CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 13257 > Article
Paper
10 September 2024 Research on infrared image recognition algorithm of power transmission equipment based on improved cascade R-CNN
Xiaoyu Zhan, Jianhong Lv, Yue Liu, Renming Yang, Xiaoyan Yu, Qingyan Shao, Kai Wang, Xin Zhang
Author Affiliations +
Proceedings Volume 13257, International Conference on Advanced Image Processing Technology (AIPT 2024); 132570E (2024) https://doi.org/10.1117/12.3042572
Event: International Conference on Advanced Image Processing Technology (AIPT 2024), 2024, Chongqing, China
Abstract
Transmission lines are an important guarantee for the continuous power supply of power grids. In order to ensure their safe operation and timely and effectively detect potential heating anomalies, this paper proposes an infrared image recognition algorithm for transmission equipment based on improved Cascade R-CNN. The introduction of deformable convolutional networks and classifier enhancement algorithms improves the target recognition capability of infrared images of power transmission equipment. Contrast enhancement and GAN networks are used to improve image quality and alleviate sample imbalance. Experiments show that the algorithm can achieve an accuracy rate of over 87% for various component recognition and over 98% for insulator recognition, greatly improving the quality of detection, providing strong support for the diagnosis of heating defects, and having important application value for the safe maintenance of power grids.
(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Xiaoyu Zhan, Jianhong Lv, Yue Liu, Renming Yang, Xiaoyan Yu, Qingyan Shao, Kai Wang, and Xin Zhang "Research on infrared image recognition algorithm of power transmission equipment based on improved cascade R-CNN", Proc. SPIE 13257, International Conference on Advanced Image Processing Technology (AIPT 2024), 132570E (10 September 2024); https://doi.org/10.1117/12.3042572
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
 6 PAGES
DOWNLOAD PAPER SAVE TO MY LIBRARY
GET CITATION
Advertisement
Advertisement
RIGHTS & PERMISSIONS
Get copyright permission  Get copyright permission on Copyright Marketplace
KEYWORDS
Infrared imaging
Infrared radiation
Detection and tracking algorithms
Image transmission
Image enhancement
Thermography
Infrared detectors
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top