[2] Yan Xingyu, Jia Lixin, Cao Hui et al. Multitargets joint training lightweight model for object detection of substation[J]. IEEE Trans on Neural Networks and Learning Systems, 99, 1-12(2022).

[3] Wang Yuanbin, Yin Yang, Ren Jieying. Research on thermal state diagnosis of substation equipment based on infrared image[J]. Advances in Mechanical Engineering, 11, 1-14(2019).

[7] Liu Wei, Anguelov D, Erhan D et al. SSD： Single shot multibox detector[C], 21-37(2016).

[9] Howard A, Sandler M, Chu G et al. Searching for mobilenetv3[C], 1314-1324(2019).

[11] He Kaiming, Zhang Xiangyu, Ren Shaoqing et al. Spatial pyramid pooling in deep convolutional networks for visual recognition[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 37, 1904-1916(2015).

[12] Wang Qilong, Wu Banggu, Zhu Pengfei et al. ECA-Net： Efficient channel attention for deep convolutional neural networks[J]. CoRR(2019).

[13] Han K, Wang Y, Tian Q et al. GhostNet： More features from cheap operations[J]. Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1577-1586(2020).

[14] Sandle M, Howard A, Zhu M et al. Mobilenetv2： Inverted residuals and linear bottlenecks[C], 4510-4520(2018).

[17] Huang Xuyong, Tang Biao, Zhu Mengmeng et al. State identification of transfer learning based Yolov4 network for isolation switches used in substations[J]. Frontiers in Energy Research, 10, 1-11(2022).

[18] Muller Rafael, Kornblith Simon. When does label smoothing help[C], 4696-4705(2019).

[19] Ross G. Fast R-CNN[J]. Computer Science, 9, 10-19(2015).