Laser & Optoelectronics Progress, Volume. 59, Issue 18, 1815013(2022)

Bird Detection Algorithm in Natural Scenes Based on Improved YOLOv3

Ziying Song1,2、*, Kuihe Yang2, and Yu Zhang2
Author Affiliations
  • 1School of Computer and Information Technology, Beijing Jiaotong University, Beijing 100044, China
  • 2School of Information Science and Engineering, Hebei University of Science and Technology, Shijiazhuang ;050018, Hebei , China
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    References(30)

    [2] Duan Z J, Li S B, Hu J J et al. Review of deep learning based object detection methods and their mainstream frameworks[J]. Laser & Optoelectronics Progress, 57, 120005(2020).

    [3] Han Y S, Ma S P, Li S et al. Airport area detection based on optimized regional convolutional neural network[J]. Laser & Optoelectronics Progress, 57, 101021(2020).

    [4] Liu W J, Wang F, Qu H C. Object detection model based on multi-scale feature integration[J]. Laser & Optoelectronics Progress, 56, 231007(2019).

    [6] Yin Y Y, Li Y. The object detection in birds video based on synthesized matching method[J]. Remote Sensing Information, 25, 35-39(2010).

    [8] Chen C, Xiong Y, Yan B P. Wild birds target detection and tracking technology in video system[J]. E-Science Technology & Application, 5, 53-58(2014).

    [9] Weng Y C, Tian Y, Lu D M et al. Fine-grained bird classification based on deep region networks[J]. Journal of Image and Graphics, 22, 1521-1531(2017).

    [10] Li X Y, Wang G B. Fine-grained bird recognition based on convolution neural network semantic detection[J]. Science Technology and Engineering, 18, 240-244(2018).

    [11] Chen Y Q, Sun L Q, Zhang Y Z et al. Research on bird detection technology for electric transmission line based on YOLO v3[J]. Computer Engineering, 46, 294-300(2020).

    [18] Li Z Q, Zhu R F, Ma J Y et al. Airport detection method combined with continuous learning of residual-based network on remote sensing image[J]. Acta Optica Sinica, 40, 1628005(2020).

    [22] Jiang J H, Bao S L, Shi W X et al. Improved traffic sign recognition algorithm based on YOLO v3 algorithm[J]. Journal of Computer Applications, 40, 2472-2478(2020).

    [23] Wang D W, Fang H Y, Liu Y et al. Algorithm for panoramic video tracking based on improved SiameseRPN[J]. Laser & Optoelectronics Progress, 57, 241008(2020).

    [25] Sui B D, Zhang P, Wang X J. A gesture recognition algorithm based on improved YOLOv3[J]. Journal of Hebei University of Science and Technology, 42, 22-29(2021).

    [26] Chen K Q, Zhu Z L, Deng X M et al. Deep learning for multi-scale object detection: a survey[J]. Journal of Software, 32, 1201-1227(2021).

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    Ziying Song, Kuihe Yang, Yu Zhang. Bird Detection Algorithm in Natural Scenes Based on Improved YOLOv3[J]. Laser & Optoelectronics Progress, 2022, 59(18): 1815013

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    Paper Information

    Category: Machine Vision

    Received: Jul. 23, 2021

    Accepted: Aug. 23, 2021

    Published Online: Aug. 29, 2022

    The Author Email: Song Ziying (songziying1997@gmail.com)

    DOI:10.3788/LOP202259.1815013

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