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张德军
2023-05-16 11:16
  • 张德军
  • 张德军 - 博士 副教授 硕士生导师-中国地质大学(武汉)-地理与信息工程学院-个人资料

近期热点

资料介绍

个人简历


中国计算机学会高级会员、中国工业与应用数学学会几何设计与计算专委会委员。2015年12月毕业于武汉大学计算机应用技术专业,获得工学博士学位。现就职于中国地质大学(武汉)地理与信息工程学院软件工程系。在国际学术期刊和国际会议上发表论文40余篇,包括SCI论文30余篇,其中包括中国计算机协会推荐期刊IEEE TIP、PR、IEEE TSC、VC等和著名会议ICCV、ACPR、CSCWD等,论文被引用600余次。作为项目负责人主持国家自然科学基金(青年)项目1项,国防项目1项,教育部产学合作协同育人项目3项以及横向课题多项,作为主要研究人员参加国家级科研项目4项。担任GDC2019、ICPCSEE 2019、ACPR 2019、ACCV 2020 Workshop (HAU) 、CHINAAI 2020等多个国际和国内重要学术会议的程序委员会委员,担任IEEE TCSVT、IEEE TNNLS、IEEE TMM、TVC等多个国际一流学术期刊的审稿人。
Dr. Zhang's Website (in English): https://djzgroup.github.io/

主持或参与的主要项目
· ******匹配定位算法研究,北京控制与电子技术研究所,2020.12-2022.12,主持
· 高压电缆数字射线检测图像智能分析软件研究,国网湖南省电力有限公司电力科学研究院,2020.11-2022.10,主持
· 人体行为特征解析及异常行为识别研究,横向课题,2020.06-2021.12,主持
· 基于Android的动作类在线指导学习平台的设计与实现,谷歌信息技术(中国)有限公司 ,2020.09-2021.08,主持
· 基于八叉树与Z曲线的农业机械模型相似性度量理论及优化方法研究,国家自然科学基金青年科学基金项目, 2018.01-2020.12,主持

· 基于深度学习的视频图像特征检索研究,横向课题,2017.04-2017.12,主持
· 基于几何操作转换的异构三维CAD系统协同方法与关键技术,国家自然科学基金青年科学基金项目,2014.01-2016.12,参与
· 面向虚拟地理环境的树木三维建模与可视化技术研究,国家自然科学基金青年科学基金项目,2013.01-2015.12,参与
· 基于光耦的单向安全系统,中国船舶重工集团公司第701研究所,2012.01-2012.12,参与

· 基于CCD成像的教学设备研发,武汉大学电子信息学院,2011.04-2011.07,主持
· 高精度尺寸测量设备研发,测绘遥感信息工程国家重点实验室,2010.04-2011.05,主持

授权发明专利
· 一种教育考试监控视频的人体行为分析方法及系统,ZL201810995056.3,2019.01.25
· 一种基于遗传算法的异构CAD模型数据交换的系统及方法,ZL201410071752.7,2017.01.25
· 一种基于光耦的单向U盘文件传输设备,ZL201310423666.3,2016.03.16

教研情况
· 面向工程教育认证的《移动计算技术》课程教学综合改革,谷歌本科项目资助计划教师发展项目,2020.09-2021.09,主持
· 以工程能力提升为导向的《操作系统原理》课程实践教学改革,中国地质大学(武汉)教学研究项目,2019.07-2021.06,主持
· 物联网技术在高校实验室管理中的应用研究,四川省高校实验室工作研究会,2017.06-2019.06,主持
· 基于Android的嵌入式系统开发课程教学研究与改革,教育部产学合作协同育人项目,2017.06-2018.12,主持
· 基于高性能计算的深度学习理论与实践研究,武汉大学出版社,2019年12月,副主编

教学
· 操作系统原理(本科生)
课件: [ch. 1] [ch. 2] [ch. 3] [ch. 4] [ch. 5]
补充内容: [linux programming] [process programming] [signal programming]
代码: [process] [signal]
· 移动计算技术(本科生)
课件: [ch. 0] [ch. 1] [ch. 2] [ch. 3] [ch. 4] [ch. 5] [ch. 6]
实验: [1st] [2nd] [3rd] [模板]
期末考核: [topic] [模板]

研究领域


计算机图形学: 点云智能处理、三维重建、场景理解、曲线/曲面拟合
计算机视觉: 姿态估计、行为分析、目标跟踪与识别
人工智能: 模式识别、机器学习、深度学习"计算机图形学、计算机辅助设计、图像视频处理和深度学习 点云智能处理、三维重建、三维形状修复、姿态估计、行为识别等"

近期论文


期刊论文
· Long Tian, Zhigang Tu, Dejun Zhang, Jun Liu, Baoxin Li, and Junsong Yuan. Unsupervised Learning of Optical Flow With CNN-based Non-Local Filtering, IEEE Transactions on Image Processing, 2020, 29: 8429-8442. (SCI, 中科院一区, CCF A)
· Dejun Zhang, Linchao He, Mengting Luo, Zhanya Xu*, and Fazhi He. Weight Asynchronous Update: Improves the Diversity of Filters in Deep Convolutional Network, 《计算可视媒体(英文)》(Computational visual media), 2020, 6(4):455-466. (SCI, 中国科技期刊卓越行动计划)
· Yiqi Wu, Shichao Ma, Dejun Zhang*, and Jun Sun. 3D Capsule Hand Pose Estimation Network Based on Structural Relationship Information. Symmetry, 2020, 12(10): 1636. (SCI, 中科院四区)
· Dejun Zhang*, Linchao He, Zhigang Tu*, Fei Han, Shifu Zhang, and Boxiong Yang. Learning Motion Representation for Real-Time Spatio-Temporal Action Localization, Pattern Recognition, 2020, 103: 107312. (SCI, 中科院二区, CCF B)
· Dejun Zhang*, Fazhi He, Zhigang Tu, Lu Zou, and Yilin Chen. Pointwise Geometric and Semantic Learning Network on 3D Point Clouds, Integrated Computer-Aided Engineering, 2020, 27(1):57-75. (SCI, 中科院一区)
· Dejun Zhang*, Zhao Zhang, Lu Zou, Zhuyang Xie, Fazhi He, Yiqi Wu, and Zhigang Tu, Part-based Visual Tracking with Spatially Regularized Correlation Filters, The Visual Computer, 2020, 36: 509-527. (SCI, 中科院四区, CCF C)
· Mingyue Guo, Dejun Zhang*, Jun Sun. Symmetry Encoder-decoder Network with Attention Mechanism for Fast Video Object Segmentation, Symmetry, 2019, 11(8): 1006. (SCI, 中科院四区)
· Dejun Zhang*, Mengting Luo, and Fazhi He. Reconstructed Similarity for Faster GANs-Based Word Translation to Mitigate Hubness, Neurocomputing, 2019, 362: 83-93. (SCI, 中科院二区, CCF C)
· Dejun Zhang*, Mingbo Hong, Lu Zou, Fei Han, Fazhi He, Zhigang Tu, and Yafeng Ren. Attention Pooling-based Bidirectional GRU Model for Sentimental Classification, International Journal of Computational Intelligence Systems, 2019, 12(2): 723-732. (SCI, 中科院四区)
· Zhigang Tu, Hongyan Li, Dejun Zhang, Justin Dauwels, Baoxin Li, and Junsong Yuan, Action-Stage Emphasized Spatio-Temporal VLAD for Video Action Recognition, IEEE Transactions on Image Processing, 2019, 28(6): 2799-2812. (SCI, 中科院一区, CCF A)
· Zhigang Tu, Wei Xie, Dejun Zhang, Ronald Poppe, Remco C Veltkamp, Baoxin Li, and Junsong Yuan, A Survey of Variational and CNN-based Optical Flow Techniques, Signal Processing: Image Communication, 2019, 72: 9-24. (SCI, 中科院二区, CCF C)

· Dejun Zhang*, Long Tian, Mingbo Hong, Fei Han, Yafeng Ren, and Yilin Chen, Combining Convolution Neural Network and Bidirectional Gated Recurrent Unit for Sentence Semantic Classification, IEEE Access, 2018, 6:73750-73759. (SCI, 中科院二区)
· Yiqi Wu, Fazhi He, Dejun Zhang, and Xiaoxia Li, Service-oriented Feature-based Data Exchange for Cloud-based Design and Manufacturing, IEEE Transactions on Services Computing, 2018, 11(2): 341-353. (SCI, 中科院一区, CCF B)
· Dejun Zhang*, Lu Zou, Yilin Chen, and Fazhi He, Efficient and Accurate Hausdorff Distance Computation based on Diffusion Search, IEEE Access, 2018, 6:1350-1361. (SCI, 中科院二区)
· Dejun Zhang, Fazhi He*, Soonhung Han, Lu Zou, Yiqi Wu, and Yilin Chen, An Efficient Approach to Directly Compute The Exact Hausdorff Distance for 3D Point Sets, Integrated Computer-Aided Engineering, 2017, 24(3): 261-277. (SCI, 中科院一区)
· Dejun Zhang, Fazhi He*, Soonhung Han, and Xiaoxia Li, Quantitative Optimization of Interoperability During Feature-based Data Exchange, Integrated Computer Aided Engineering, 2015, 23(1): 31-50. (SCI, 中科院一区)
会议论文
· Yujing Chen, Zhigang Tu, Liuhao Ge, Dejun Zhang, Ruizhi Chen, and Junsong Yuan. SO-HandNet: Self-Organizing Network for 3D Hand Pose Estimation with Semi-supervised Learning, IEEE International Conference on Computer Vision (ICCV) 2019, (CCF A).
· Fei Han, Dejun Zhang*, Yiqi Wu, Zirui Qiu, Longyong Wu, and Weilun Huang. Human Action Recognition Based on Dual Correlation Network, The 5th Asian Conference on Pattern Recognition (ACPR 2019).
· Long Tian, Dejun Zhang*, Fei Han, Mingbo Hong, Xiang Huang, Yilin Chen, and Yiqi Wu, Context-Aware Network Embedding via Variation Autoencoders for Link Prediction, International Conference of Pioneering Computer Scientists, Engineers and Educators, Springer, Singapore, 2018: 322-331 (EI)
· Linchao He, Dejun Zhang*, and Long Tian, Visual-Based Character Embedding via Principal Component Analysis, International Conference of Pioneering Computer Scientists, Engineers and Educators. Springer, Singapore, 2018: 212-224. (EI)
· Lu Zou, Dejun Zhang*, and Fazhi He, A Fast and Secure Transmission Method Based on Optocoupler for Mobile Storage, International Conference of Pioneering Computer Scientists, Engineers and Educators. Springer, Singapore, 2017: 251-261. (EI)
· Dejun Zhang, Fazhi He*, Yiqi Wu, Xiantao Cai, and Xiaoxia Li, Product Data Exchange of Complex Shape Based on Parametric Curve, Proceedings of the 2014 IEEE 18th International Conference on Computer Supported Cooperative Work in Design, IEEE, 2014: 423-428. (EI, CCF C)
2017.8至今 中国工业与应用数学学会几何设计与计算专业委员会委员
2014.7至今 担任近10个国际权威SCI期刊的审稿专家,如IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), IEEE Transactions on Neural Networks and Learning Systems (T-NNLS), IEEE Transactions on Multimedia (TMM), The Visual Computer (TVC), Measurement, Multimedia Tools and Applications (MTAP), IEEE Access等.
担任多个国际国内会议的审稿专家,如GDC 2017, GDC 2018, ICPCSEE 2018, GDC 2019, ICPCSEE 2019, ACPR 2019, CHINAAI 2020, ISCAS 2020等.
2018.9至今 ACCV 2020 Workshop, Committee Members. CHINAAI 2020, Publication Co-Chairs. ACPR 2019 Workshop, Technical Program Committee (TPC). GDC 2018, Program Committee (PC). ICPCSEE 2019, Program Committee (PC).

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