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Human Motion Recognition Based on Wi-Fi Imaging

  • Liangliang Lin
  • , Kun Zhao
  • , Xiaoyu Ma
  • , Wei Xi
  • , Chen Yang
  • , Hui He
  • , Jizhong Zhao
  • Xi'an Jiaotong University

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

摘要

The current wireless sensing technology has some problems, such as low resolution caused by narrow signal bandwidth, poor environmental adaptability caused by multipath effect and so on. To solve the above problems, this paper provides a new perception idea, Wi-Fi imaging human actions, and then using image processing method for action recognition. In the Wi-Fi imaging part, according to the different spatial angles of different parts of the body trunk such as head, chest and legs relative to the receiving end, this paper processes the human body reflection signal received by the receiving end, obtains the signal strength corresponding to each azimuth signal in the space, and generates the human body heat map. In the stage of action recognition, firstly, the background interference is removed. According to the characteristics of imaging and action in this paper, a continuous action segmentation method is proposed. The image action features are obtained through intensive sampling. Finally, the SVM is optimized by genetic algorithm to improve the accuracy of action classification under different conditions. Through the analysis of experimental results, the method proposed in this paper can produce high-precision imaging of human body under practical application conditions. The recognition accuracy of different actions in the experiment is more than 90%.

源语言英语
主期刊名Collaborative Computing
主期刊副标题Networking, Applications and Worksharing - 17th EAI International Conference, CollaborateCom 2021, Proceedings
编辑Honghao Gao, Xinheng Wang
出版商Springer Science and Business Media Deutschland GmbH
页608-627
页数20
ISBN(印刷版)9783030926342
DOI
出版状态已出版 - 2021
活动17th EAI International Conference on Collaborative Computing: Networking, Applications, and Worksharing, CollaborateCom 2021 - Virtual, Online
期限: 16 10月 2021 → 18 10月 2021

出版系列

姓名Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST
卷406 LNICST
ISSN(印刷版)1867-8211
ISSN(电子版)1867-822X

会议

会议17th EAI International Conference on Collaborative Computing: Networking, Applications, and Worksharing, CollaborateCom 2021
市Virtual, Online
时期16/10/21 → 18/10/21

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