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作者:

Sun, Guangmin (Sun, Guangmin.) (学者:孙光民) | Wang, Zhongqi (Wang, Zhongqi.)

收录:

EI

摘要:

With the acceleration of the global aging process, the safety and health of the elderly has become a widespread concern, and falls have become the main health threat of the elderly. In this paper, a fall detection model based on OpenPose human posture estimation algorithm is proposed by using the fall detection method based on machine vision. On the basis of OpenPose human key point detection, combined with SSD MobileNet object detection framework can remove the non human key points detected by OpenPose algorithm, reduce the false detection rate of the algorithm, improve the robustness of the algorithm in complex environment, and then extract the features of human joint points, use SVDD classification algorithm to classify, experiments show that this method can effectively detect the occurrence of falls, and the accuracy rate can reach more than 93%. © 2020 IEEE.

关键词:

Health risks Object detection Signal detection

作者机构:

  • [ 1 ] [Sun, Guangmin]Beijing University of Technology, Faculty of Information Technology, Beijing, China
  • [ 2 ] [Wang, Zhongqi]Beijing University of Technology, Faculty of Information Technology, Beijing, China

通讯作者信息:

  • [wang, zhongqi]beijing university of technology, faculty of information technology, beijing, china

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年份: 2020

页码: 172-176

语种: 英文

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 21

ESI高被引论文在榜: 0 展开所有

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