLC-GAN: Attention-based global-local cycle-consistent generative adversarial networks for unpaired single image dehazing》

• 論文《Dual-route synthetic-to-real adaption for single image dehazing》

• 論文《DFC-dehaze: an improved cycle-consistent generative adversarial network for unpaired image dehazing》

• 論文《Remote Sensing Image Dehazing through an Unsupervised Generative Adversarial Network》

2024年

• 論文《DFP-Net: An unsupervised dual-branch frequency-domain processing framework for single image dehazing》（有代碼）

• 論文《Joint dual-teacher distillation and unsupervised fusion for unpaired real-world image dehazing》

• 論文《Unsupervised single image dehazing — A contour approach》

• 論文《Unsupervised multi-branch network with high-frequency enhancement for image dehazing》（有代碼）

• 論文《PSD-ELGAN: A pseudo self-distillation based CycleGAN with enhanced local adversarial interaction for single image dehazing》

• 論文《HEDehazeNet: Unpaired image dehazing via enhanced haze generation》

• 論文《Unsupervised Bidirectional Contrastive Reconstruction and Adaptive Fine-Grained Channel Attention Networks for image dehazing》（有代碼）

• 論文《DehazeDNet: image dehazing via depth evaluation》

• 論文《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

• 論文《Unsupervised single image dehazing using Dark Channel Prior Loss》

2021年

• 論文《Unsupervised water scene dehazing network using multiple scattering model》

• 論文《Thin Cloud Removal for Remote Sensing Images Using a Physical-Model-Based CycleGAN With Unpaired Data》

• 論文《PSD: Principled Synthetic-to-Real Dehazing Guided by Physical Priors》

2022年

• 論文《Image dehazing based on polarization information and deep prior learning》

• 論文《Unsupervised Haze Removal for Aerial Imagery Based on Asymmetric Contrastive CycleGAN》

• 論文《A novel encoder-decoder network with guided transmission map for single image dehazing》

• 論文《Self-augmented Unpaired Image Dehazing via Density and Depth Decomposition》（有代碼）

2023年

• 論文《Visual-quality-driven unsupervised image dehazing》

• 論文《DADRnet: Cross-domain image dehazing via domain adaptation and disentangled representation》（有代碼）

• 論文《Illumination Controllable Dehazing Network based on Unsupervised Retinex Embedding》（有代碼）

• 論文《U2D2 Net: Unsupervised Unified Image Dehazing and Denoising Network for Single Hazy Image Enhancement》

2024年

• 論文《Toward Generalized and Realistic Unpaired Image Dehazing via Region-Aware Physical Constraints》

• 論文《Robust Synthetic-to-Real Ensemble Dehazing Algorithm With the Intermediate Domain》

• 論文《An Unsupervised Dehazing Network With Hybrid Prior Constraints for Hyperspectral Image》

• 論文《HDUD-Net: heterogeneous decoupling unsupervised dehaze network》

• 論文《An Unsupervised Image Dehazing Method Using Patch-Line and Fuzzy Clustering-Line Priors》

• 論文《DFP-Net: An unsupervised dual-branch frequency-domain processing framework for single image dehazing》（有代碼）

4. 基于自監督學習的方法

2021年

• 論文《You Only Look Yourself: Unsupervised and Untrained Single Image Dehazing Neural Network》（有代碼）

2022年

• 論文《Towards Multi-domain Single Image Dehazing via Test-time Training》

2023年

• 論文《USID-Net: Unsupervised Single Image Dehazing Network via Disentangled Representations》（有代碼）

5. 基于多任務學習的方法

2022年

• 論文《Unsupervised Haze Removal for Aerial Imagery Based on Asymmetric Contrastive CycleGAN》

2024年

• 論文《Unsupervised single image dehazing—A contour approach》

6. 基于數據驅動的方法

2021年

• 論文《Pyramid Deep dehazing: An unsupervised single image dehazing method using deep image prior》

2022年

• 論文《Dual-Scale Single Image Dehazing Via Neural Augmentation》

7. 其他方法

2020年

• 論文《Efficient Unpaired Image Dehazing with Cyclic Perceptual-Depth Supervision》

• 論文《Zero-Shot Image Dehazing》

2022年

• 論文《Unsupervised single image dehazing using generative adversarial networks based on an attention mechanism》

• 論文《Image Dehazing Using LiDAR Generated Grayscale Depth Prior》

• 論文《DRDDN: dense residual and dilated dehazing network》

• 論文《Unpaired Deep Image Dehazing Using Contrastive Disentanglement Learning》

• 論文《AED-Net: A Single Image Dehazing》

2023年

• 論文《SCANet: Self-Paced Semi-Curricular Attention Network for Non-Homogeneous Image Dehazing》（有代碼）

2024年

• 論文《UIDF?Net: Unsupervised Image Dehazing and Fusion Utilizing GAN and Encoder–Decoder》