以第一/通讯作者在CVPR、ICCV、NeurIPS、AAAI、IJCV、IEEE TPAMI、IEEE TIP等CCF A类会议和中科院SCI一区/Top期刊上发表学术论文21篇，含ESI高被引/热点论文5篇（即引用排名本学科领域前1%/0.1%的论文）、CCF A类论文13篇，谷歌学术引用6400余次，H指数26。部分代表性论文包括：

1. Hao Zhang, Han Xu, Yang Xiao, Xiaojie Guo, and Jiayi Ma. Rethinking the image fusion: A fast unified image fusion network based on proportional maintenance of gradient and intensity. In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2020, 34(07): 12797-12804. (CCF A类会议)

2. Hao Zhang, Jiayi Ma, Chen Chen, and Xin Tian. NDVI-Net: A fusion network for generating high-resolution normalized difference vegetation index in remote sensing. ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS PRS), 2020, 168: 182-196. (SCI一区Top, IF=12.2)

3. Hao Zhang, and Jiayi Ma. SDNet: A versatile squeeze-and-decomposition network for real-time image fusion. International Journal of Computer Vision (IJCV), 2021, 129(10): 2761-2785. (CCF A类期刊, IF=9.3, 入选ESI Highly Cited Papers)

4. Hao Zhang, and Jiayi Ma. GTP-PNet: A residual learning network based on gradient transformation prior for pansharpening. ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS PRS), 2021, 172: 223-239. (SCI一区Top, IF=12.2, 入选ESI Highly Cited Papers)

5. Hao Zhang, Han Xu, Xin Tian, Junjun Jiang, and Jiayi Ma. Image fusion meets deep learning: A survey and perspective. Information Fusion, 2021, 76: 323-336. (SCI一区Top, IF=15.5, 入选ESI Hot Papers)

6. Hao Zhang, Jiteng Yuan, Xin Tian, and Jiayi Ma. GAN-FM: Infrared and visible image fusion using gan with full-scale skip connection and dual markovian discriminators. IEEE Transactions on Computational Imaging (IEEE TCI), 2021, 7: 1134-1147. (IF=4.8)

7. Jiayi Ma, Hao Zhang, Zhenfeng Shao, Pengwei Liang, and Han Xu. GANMcC: A generative adversarial network with multiclassification constraints for infrared and visible image fusion. IEEE Transactions on Instrumentation and Measurement (IEEE TIM), 2021, 70: 5005014. (IF=5.6,入选ESI Highly Cited Papers)

8. Hao Zhang, Zhuliang Le, Zhenfeng Shao, Han Xu, and Jiayi Ma. MFF-GAN: An unsupervised generative adversarial network with adaptive and gradient joint constraints for multi-focus image fusion. Information Fusion, 2021, 66: 40-53. (SCI一区Top, IF=15.5, 入选ESI Highly Cited Papers)

9.  张浩, 马佳义, 樊凡, 黄珺, 马泳. 基于特征空间多分类对抗机制的红外与可见光图像融合. 计算机研究与发展 , 2022, 60(3): 690-704. (CCF A类中文期刊)

10. Hao Zhang, and Jiayi Ma. IID-MEF: A multi-exposure fusion network based on intrinsic image decomposition. Information Fusion, 2023, 95: 326-340. (SCI一区Top, IF=15.5)

11. Hao Zhang, Hebaixu Wang, Xin Tian, and Jiayi Ma. P2Sharpen: A progressive pansharpening network with deep spectral transformation. Information Fusion, 2023, 91: 103-122. (SCI一区Top, IF=14.7)

12. Hao Zhang, and Jiayi Ma. STP-SOM: Scale-transfer learning for pansharpening via estimating spectral observation model. International Journal of Computer Vision (IJCV), 2023, 131(12): 3226-3251. (CCF A类期刊, IF=9.3)

13. Wenhui Hong^#, Hao Zhang^#, and Jiayi Ma. MERF: A practical hdr image generator via mutual-guided learning between multi-exposure registration and fusion. IEEE Transactions on Image Processing (IEEE TIP), 2024, 33: 2361-2376. (CCF A类期刊, IF=13.7)

14. Wenhui Hong^#, Hao Zhang^#, and Jiayi Ma. OFPF-MEF: An optical flow guided dynamic multi-exposure image fusion network with progressive frequencies learning. IEEE Transactions on Multimedia (IEEE TMM), 2024, 26: 8581-8595. (SCI一区Top, IF=9.7)

15. Hao Zhang, Xuhui Zuo, Huabing Zhou, Tao Lu, and Jiayi Ma. A robust mutual-reinforcing framework for 3d multi-modal medical image fusion based on visual-semantic consistency. In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2024, 38(7): 7087-7095. (CCF A类会议)

16. Hao Zhang, Linfeng Tang, Xinyu Xiang, Xuhui Zuo, and Jiayi Ma. Dispel darkness for better fusion: A controllable visual enhancer based on cross-modal conditional adversarial learning. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024: 26487-26496. (CCF A类会议)

17. Hao Zhang, Xuhui Zuo, Jie Jiang, Chunchao Guo, and Jiayi Ma. MRFS: Mutually reinforcing image fusion and segmentation. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024: 26974-26983. (CCF A类会议)

18. Hao Zhang, Lei Cao, and Jiayi Ma. Text-DiFuse: An interactive multi-modal image fusion framework based on text-modulated diffusion model. In Proceedings of the Conference on Neural Information Processing Systems (NeurIPS), 2024, 37: 39552-39572. (Spotlight亮点论文, CCF A类会议)

19. Xinyu Xiang, Qinglong Yan, Hao Zhang*, and Jiayi Ma*. ACAttack: Adaptive cross attacking rgb-t tracker via multi-modal response decoupling. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025: 22099-22108. (CCF A类会议)

20. Meiqi Gong, Hao Zhang*, Xunpeng Yi, Linfeng Tang, and Jiayi Ma*. TemCoCo: Temporally consistent multi-modal video fusion with visual-semantic collaboration. In Proceedings of the International Conference on Computer Vision (ICCV), 2025. (CCF A类会议)

21. Xinyu Xiang, Qinglong Yan, Hao Zhang*, Jianfeng Ding, Han Xu, Zhongyuan Wang, and Jiayi Ma*. Cross-modal stealth: A coarse-to-fine attack framework for rgb-t tracker. In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2025, 39(8): 8620-8627. (CCF A类会议)

22. Xinyu Xiang, Shengxiang Li, Jun Huang, Qinglong Yan, Zhenjie Zhu, Hao Zhang*, and Jiayi Ma*. LCUNet: A lightweight concatenated unified mapping multi-modal deception detector. In Proceedings of the ACM International Conference on Multimedia (ACM MM) Workshop, 2025. (CCF A类会议, 欺骗检测挑战赛全球第一名)

23.  Hao Zhang, Lei Cao, Xuhui Zuo, Zhenfeng Shao, and Jiayi Ma. OmniFuse: Composite degradation-robust image fusion with language-driven semantics. IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 2025, 47(9): 7577-7595. (CCF A类期刊, IF=18.6)

出版科学出版社《图像融合的深度学习方法》专著1部

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