TY - GEN
T1 - A smart surveillance system with multiple people detection, tracking, and behavior analysis
AU - Yang, Chia Jui
AU - Chou, Ting
AU - Chang, Fong An
AU - Ssu-Yuan, Chang
AU - Guo, Jiun-In
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2016/5/31
Y1 - 2016/5/31
N2 - This paper proposes an intelligence surveillance system in indoor environments, which support the functions of people detection, people tracking, and behavior analysis. Strong variation of lightness by switching lights and frequent crossing of people are two major design challenges of the proposed system, which will decrease the detection accuracy. Therefore, we propose a mechanism of updating background to react to the variation of lightness. Moreover, the ORB descriptor is added to be a unique feature of identifying people. It can make people tracking more precise during crossing. The proposed system is developed on PCs and implemented on embedded systems. On PCs with Intel [email protected] CPU running with a single core, we can reach the performance about D1 video at 22 fps. On an embedded system with ARM [email protected], we can achieve the performance about D1 video at 8 fps.
AB - This paper proposes an intelligence surveillance system in indoor environments, which support the functions of people detection, people tracking, and behavior analysis. Strong variation of lightness by switching lights and frequent crossing of people are two major design challenges of the proposed system, which will decrease the detection accuracy. Therefore, we propose a mechanism of updating background to react to the variation of lightness. Moreover, the ORB descriptor is added to be a unique feature of identifying people. It can make people tracking more precise during crossing. The proposed system is developed on PCs and implemented on embedded systems. On PCs with Intel [email protected] CPU running with a single core, we can reach the performance about D1 video at 22 fps. On an embedded system with ARM [email protected], we can achieve the performance about D1 video at 8 fps.
UR - http://www.scopus.com/inward/record.url?scp=84978426252&partnerID=8YFLogxK
U2 - 10.1109/VLSI-DAT.2016.7482569
DO - 10.1109/VLSI-DAT.2016.7482569
M3 - Conference contribution
AN - SCOPUS:84978426252
T3 - 2016 International Symposium on VLSI Design, Automation and Test, VLSI-DAT 2016
BT - 2016 International Symposium on VLSI Design, Automation and Test, VLSI-DAT 2016
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2016 International Symposium on VLSI Design, Automation and Test, VLSI-DAT 2016
Y2 - 25 April 2016 through 27 April 2016
ER -