Publications

• Diff-IF: Multi-modality Image Fusion via Diffusion Model with Fusion Knowledge Prior. [paper] [code]
  Xunpeng Yi, Linfeng Tang, Hao Zhang, Han Xu, Jiayi Ma.
  Information Fusion, 110, pp.102450, 2024.
• CRetinex: A Progressive Color-Shift Aware Retinex Model for Low-Light Image Enhancement. [paper] [code]
  Han Xu, Hao Zhang, Xunpeng Yi, Jiayi Ma.
  International Journal of Computer Vision (IJCV), pp.1-23, 2024.
• More Than Lightening: A Self-Supervised Low-Light Image Enhancement Method Capable for Multiple Degradations. [paper] [code]
  Han Xu, Jiayi Ma, Yixuan Yuan, Hao Zhang, Xin Tian, and Xiaojie Guo.
  IEEE/CAA Journal of Automatica Sinica (JAS), 11(3), pp.622-637, 2024.
• MURF: Mutually Reinforcing Multi-modal Image Registration and Fusion. [paper] [code]
  Han Xu, Jiteng Yuan, Jiayi Ma.
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 45(10), pp.12148-12166, 2023.
• Diff-Retinex: Rethinking Low-light Image Enhancement with A Generative Diffusion Model. [paper]
  Xunpeng Yi, Han Xu, Hao Zhang, Linfeng Tang, Jiayi Ma.
  IEEE/CVF International Conference on Computer Vision (ICCV), pp.12302-12311, 2023.
• Unsupervised Multi-exposure Image Fusion Breaking Exposure Limits via Contrastive Learning. [paper] [code]
  Han Xu, Haochen Liang, Jiayi Ma.
  AAAI Conference on Artificial Intelligence (AAAI), 37(3), 3010-3017, 2023.
• Rethinking the Necessity of Image Fusion in High-level Vision Tasks: A Practical Infrared and Visible Image Fusion Network Based on Progressive Semantic Injection and Scene Fidelity. [paper] [code]
  Linfeng Tang, Hao Zhang, Han Xu, Jiayi Ma.
  Information Fusion, 99, pp.101870, 2023.
• Multipatch Progressive Pansharpening with Knowledge Distillation. [paper] [code]
  Meiqi Gong, Hao Zhang, Han Xu, Xin Tian, Jiayi Ma.
  IEEE Transactions on Geoscience and Remote Sensing (TGRS), 61, pp.1-15, 2023.
• RFNet: Unsupervised Network for Mutually Reinforcing Multi-modal Image Registration and Fusion. [paper]
  Han Xu, Jiayi Ma, Jiteng Yuan, Zhuliang Le, Wei Liu.
  IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 19679-19688, 2022.
• Attention-Guided Polarization Image Fusion Using Salient Information Distribution. [paper] [code]
  Han Xu, Yucheng Sun, Xiaoguang Mei, Xin Tian, Jiayi Ma.
  IEEE Transactions on Computational Imaging (TCI), 8, pp.1117-1130, 2022.
• UIFGAN: An Unsupervised Continual-learning Generative Adversarial Network for Unified Image Fusion. [paper]
  Zhuliang Le, Jun Huang, Han Xu, Fan Fan, Yong Ma, Xiaoguang Mei, Jiayi Ma.
  Information Fusion, 88, pp.305-318, 2022.
• D2TNet: A ConvLSTM Network with Dual-Direction Transfer for Pan-Sharpening. [paper] [code]
  Meiqi Gong, Jiayi Ma, Han Xu, Xin Tian, Xiao-Ping Zhang.
  IEEE Transactions on Geoscience and Remote Sensing (TGRS), 60, pp.1-14, 2022.
• CUFD: An Encoder–Decoder Network for Visible and Infrared Image Fusion Based on Common and Unique Feature Decomposition. [paper] [code]
  Han Xu, Meiqi Gong, Xin Tian, Jun Huang, Jiayi Ma.
  Computer Vision and Image Understanding (CVIU), 218, pp.103407, 2022.
• U2Fusion: A Unified Unsupervised Image Fusion Network. [paper] [code]
  Han Xu, Jiayi Ma, Junjun Jiang, Xiaojie Guo, Haibin Ling.
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 44(1), pp. 502-518, 2022.
• Image Fusion Meets Deep Learning: A Survey and Perspective. [paper]
  Hao Zhang, Han Xu, Xin Tian, Junjun Jiang, Jiayi Ma.
  Information Fusion, 76, pp.323-336, 2021.
• EMFusion: An Unsupervised Enhanced Medical Image Fusion Network. [paper] [code]
  Han Xu, Jiayi Ma.
  Information Fusion, 76, pp.177-186, 2021.
• Classification Saliency-based Rule for Visible and Infrared Image Fusion. [paper] [code]
  Han Xu, Hao Zhang, Jiayi Ma.
  IEEE Transactions on Computational Imaging (TCI), 7, pp.824-836, 2021.
• DRF: Disentangled Representation for Visible and Infrared Image Fusion. [paper] [code]
  Han Xu, Xinya Wang, Jiayi Ma.
  IEEE Transactions on Instrumentation and Measurement (TIM), 70, pp.1-13, 2021.
• MFF-GAN: An Unsupervised Generative Adversarial Network with Adaptive and Gradient Joint Constraints for Multi-focus Image Fusion. [paper] [code]
  Hao Zhang, Zhuliang Le, Zhenfeng Shao, Han Xu, Jiayi Ma.
  Information Fusion, 66, pp.40-53, 2021.
• GANMcC: A Generative Adversarial Network with Multiclassification Constraints for Infrared and Visible Image Fusion. [paper] [code]
  Jiayi Ma, Hao Zhang, Zhenfeng Shao, Pengwei Liang, Han Xu.
  IEEE Transactions on Instrumentation and Measurement (TIM), 70, pp.1-14, 2020.
• SDPNet: A Deep Network for Pan-sharpening with Enhanced Information Representation. [paper] [code]
  Han Xu, Jiayi Ma, Zhenfeng Shao, Hao Zhang, Junjun Jiang, Xiaojie Guo.
  IEEE Transactions on Geoscience and Remote Sensing (TGRS), 59(5), pp.4120-4134, 2020.
• MEF-GAN: Multi-Exposure Image Fusion via Generative Adversarial Networks. [paper] [code]
  Han Xu, Jiayi Ma, Xiao-Ping Zhang.
  IEEE Transactions on Image Processing (TIP), 29, pp.7203-7216, 2020.
• FusionDN: A Unified Densely Connected Network for Image Fusion. [paper] [code]
  Han Xu, Jiayi Ma, Zhuliang Le, Junjun Jiang, Xiaojie Guo.
  AAAI Conference on Artificial Intelligence (AAAI), 34(7), pp.12484-12491, 2020.
• Rethinking the Image Fusion: A Fast Unified Image Fusion Network Based on Proportional Maintenance of Gradient and Intensity. [paper] [code]
  Hao Zhang, Han Xu, Yang Xiao, Xiaojie Guo, Jiayi Ma.
  AAAI Conference on Artificial Intelligence (AAAI), 34(7), pp.12797-12804, 2020.
• DDcGAN: A Dual-Discriminator Conditional Generative Adversarial Network for Multi-Resolution Image Fusion. [paper] [code]
  Jiayi Ma, Han Xu, Junjun Jiang, Xiaoguang Mei, Xiao-ping Zhang.
  IEEE Transactions on Image Processing (TIP), 29, pp.4980-4995, 2020.
• Learning a Generative Model for Fusing Infrared and Visible Images via Conditional Generative Adversarial Network with Dual Discriminators. [paper]
  Han Xu, Pengwei Liang, Wei Yu, Junjun Jiang, Jiayi Ma.
  International Joint Conference on Artificial Intelligence (IJCAI), pp.3954-3960, 2019.