CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 13163 > Article
Paper
5 June 2024 Image-based fall detection of the operation and maintenance personnel in the deep foundation pit of the power transmission lines
ZhiJian Zhang, Jianyi He, Dong Bian, Zifan Shi, Yufeng Zhou
Author Affiliations +
Proceedings Volume 13163, Fourth International Conference on Mechanical, Electronics, and Electrical and Automation Control (METMS 2024); 1316336 (2024) https://doi.org/10.1117/12.3030704
Event: International Conference on Mechanical, Electronics, and Electrical and Automation Control (METMS 2024), 2024, Xi'an, China
Abstract
In view of the characteristics of complex action types and large action ranges in the normal operation of many people in the operation environment of deep foundation pits in electric power, and the problems of missing detection and misdetection of small targets are easy to occur in the process of conventional target detection, a method is proposed to add SE attention module to the backbone network, which can improve the degree of attention to the target by adjusting the weight of channel features adaptively. And use GIoU instead of default CIoU to calculate regression box losses. The experimental simulation shows that when the intersection ratio threshold of the improved algorithm is 0.5, the average precision of the improved algorithm is 1.3% higher than that of the YOLOv5s algorithm. These improved measures are used in the complex environment of electric power deep foundation pit operation, especially when the detection target and the background color are confused. It is helpful to improve the performance and robustness of target detection algorithm and reduce the occurrence of missing and false detection.
(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.
Citation Download Citation
ZhiJian Zhang, Jianyi He, Dong Bian, Zifan Shi, and Yufeng Zhou "Image-based fall detection of the operation and maintenance personnel in the deep foundation pit of the power transmission lines", Proc. SPIE 13163, Fourth International Conference on Mechanical, Electronics, and Electrical and Automation Control (METMS 2024), 1316336 (5 June 2024); https://doi.org/10.1117/12.3030704
ACCESS THE FULL ARTICLE
ORGANIZATIONAL
Sign in with credentials provided by your organization.
INSTITUTIONAL
Select your institution to access the SPIE Digital Library.
SELECT YOUR INSTITUTION
PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.
PERSONAL SIGN IN
No SPIE Account? Create one
PURCHASE THIS CONTENT
SUBSCRIBE TO DIGITAL LIBRARY
50 downloads per 1-year subscription
Members: $195
Non-members: $335 ADD TO CART
25 downloads per 1 - year subscription
Members: $145
Non-members: $250 ADD TO CART
PURCHASE SINGLE ARTICLE
Includes PDF, HTML & Video, when available
Members: $17.00
Non-members: $21.00 ADD TO CART
PROCEEDINGS
 7 PAGES
DOWNLOAD PAPER SAVE TO MY LIBRARY
GET CITATION
Advertisement
Advertisement
RIGHTS & PERMISSIONS
Get copyright permission  Get copyright permission on Copyright Marketplace
KEYWORDS
Detection and tracking algorithms
Target detection
Object detection
Environmental sensing
Safety
Small targets
Video
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top