Research on high-precision target recognition method of insulators under multi-image complex background based on YOLOv5

Zehuai Liu; Xuefeng Ning; Guanke Liu; Yuanjia Li; Wanwei Wang; Zhongning Cai; Zou Lin; Yuxuan Yang

doi:10.1117/12.3052952

11 December 2024 Research on high-precision target recognition method of insulators under multi-image complex background based on YOLOv5

Zehuai Liu, Xuefeng Ning, Guanke Liu, Yuanjia Li, Wanwei Wang, Zhongning Cai, Zou Lin, Yuxuan Yang

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Proceedings Volume 13445, International Conference on Electronics, Electrical and Information Engineering (ICEEIE 2024); 1344531 (2024) https://doi.org/10.1117/12.3052952
Event: International Conference on Electronics. Electrical and Information Engineering (ICEEIE 2024), 2024, Haikou, China

Abstract

To integrate multispectral technology for high-precision spectral analysis of insulator pollution and aging, it is essential to develop a more accurate model for insulator detection to acquire precise position information of the insulators. This paper presents a novel insulator region detection model based on YOLOv5, which addresses the challenges of insulator multispectral image alignment and target detection. The model is designed to detect insulators on insulator multispectral images and extract their position information, thereby laying the foundation for evaluating the state of insulators using multispectral images.

(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.

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Zehuai Liu, Xuefeng Ning, Guanke Liu, Yuanjia Li, Wanwei Wang, Zhongning Cai, Zou Lin, and Yuxuan Yang "Research on high-precision target recognition method of insulators under multi-image complex background based on YOLOv5", Proc. SPIE 13445, International Conference on Electronics, Electrical and Information Engineering (ICEEIE 2024), 1344531 (11 December 2024); https://doi.org/10.1117/12.3052952

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KEYWORDS

Dielectrics

Detection and tracking algorithms

Multispectral imaging

Deep learning

Target detection

Education and training

Image processing

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