Laser & Optoelectronics Progress, Volume. 59, Issue 24, 2410002(2022)

Infrared Image Recognition of Power Equipment Using Improved YOLOv4

Zhongxing Duan1、*, Yuming Zhang1, and Jiahao Ma2
Author Affiliations
  • 1College of Information and Control Engineering, Xi'an University of Architecture and Technology, Xi'an 710055, Shaanxi, China
  • 2State Grid Xi'an Power Supply Company, Xi'an 710032, Shaanxi, China
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    References(22)

    [1] Liu X M, Ma J J. Application of the ubiquitous power Internet of Things in state monitoring of power equipment[J]. Power System Protection and Control, 48, 69-75(2020).

    [2] Zhao Z B, Xu G Z, Qi Y C. Representation of binary feature pooling for detection of insulator strings in infrared images[J]. IEEE Transactions on Dielectrics and Electrical Insulation, 23, 2858-2866(2016).

    [3] Hu F K, Chen H B, Wang X F. An intuitionistic kernel-based fuzzy C-means clustering algorithm with local information for power equipment image segmentation[J]. IEEE Access, 8, 4500-4514(2020).

    [4] Yao J G, Fu P, Li T B et al. Algorithm research of automatically extracting the area of insulator from infrared image and state identification[J]. Journal of Hunan University (Natural Sciences), 42, 74-80(2015).

    [5] Zhao H S, Zhang Z Y, Meng H et al. Infrared target detection of high voltage insulation bushing based on textural features[J]. Infrared Technology, 43, 258-265(2021).

    [6] Zhao Z B, Fan X Q, Xu G Z et al. Aggregating deep convolutional feature maps for insulator detection in infrared images[J]. IEEE Access, 5, 21831-21839(2017).

    [7] Xu K, Liang Z J, Zhang Y Y et al. Image recognition of electric equipment based on GoogLeNet Inception-V3 model[J]. High Voltage Apparatus, 56, 129-135, 143(2020).

    [8] Liu Z Q, Wang H F. Automatic detection of transformer components in inspection images based on improved Faster R-CNN[J]. Energies, 11, 3496(2018).

    [9] Ren S Q, He K M, Girshick R et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 39, 1137-1149(2017).

    [10] Wang X H, Li H, Fan S S et al. Infrared image anomaly automatic detection method for power equipment based on improved single shot multi box detection[J]. Transactions of China Electrotechnical Society, 35, 302-310(2020).

    [11] Liu W, Anguelov D, Erhan D et al. SSD: single shot MultiBox detector[M]. Leibe B, Matas J, Sebe N, et al. Computer vision-ECCV 2016. Lecture notes in computer science, 9905, 21-37(2016).

    [13] Redmon J, Divvala S, Girshick R et al. You only look once: unified, real-time object detection[C], 779-788(2016).

    [14] Redmon J, Farhadi A. YOLO9000: better, faster, stronger[C], 6517-6525(2017).

    [17] Zheng H B, Li J H, Liu Y et al. Infrared object detection model for power equipment based on improved YOLOv3[J]. Transactions of China Electrotechnical Society, 36, 1389-1398(2021).

    [18] Lai W H, Zhou M R, Hu F et al. Coal gangue detection based on multi-spectral imaging and improved YOLO v4[J]. Acta Optica Sinica, 40, 2411001(2020).

    [19] Land E H, McCann J J. Lightness and Retinex theory[J]. Journal of the Optical Society of America, 61, 1-11(1971).

    [20] Rahman Z, Jobson D J, Woodell G A. Multi-scale retinex for color image enhancement[C], 1003-1006(1996).

    [21] Zheng Z H, Wang P, Liu W et al. Distance-IoU loss: faster and better learning for bounding box regression[J]. Proceedings of the AAAI Conference on Artificial Intelligence, 34, 12993-13000(2020).

    [22] Lin T Y, Goyal P, Girshick R et al. Focal loss for dense object detection[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 42, 318-327(2020).

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    Zhongxing Duan, Yuming Zhang, Jiahao Ma. Infrared Image Recognition of Power Equipment Using Improved YOLOv4[J]. Laser & Optoelectronics Progress, 2022, 59(24): 2410002

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    Paper Information

    Category: Image Processing

    Received: Sep. 6, 2021

    Accepted: Oct. 27, 2021

    Published Online: Oct. 31, 2022

    The Author Email: Duan Zhongxing (zhx_duan@163.com)

    DOI:10.3788/LOP202259.2410002

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