个人简介
祖宝开,博士,讲师,硕士生导师,2019年毕业于河北工业大学电子科学与技术专业。2019年7月至今在北京工业大学工作,主要研究方向为机器学习、深度学习、数据挖掘、图像处理。2015-2017年在美国伍斯特理工学院进行博士联合培养。
主持北京市自然科学基金青年项目、北京市教委科技计划一般项目、北京市以朝阳区博士后基金项目等科研项目;同时参与多项国家自然科学基金项目和国家重点研发计划课题。担任国内外多家重要期刊审稿人,在IEEE Transactions on Geoscience and Remote Sensing、Engineering Applications of Artificial Intelligence、Neurocomputing等国内外学术刊物和重要国际学术会议上发表科研论文30余篇;已申请10余项发明专利。
课程教学
本科生教学:高级语言程序设计
科研项目
(1)基于深度生成对抗网络的北京地区气传致敏花粉检测与识别方法研究,北京市自然科学基金资助项目,主持
(2)向复杂多视角数据的深度特征表示方法研究,北京市教委科技计划一般项目,主持
(3)联合空谱先验信息的高光谱图像低秩矩阵恢复方法研究,北京市博士后基金项目,主持
(4)基于鲁棒深度网络表征的高光谱图像特征表示方法研究,朝阳区博士后基金项目,主持
(5)北京地区主要气传致敏花粉浓度智能监测及预报技术研究,北京市科学技术委员会重点项目,参加
(6)流式数据完整性验证机制研究,北京市教委科技计划一般项目,参与
主要论文论著
论文:
[1]Baokai Zu, Tong Cao, Yafang Li, Jianqiang Li, Fujiao Ju, and Hongyuan Wang. "SwinT-SRNet: Swin transformer with image super-resolution reconstruction network for pollen images classification." Engineering Applications of Artificial Intelligence 133 (2024): 108041.
[2]Yafang Li, Xiumin Lin, Caiyan Jia, Baokai Zu*, Shaotao Zhu. "Adversarially deep interative-fused embedding clustering via joint self-supervised networks." Neurocomputing 601: 128205 (2024).
[3]Baokai Zu, Tong Cao, Yafang Li, Jianqiang Li, Hongyuan Wang, Quanzeng Wang. "RESwinT: enhanced pollen image classification with parallel window transformer and coordinate attention." Vis Comput (2024).
[4]Yafang Li, Zhihua Chu, Caiyan Jia, Baokai Zu*." SAMGAT: structure-aware multilevel graph attention networks for automatic rumor detection." PeerJ Comput. Sci. 10: e2200 (2024).
[5]Yafang Li, Jie Kang, Xuyang Li, Caiyan Jia, Baokai Zu*." Automated Multi-scale Contrastive Learning with Sample-Awareness for Graph Classification."APWeb/WAIM (3) 2024: 145-160.
[6]Xu, Yifei, Fujiao Ju, JianQiang Li, and Baokai Zu." Adversarially Residual U2Net for COVID-19 Lung Infection Segmentation from CT Images." In International Conference on Innovative Computing, pp. 237-249. Singapore: Springer Nature Singapore, 2024.
[7]Baokai Zu, Yafang Li, Jianqiang Li, Zi** He, Hongyuan Wang, and Panpan Wu. "Cascaded convolution-based transformer with densely connected mechanism for spectral–spatial hyperspectral image classification." IEEE Transactions on Geoscience and Remote Sensing 61 (2023): 1-19.
[8]Baokai Zu, Hongyuan Wang, Jianqiang Li, Zi** He, Yafang Li, and Zhixian Yin. "Weighted residual self-attention graph-based transformer for spectral–spatial hyperspectral image classification." International Journal of Remote Sensing 44, no. 3 (2023): 852-877.
[9]Yafang Li, Wenbo Wang, Jianwen Wei, and Baokai Zu*. "Community-aware graph embedding via multi-level attribute integration." Knowledge and Information Systems 65, no. 12 (2023): 5635-5655.
[10]Yafang Li, Yuanda Liu, Jianwen Wei, Baokai Zu*, Hongyuan Wang. General Community Detection in Attributed Networks with Consistent-Module Constrained Nonnegative Matrix Factorization[J]. Wireless Communications and Mobile Computing, 2022.
[11]Yafang Li, Wenbo Wang, Guixiang Ma and Baokai Zu*. A lightweight model for textual sentiment analysis. The 16th International Conference on Knowledge Science, Engineering and Management. KSEM 2023.
[12]Hongyuan Wang, Baokai Zu*, Wanting Zhu, Yafang Li, and **gbang Wu. "On the Design and Implementation of the External Data Integrity Tracking and Verification System for Stream Computing System in IoT." Sensors 22, no. 17 (2022): 6496.
[13]Ziping He, **, Kewen **a, Pedram Ghamisi, Yuhen Hu, Shurui Fan, and Baokai Zu. "Hypervitgan: Semisupervised generative adversarial network with transformer for hyperspectral image classification." IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15 (2022): 6053-6068.
[14]He Ziping, Kewen Xia, Tiejun Li, Baokai Zu, Zhixian Yin, and Jiangnan Zhang." A constrained graph-based semi-supervised algorithm combined with particle cooperation and competition for hyperspectral image classification." Remote Sensing 13, no. 2 (2021): 193.
[15]Quanzeng Wang, Juan Li, Fujiao Ju, Jianqiang Li, Baokai Zu, and Caihua Ye. "Automatic Pollen Detection Based on Feature Fusion and Self-attention Mechanism." In Frontier Computing: Proceedings of FC 2020, pp. 93-101. Springer Singapore, 2021.
专利:
[1]祖宝开, 曹通, 句福娇, 李亚芳, 王宏远.花粉颗粒识别方法、装置、电子设备及存储介质,202311186350.7
[2]祖宝开, 曹通, 王宏远, 李亚芳, 句福娇.高光谱图像特征表示方法、装置、电子设备 及存储介质, 202311177533.2
[3]祖宝开, 李建强, 李亚芳, 王宏远. 高光谱图像分类方法、装置、电子设备及存储介质, 202210393879.5
[4]祖宝开, 李建强, 王宏远, 李亚芳, 白建川. 图像分类方法及装置, 202210681224 .8
[5]王宏远,于振江,祖宝开,朱婉婷. 抵御内部不诚实参与者的隐私保护方法及装置, 发明专利, 中国, 202411486644.6, 2024
[6]王宏远, 祖宝开, 李亚芳, 朱婉婷.基于区块链的联邦学习信息隐私保护方法 及装置, 202311081717 .9
[7]句福娇; 崔浩; 祖宝开 ; 一种基于区域信息融合的花粉图像分类方法及系统, 2022-10-09, 中国, CN202211230087.2
[8]李建强, 谢海华, 句福娇, 祖宝开, 裴岩. 基于自适应特征金字塔的花粉检测方法, CN202010232752.6
[9]王宏远, 朱婉婷, 李亚芳, 祖宝开. 流式系统的数据完整性验证方法、电子设备及存储介质, 202210512075 .2
[10]李亚芳, 王文博, 王宏远, 祖宝开. 基于图聚类优化的孪生网络对比表示学习方法及装置, 202210583382.X