TY - GEN
T1 - Human Action Recognition Using Dual-Stream Neural Networks with FMCW Radar
AU - Wu, Yuqing
AU - Li, Yong
AU - Cheng, Wei
AU - Lei, Guangyu
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - This paper presents a approach to human action recognition utilizing FMCW radar. We propose a method that extracts range-time and velocity-time features from radar echoes and processes them using a dual-stream neural network for action classification. The improved Constant False Alarm Rate (CFAR) detection algorithm, combined with a Shape Profile Constraint - Feature Map (SPC-FM) generation method, significantly enhances feature extraction by removing noise. Experimental results demonstrate an average classification accuracy of 96.4% across six common actions, showcasing the method's robustness for applications in various domains, including medical monitoring and autonomous vehicle systems.
AB - This paper presents a approach to human action recognition utilizing FMCW radar. We propose a method that extracts range-time and velocity-time features from radar echoes and processes them using a dual-stream neural network for action classification. The improved Constant False Alarm Rate (CFAR) detection algorithm, combined with a Shape Profile Constraint - Feature Map (SPC-FM) generation method, significantly enhances feature extraction by removing noise. Experimental results demonstrate an average classification accuracy of 96.4% across six common actions, showcasing the method's robustness for applications in various domains, including medical monitoring and autonomous vehicle systems.
KW - dual-stream neural network
KW - feature extraction
KW - FMCW Radar
KW - human action recognition
UR - http://www.scopus.com/inward/record.url?scp=85219749255&partnerID=8YFLogxK
U2 - 10.1109/ICSIDP62679.2024.10868895
DO - 10.1109/ICSIDP62679.2024.10868895
M3 - 会议稿件
AN - SCOPUS:85219749255
T3 - IEEE International Conference on Signal, Information and Data Processing, ICSIDP 2024
BT - IEEE International Conference on Signal, Information and Data Processing, ICSIDP 2024
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2nd IEEE International Conference on Signal, Information and Data Processing, ICSIDP 2024
Y2 - 22 November 2024 through 24 November 2024
ER -