TY - GEN
T1 - Smart Badminton Detection System Based on Scaled-YOLOv4
AU - Chen, Yen-Ting
AU - Yang, Jar Ferr
AU - Tu, Kuo Cheng
N1 - Funding Information:
ACKNOWLEDGEMENT This work was partially supported by the Ministry of Science and Technology under Grant MOST 109-2218-E-006-032 and Qualcomm, USA under Grant SOW#NAT-435536.
Publisher Copyright:
© 2021 IEEE.
PY - 2021
Y1 - 2021
N2 - In recent years, artificial intelligence applied to computer vision is growing popularly. Also, the smart sport system is now a flourishing research topic that more and more researchers are studying in this area. In this paper, we used scaled-YOLOv4 [1], which is now the state-of-the-art deep learning model on object detection, as our deep learning network to build a smart badminton detection system. We proposed the modified scaled-YOLOv4 by adding residual attention modules to detect the positions of badminton players and the shuttlecock and an image projection method to calculate the moving distance of the players.
AB - In recent years, artificial intelligence applied to computer vision is growing popularly. Also, the smart sport system is now a flourishing research topic that more and more researchers are studying in this area. In this paper, we used scaled-YOLOv4 [1], which is now the state-of-the-art deep learning model on object detection, as our deep learning network to build a smart badminton detection system. We proposed the modified scaled-YOLOv4 by adding residual attention modules to detect the positions of badminton players and the shuttlecock and an image projection method to calculate the moving distance of the players.
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U2 - 10.1109/ISPACS51563.2021.9651036
DO - 10.1109/ISPACS51563.2021.9651036
M3 - Conference contribution
AN - SCOPUS:85124154455
T3 - ISPACS 2021 - International Symposium on Intelligent Signal Processing and Communication Systems: 5G Dream to Reality, Proceeding
BT - ISPACS 2021 - International Symposium on Intelligent Signal Processing and Communication Systems
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2021 International Symposium on Intelligent Signal Processing and Communication Systems, ISPACS 2021
Y2 - 16 November 2021 through 19 November 2021
ER -