标题:Radar micro-doppler signature analysis and its application on gait recognition
作者:Ren, Jianfeng ;Jiang, Xudong
作者机构:[Ren, Jianfeng ;Jiang, Xudong ] School of Electrical and Electronics Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore; 6397 更多
会议名称:3rd International Workshop on Pattern Recognition, IWPR 2018
会议日期:May 26, 2018 - May 28, 2018
来源:Proceedings of SPIE - The International Society for Optical Engineering
出版年:2018
卷:10828
DOI:10.1117/12.2501770
摘要:Micro-Doppler signature (mDS) was often utilized for radar target recognition in literature. Most existing approaches focus on extracting visual features for human operators. In this paper, we provide a complete solution to gait recognition using radar micro-Doppler analysis. Gait recognition is challenging due to the time-varying nature of micro-Doppler signature and the small differences of human gaits among different people. To align two mDSs in time, we propose to utilize dynamic time warping (DTW). To uncover the tiny differences among people, we propose to treat the distances of a sample to all gallery samples as the feature vector, and classify it using a support vector machine. To evaluate the performance of the proposed approach, we create an mDS-gait database. On this database, the proposed approach demonstrates superior performance compared with existing ones.
© 2018 SPIE.
收录类别:EI
资源类型:会议论文
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