School of Electronic Information and Electrical Engineering Jiao Tong University Shanghai.R.China;
State Grid Shandong Electric Power Company Jinan Power Supply Company Shandong.R.China;
Maintenance&Test Center of EHV power Transmission Company Southern Power Grid Guangdong.R.China;
Substation equipment; Infrared image intelligent recognition; Deep self-attention network; Multi-factor similarity calculation;