团队负责人
朱小柯
团队成员
张帆、陈盛博、袁彩虹、陈小潘、崔翔
研究方向
（1）多模态安防目标检索：目标重识别、图文跨模态检索、图文生成、无人机目标识别
（2）联邦学习：异构联邦学习、个性化联邦学习、图联邦学习、纵向联邦学习
（3）高级机器学习：自监督学习、增量学习、持续学习、大模型轻量化
（4）医学人工智能：多模态眼科疾病诊断、多模态精神疾病诊断、多变量时序健康预测、肿瘤分割
团队研究生培养和招新
团队主要招收有志于从事科学研究的学生，学术型和专业型硕士研究生均可。要求学生必须热爱做研究、思维活跃、具备较强的内驱力、刻苦勤奋、向上、不怕失败。
从事科学研究并不只是指毕业后在高校和研究所工作，也指愿意毕业后去著名公司从事研发工作或研究院工作、或继续攻读博士学位等。研究过程中涉及大量计算机编程、多服务器协调调度、算法实现，对计算机编程等能力的提升有很大帮助。从事学术研究，会让你懂得怎么看别人的想法、怎么表达自己的观点、怎么写出来、怎么说服别人。
读研究生不是一场游戏，不是一个休息的时刻。研究生就是要真正弄懂一些东西。如果只是为了混学位、无心做科研，请勿联系。
代表性成果
1.国家自然科学基金面上项目，61672208、基于新型语言机制的异构系统通信自动优化及其应用研究、2017.1-2020.12。
2.国家科技重大专项（子课题），新型高效能计算，编程和运行模型，2017.1-2020.12
3.国家自然科学基金专项基金项目，61240045、基于GPU异构集群的FFT 算法数学库研究、2013.1-2013.12
4.国家自然科学基金青年基金，基于生成对抗网络的换装行人重识别方法研究，2021.1-2023.12
5.国家自然科学基金青年基金,62102133,可充电式无线传感器网络中能量分配和路由算法的研究,2022-01-01至2024-12-31
1.Xiaopan Chen, XiaokeZhu（通讯作者）, Shanshan Zheng, Taihao Zheng, Fan Zhang: Semi-Coupled Synthesis and Analysis Dictionary Pair Learning for Kinship Verification. IEEE Trans. Circuits Syst. Video Technol. 31(5): 1939-1952 (2021) (SCI二区，CCF B)Xiao-Yuan Jing ; Xinyu Zhang ; Xiaoke Zhu(共同通讯) ; Fei Wu ; Xinge You ; Yang Gao ; Shiguang Shan, Jing-Yu Yang:Multiset Feature Learning for Highly Imbalanced Data Classification, IEEE Transactions on Pattern Analysis and Machine Intelligence. doi:10.1109/TPAMI.2019.2929166 (顶级期刊,SCI一区，CCF A)
2.Xiaodong Jia ; Xiao-Yuan Jing ; Xiaoke Zhu(共同通讯); Songcan Chen ; Bo Du ; Ziyun Cai ; Zhenyu He; Dong Yue. Semi-supervised Multi-view Deep Discriminant Representation Learning, IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020, doi:10.1109/TPAMI.2020.2973634 (顶级期刊,SCI一区，CCF A)
3.Fei Ma, Xiao-Yuan Jing, Xiaoke Zhu(共同一作), Zhenmin Tang, Zhiping Peng, True-Color and Grayscale Video Person Re-Identification, in IEEE Transactions on Information Forensics and Security, vol. 15, pp. 115-129, 2020. doi: 10.1109/TIFS.2019.2917160(Top期刊,CCF A)
4.Xiaoke Zhu; Xiao-Yuan Jing; Xinge You ; Xinyu Zhang ; Taiping Zhang: Video-based Person Re-identification by Simultaneously Learning Intra-video and Inter-video Distance Metrics, IEEE Transactions on Image Processing, 2018. (Top期刊, CCF A)
5.Xiaoke Zhu; Xiao-Yuan Jing; Di Wu; Zhenyu He; Jicheng Cao; Dong Yue; Lina Wang: Similarity-maintaining Privacy Preservation and Location-aware Low-rank Matrix Factorization for QoS Prediction based Web Service Recommendation, IEEE Transactions on Services Computing, 2018. (Top期刊,CCF B)
6.Xiaoke Zhu; Xiao-Yuan Jing; Xinge You; Wangmeng Zuo; Shiguang Shan;Wei-Shi Zheng:Image to Video Person Re-identification by Learning Heterogeneous Dictionary Pair with Feature Projection Matrix, IEEE Transactions on Information Forensics and Security, 2017. (Top期刊,CCF A)
7.Xiaoke Zhu; Xiao-Yuan Jing; Liang Yang; Xinge You; Dan Chen; Guangwei Gao; Yunhong Wang: Semi-supervised Cross-view Projection-based Dictionary Learning for Video-based Person Re-identification, IEEE Transactions on Circuits and Systems for Video Technology, 2017 (SCI二区，CCF B)
8.Xiaoke Zhu, Xiao-Yuan Jing, Fan Zhang, Xinyu Zhang, Xinge You, Xiang Cui: Distance learning by mining hard and easy negative samples for person re-identification.Pattern Recognition 95: 211-222 (2019) （SCI二区，CCF B类期刊）
9.Xiao-Yuan Jing, Xiaoke Zhu, Fei Wu, Ruimin Hu, Xinge You, Yunhong Wang, Hui Feng, Jing-Yu Yang: Super-Resolution Person Re-Identification with Semi-Coupled Low-Rank Discriminant Dictionary Learning. IEEE Transactions on Image Processing 26(3): 1363-1378, 2017. (Top期刊, CCF A)
10.Zhiqiang Li; Xiao-Yuan Jing;Xiaoke Zhu; Hongyu Zhang; Baowen Xu; Shi Ying: On the Multiple Sources and Privacy Preservation Issues for Heterogeneous Defect Prediction, IEEE Transactions on Software Engineering, 2017.(CCF A类期刊)
11.Xiaoke Zhu, Xiao-Yuan Jing, Fei Wu, Di Wu, Li Cheng, Sen Li, Ruimin Hu: Multi-Kernel Low-Rank Dictionary Pair Learning for Multiple Features Based Image Classification. AAAI 2017: 2970-2976. (CCF A类会议)
12.Xiaoke Zhu, Xiao-Yuan Jing, Fei Wu, Yunhong Wang, Wangmeng Zuo, Wei-Shi Zheng: Learning Heterogeneous Dictionary Pair with Feature Projection Matrix for Pedestrian Video Retrieval via Single Query Image. AAAI 2017: 4341-4348 2016. (CCF A类会议)
13.Xiaoke Zhu, Xiao-Yuan Jing, Fei Wu, Hui Feng: Video-Based Person Re-Identification by Simultaneously Learning Intra-Video and Inter-Video Distance Metrics. IJCAI 2016: 3552-3559. (CCF A类会议)
14.Xiao-Yuan Jing, Xiaoke Zhu, Fei Wu, Xinge You, Qinglong Liu, Dong Yue, Ruimin Hu, Baowen Xu: Super-resolution Person re-identification with semi-coupled low-rank discriminant dictionary learning. CVPR 2015:695-704. (CCF A类会议)
15.Zhang Fan, Yingqi Zhang, Zhang Xinhong. Desensitization method of meteorological data based on differential privacy protection [J], Journal of Cleaner Production, 389(2023): 136117. (中科院SCI一区, Top Journal)
16.Xinhong Zhang, Boyan Zhang, Fan Zhang. Student-centered case-based teaching and online-offline case discussion in postgraduate courses of computer science [J], International Journal of Educational Technology in Higher Education, 2023, 20(6): 1-20. (中科院SCI一区, Top Journal)
17.Fan Zhang, Bo Wang, Fuhao Lu, Xinhong Zhang. Rotating Stomata Measurement Based on Anchor-free Object Detection and Stomata Conductance Calculation [J]. Plant Phenomics, 2023. (中科院SCI一区, Top Journal)
18.Fan Zhang, Zhigeng Pan, Kui Cao, Fengbin Zheng, Fangming Wu. The upper and lower bounds of the information-hiding capacity of digital images[J]. Information Sciences. 2008, 178(14): 2950-2959.（中科院SCI一区, Top Journal）
19.张帆，张新红，基于位错理论的距离正则化水平集图像分割算法[J]，自动化学报，2018, 44(5): 943-952.（CCF A类期刊）
20.Chen S*, Li L, Wang G, Pang M, Shen C. Federated Learning with Heterogeneous Quantization Bit Allocation and Aggregation for Internet of Things[J]. IEEE Internet of Things Journal,2023. (SCI一区)
21.Luo G, An P, Li Y, Hong R, Chen S*, et al. Exploring Adaptive Graph Topologies and Temporal Graph Networks for EEG-based Depression Detection[J]. IEEE Transactions on Neural Systems and Rehabilitation Engineering,2023. (SCI一区)
22.Chang H, Zhao K, Qiu J, Ji X, Chen W, Li B, Cheng L, Xiong Z, Chen S*, Shu X. Prediction of Intraoperative Cerebrospinal Fluid Leaks in Endoscopic Endonasal Transsphenoidal Pituitary Surgery Based on a Deep Neural Network Model Trained with MRI Images: A Pilot Study[J]. Frontiers in Neuroscience,2023,17:1203698. (Top期刊)
23.Peng Z, Li B, Li L, Chen S∗, et al. Performance Optimization for Noise Interference Privacy Protection in Federated Learning[J]. IEEE Transactions on Cognitive Communications and Networking,2023. (SCI一区)
1.河南省教育厅科技论文奖，一等奖，2008
2.河南省第十届自然科学优秀学术论文奖，一等奖，2010
3.河南省第二届自然科学学术奖，一等奖，2014
4.河南省教育厅科技成果奖，一等奖，2014
5.河南省医学科学技术进步奖，二等奖，2014
6.河南省本科教育线上教学优秀课程奖，一等奖，2020
7.河南医学科技奖二等奖，2021
8.河南省一流本科课程（操作系统），2022
1.一种数字减影血管造影运动伪影消除方法及其系统，发明专利，专利号：ZL 201010168648.1，2011.05.25授权，第一发明人
2.基于 MIMO 信道通信的图像信息隐藏方法，发明专利，专利号：ZL 201410376354.6，2017.09.29授权，第一发明人
3.一种基于LBP纹理的焊缝探伤底片图像造假的检测方法，发明专利，专利号：ZL 2019105873878，2022.09.06授权，第一发明人
4.一种基于深度学习的焊缝底片造假的自动检测方法，发明专利，专利号：ZL 201910370302.0，2022.09.06授权，第一发明人
5.陈盛博;一种基于非侵入式脑电信号的抑郁症生物标记物辨识方法,2021-3-30,中国,201910867073.3.
6.陈盛博;一种储能系统的能源管理方法及装置,2021-2-2,中国,201910677063.3.
7.陈盛博;一种储能系统的高颗粒度能量控制算法及装置,2021-1-29,中国,201910677876.2.
8.Shengbo Chen; Tao Luo; Sumeeth Nagaraja; Xiao Feng Wang; Sony Akkarakaran; Makesh Pravin John Wilson; Wooseok Nam; Kaushik Chakraborty; Juan Montojo; Uplink power control,2021-3-9,美国,US 10,945,214 B2.
9.Shengbo Chen; Tao Luo; Sumeeth Nagaraja; Sony Akkarakaran; Makesh Pravin John Wilson; Wooseok Nam; Kaushik Chakraborty; Juan Montojo; Base station controlled uplink beam power using measurement of reference signal at user equipment,2020-8-4,美国,US 10,736,045 B2..
10.荆晓远; 马飞; 朱小柯; 黄鹤; 姚永芳; 彭志平 ; 基于半耦合鉴别字典学习的叶遮挡行人重识别方法及系统, 2020-1-07, 中国, ZL201910344098.5
11.陈小潘；李昌龙；朱小柯；王毓斐；张冀统；叶鹏飞；郑亮; 距离和方向的深度鉴别度量学习亲属关系验证系统, ZL 2021 1 0459706.4
12.朱小柯;王毓斐;陈小潘;郑珊珊;李昌龙;张冀统;叶鹏飞，一种基于边界框一致性的遥感目标检测方法，专 利 号：ZL 2021 1 0582368.3
