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个人简介

2016.09至今首都师范大学教师 2022.09至今,首都师范大学博士生导师(破格) 2018-2022中国测绘科学研究院在职博士后 (合作导师:刘先林院士) 2018.12-2019.12 美国普渡大学(Purdue University)访问学者,合作导师:Jie Shan教授 2013.07-2016.06 获北京师范大学遥感科学国家重点实验室地图学与地理信息系统博士学位,指导教师:张立强教授 2010.09-2013.06 获中国矿业大学(北京)大地测量学与测量工程工学硕士学位,指导教师:吴立新教授 2006.09-2010.06 获辽宁工程技术大学测绘工程学士学位,学位论文指导教师:宋伟东教授

研究领域

地理空间数据智能处理理论与方法,建立“感知-认知-决策”的机制,促进地球可持续发展及空间治理

近期论文

查看导师新发文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

Xu, S., & Zhang, Z*. (2023). JSMNet: Improving Indoor Point Cloud Semantic and Instance Segmentation through Self-Attention and Multiscale Fusion. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 48, 195-201. Jincheng Jiang, Lixin Wu, Jieqing Yu, Mujiangshan Wang, Hui Kong, Zhenxin Zhang*, Junjie Wang*, Robustness of bilayer railway-aviation transportation network considering discrete cross-layer traffic flow assignment, Transportation Research Part D: Transport and Environment, 2024, 104071, https://doi.org/10.1016/j.trd.2024.104071. Chen, Siyun; Zhang, Zhenxin*; Zhang, Liqiang; He, Rixing; Li, Zhen; Xu, Mengbing; Ma, Hao. A Semi-supervised Learning Framework Combining CNN and Multi-scale Transformer for Traffic Sign Detection and Recognition. IEEE Internet of Things Journal. (Accepted). Ronghao Yang, Wang Miao, Zhenxin Zhang*, Zhenlong Liu, Mubai Li, Bin Lin, SA-MVSNet: Self-attention-based multi-view stereo network for 3D reconstruction of images with weak texture, Engineering Applications of Artificial Intelligence, Volume 131, 2024, 107800, ISSN 0952-1976, https://doi.org/10.1016/j.engappai.2023.107800. Jincheng Jiang, Junjie Wang, Hongming Yao, Zhenxin Zhang, Zhihua Xu. Revealing the mobile sensing powers of semi-random and deterministic “drive-by” vehicle fleets. Transactions in Gis, https://doi.org/10.1111/tgis.13124. Zhenxin Zhang, Siyi Leng, Liqiang Zhang, Cross-domain point cloud completion for multi-class indoor incomplete objects via class-conditional GAN inversion, ISPRS Journal of Photogrammetry and Remote Sensing, Volume 206, 2023, Pages 118-131, https://doi.org/10.1016/j.isprsjprs.2023.11.001. (SCI/EI,中科院大类一区top,Q1区). Jincheng Jiang, Zhihua Xu, Zhenxin Zhang, Jie Zhang, Kang Liu, Hui Kong, Revealing the fractal and self-similarity of realistic collective human mobility, Physica A: Statistical Mechanics and its Applications, Volume 630, 2023, 129232, https://doi.org/10.1016/j.physa.2023.129232. Dong CHEN, Fan Hu, Takis Mathiopoulos, Zhenxin Zhang *, Jiju Peethambaran. MC-UNet: Martian Crater Segmentation at Semantic and Instance Levels Using U-Net-Based Convolutional Neural Network, Remote Sensing, 2023, 15, no. 1: 266. https://doi.org/10.3390/rs15010266 (SCI/EI,中科院二区top,Q1区). Siyun Chen (博士生), Zhenxin Zhang*(张振鑫,通讯作者),et al. A content-adaptive hierarchical deep learning model for joint automatic detection of road surface element using MLS point clouds. IEEE Transactions on Geoscience and Remote Sensing. (SCI/EI, 中科院大类一区top,DOI: 10.1109/TGRS.2023.3234303,Q1区). Jincheng Li (硕士生), Zhenxin Zhang (张振鑫,通讯作者), et al. GL-Net: Semantic Segmentation for 3D Point Clouds of Shield Tunnel via Global Feature Learning and Local Feature Discriminative Aggregation. ISPRS Journal of Photogrammetry and Remote Sensing, 2023, 199, 335-349. (SCI/EI,中科院大类一区top,Q1区). Wang D., Yang R., Zhang Z. (张振鑫), et al. P-Swin: Parallel Swin transformer multi-scale semantic segmentation network for land cover classification[J]. Computers & Geosciences, 2023, 175: 105340. (SCI/EI,中科院大类二区,Q1区). Zhenxin Zhang, Dixiang Xu, P. Takis Mathiopoulos, Qiang Wang, Liqiang Zhang, Zhihua Xu, Jincheng Jiang, Zhen Li, DMSC-Net: A deep Multi-Scale context network for 3D object detection of indoor point clouds, International Journal of Applied Earth Observation and Geoinformation, Volume 122, 2023, 103454, https://doi.org/10.1016/j.jag.2023.103454. (SCI,中科院大类一区top,Q1区). Xu Li, Zhenxin Zhang(#), Yong Li(*), Mingmin Huang, Jiaxin Zhang. SFL-NET: Slight Filter Learning Network for Point Cloud Semantic Segmentation. IEEE Transactions on Geoscience and Remote Sensing. (DOI: 10.1109/TGRS.2023.3313876, SCI/EI, 中科院大类一区,Q1区). Siyi Leng (硕士生), Zhenxin Zhang (张振鑫,通讯作者),et al. A Point Cloud Completion Network Combining Dynamic Graph Convolution and Hybrid Pooling, Expert Systems With Applications. (SCI, Under review). Yong Li, Qi Lin, Zhenxin Zhang (张振鑫,通讯作者), et al. MFNet: Multi-level feature extraction and fusion network for large-scale point cloud classification. Remote Sensing. 2022, 14, 5707. (SCI/EI,中科院二区top,Q1区). Qiang Wang, Yang Liu, Yuhan Guo, Shun Wang, Zhenxin Zhang (张振鑫,通讯作者).A Robust and Effective Identification Method for Point-distributed Coded Targets in Digital Close-range Photogrammetry. Remote Sensing, 14(21), 5377. https://doi.org/10.3390/rs14215377.(SCI/EI,中科院二区top,Q1区) Lan Sun (硕士生), Zhenxin Zhang (张振鑫,通讯作者),Ruofei Zhong*, Dong Chen, Liqiang Zhang, Lin Zhu, Qiang Wang, Guo Wang, Jianjun Zou, Yu Wang. A Weakly Supervised 3D Graph Deep Learning Framework for Point Cloud Registration. IEEE Transactions on Geoscience and Remote Sensing (TGRS). DOI: 10.1109/TGRS.2022.3145474. (SCI/EI,中科院一区top,Q1区). Shuang Liu (硕士生), Haili Sun*, Zhenxin Zhang*(张振鑫,通讯作者),Yuqi Li, Ruofei Zhong, Jincheng Li, Siyun Chen. A multi-scale deep feature for the instance segmentation of water leakages in tunnel using MLS point clouds, IEEE Transactions on Geoscience and Remote Sensing, 10.1109/TGRS.2022.3158660. (SCI/EI,中科院一区top,Q1区,审稿人评价:The model proposed in this paper has certain theoretical and application values for tunnel leakage detection method.) Yong Li, Xu Li, Zhenxin Zhang*(张振鑫,通讯作者), Feng Shuang, Qi Lin. DenseKPNET: Dense Kernel Point Convolutional Neural Networks for Point Cloud Semantic Segmentation, IEEE Transactions on Geoscience and Remote Sensing. (SCI/EI,中科院一区top,Q1区,10.1109/TGRS.2022.3162582, reviewers’ comments: “This manuscript proposes an interesting network for point cloud semantic segmentation tasks.”, “Pictorial illustration of comparison between KPCNN and proposed dense connection block is instructive.”) Zhen Li (博士生);Zhang Zhenxin(张振鑫,通讯作者);Dong Chen*; Liqiang Zhang; Lin Zhu; Qiang Wang; Siyun Chen; Xueli Peng. HCRB-MSAN: Horizontally Connected Residual Blocks-based MultiScale Attention Network for Semantic Segmentation of Buildings in HSR Remote Sensing Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. DOI: 10.1109/JSTARS.2022.3188515. (SCI/EI,中科院三区,Q1区) Yue, Ning (硕士生), Zhenxin Zhang*(张振鑫,通讯作者), Shan Jiang, and Siyun Chen. 2022. "Deep Feature Migration for Real-Time Mapping of Urban Street Shading Coverage Index Based on Street-Level Panorama Images" Remote Sensing 14, no. 8: 1796. https://doi.org/10.3390/rs14081796. (SCI/EI, 中科院二区top,Q1区). Qi Chen (硕士生),Zhenxin Zhang*(张振鑫,通讯作者), et al. A self-attention based global feature enhancing network for semantic segmentation of large-scale urban street-level point clouds. International Journal of Applied Earth Observation and Geoinformation,2022, vol. 113, 102974, https://doi.org/10.1016/j.jag.2022.102974. (SCI, 中科院一区top,Q1区) Bing Yang, Zhenxin Zhang*, Caiqing Yang, Ying Wang, Michael C. Orr, Hongbin Wang, And Ai-Bing Zhang*. Identification of Species by Combining Molecular and Morphological Data Using Convolutional Neural Networks.Systematic Biology. 2022. 10.1093/sysbio/syab076 , 通讯作者,SCI,中科院一区top,Q1区). Feng Shuang #, Pei Li #, Yong Li *, Zhenxin Zhang, Xu Li,MSIDA-Net: Point Cloud Semantic Segmentation via Multi-Spatial Information and Dual Adaptive Blocks, Remote Sensing, 2022, 14(9), 2187; https://doi.org/10.3390/rs14092187. SCI/EI, 中科院二区top,Q1区 Zou, J.; Zhang, Z. (张振鑫,通讯作者); Chen, D.; Li, Q.; Sun, L.; Zhong, R.; Zhang, L.; Sha, J. GACM: A Graph Attention Capsule Model for the Registration of TLS Point Clouds in Urban Scene. Remote Sensing. 2021 (doi: 10.3390/rs13224497,SCI/EI,中科院二区top,Q1区). Yu Wang, Zhenxin Zhang*(张振鑫,通讯作者), Ruofei Zhong, Lan Sun, Siyi Leng, and Qiang Wang. Densely connected graph convolutional network for joint semantic and instance segmentation of indoor point clouds, ISPRS Journal of Photogrammetry and Remote Sensing, Volume 182, 2021, Pages 67-77, https://doi.org/10.1016/j.isprsjprs. 2021. 10.003. (SCI/EI,中科院一区top,Q1区) Zhen Cao, Dong Chen, Jiju Peethambaran, Zhenxin Zhang (张振鑫), Liqiang Zhang, and Shaobo Xia. Tunnel reconstruction with block level precision by combining data-driven segmentation and model-driven assembly. IEEE Transactions on Geoscience and Remote Sensing (TGRS). 2021, 59(10), 8853-8872 (doi: 10.1109/TGRS.2020.3046624). (SCI/EI,中科院一区top,Q1区) Zhenxin Zhang(*#张振鑫), Lan Sun#, Ruofei Zhong*, Dong Chen, Liqiang Zhang, Xiaojuan Li, Qiang Wang, Siyun Chen. Hierarchical Aggregated Deep Features for ALS Point Cloud Classification. IEEE Transactions on Geoscience and Remote Sensing (TGRS) vol. 59, no. 2, pp. 1686-1699, Feb. 2021. (SCI/EI,中科院一区区top, Q1区,DOI:10.1109/TGRS.2020.2997960). Siyun Chen#, Zhenxin Zhang*(#,* 张振鑫,通讯作者), Ruofei Zhong*, Liqiang Zhang, Hao Ma, Lirong Liu.A Dense Feature Pyramid Network-Based Deep Learning Model for Road Marking Instance Segmentation Using MLS Point Clouds. IEEE Transactions on Geoscience and Remote Sensing (TGRS). vol. 59, no. 1, pp. 784-800, Jan. 2021. (ESI高被引论文,SCI/EI,中科院JCR 1区top,Q1区,DOI: 10.1109/TGRS.2020.2996617.) Ende Wang (#), Lei Xue (#), Yong Li *, Zhenxin Zhang (#), Xukui Hou. 3DMGNet: 3D Model Generation Network Based on Multi-modal Data Constraints and Multi-Level Feature Fusion. Sensors, 2020, 20(17), 4875 (SCI/EI,中科院三区,Q2区,共同一作). Understanding uneven land subsidence in Beijing, China, using a novel combination of geophysical prospecting and InSAR.Geophysical Research Letters. DOI: 10.1029/2020GL088676. (SCI/EI,中科院一区top,Q1区,合作作者).

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