CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 12799 > Article
Paper
10 October 2023 Missing identification of glass insulators based on YOLO v5 algorithm
Min Xie, Xiaogang Li, Chenlong Zhao, Cheng Xu, Zhuhong Liu
Author Affiliations +
Proceedings Volume 12799, Third International Conference on Advanced Algorithms and Signal Image Processing (AASIP 2023); 127990Z (2023) https://doi.org/10.1117/12.3006297
Event: 3rd International Conference on Advanced Algorithms and Signal Image Processing (AASIP 2023), 2023, Kuala Lumpur, Malaysia
Abstract
As one of the three main insulators, glass insulators are widely used in transmission lines. Due to its own characteristics, glass insulators are prone to self explosion during use, which then cause insulator missing and easily lead to power accidents. With the progress of unmanned aerial vehicle inspection and other inspection technologies, reliable identification of missing insulators based on image recognition become very important. This article uses the most advanced YOLO v5 object detection algorithm to identify the missing of glass insulators. The detection rate for insulators is about 97.2%, and the detection rate for missing glass insulators is about 98.6%, with an average mAP@0.5 of 97.9%.
(2023) Published by SPIE. Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Min Xie, Xiaogang Li, Chenlong Zhao, Cheng Xu, and Zhuhong Liu "Missing identification of glass insulators based on YOLO v5 algorithm", Proc. SPIE 12799, Third International Conference on Advanced Algorithms and Signal Image Processing (AASIP 2023), 127990Z (10 October 2023); https://doi.org/10.1117/12.3006297
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
 4 PAGES
DOWNLOAD PAPER SAVE TO MY LIBRARY
GET CITATION
Advertisement
Advertisement
RIGHTS & PERMISSIONS
Get copyright permission  Get copyright permission on Copyright Marketplace
KEYWORDS
Dielectrics
Detection and tracking algorithms
Object detection
Inspection
Target recognition
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top