Laser & Optoelectronics Progress, Volume. 58, Issue 16, 1628002(2021)

Individual Cow Recognition Based on Convolution Neural Network and Transfer Learning

Yongxin Xing, Biqiao Wu, Songping Wu, and Tianyi Wang*
Author Affiliations
  • College of Big Data and Information Engineering, Guizhou University, Guiyang 550025, Guizhou, China
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    References(14)

    [1] Ball J E, Anderson D T, Chan C S. Sr. Comprehensive survey of deep learning in remote sensing: theories, tools, and challenges for the community[J]. Journal of Applied Remote Sensing, 11, 042609(2017).

    [2] Santoni M M, Sensuse D I, Arymurthy A M et al. Cattle race classification using gray level co-occurrence matrix convolutional neural networks[J]. Procedia Computer Science, 59, 493-502(2015).

    [3] Neethirajan S, Tuteja S K, Huang S T et al. Recent advancement in biosensors technology for animal and livestock health management[J]. Biosensors and Bioelectronics, 98, 398-407(2017).

    [4] Awad A I. From classical methods to animal biometrics: a review on cattle identification and tracking[J]. Computers and Electronics in Agriculture, 123, 423-435(2016).

    [5] Dhakad S K, Dwivedi U, Baudha S et al. Performance improvement of fractal antenna with electromagnetic band gap (EBG) and defected ground structure for wireless communication[M]. //Gnanagurunathan G, Sangeetha R G, Kiran K U. Optical and microwave technologies. Lecture notes in electrical engineering, 468, 9-19(2017).

    [6] Xiong S H, Sun Z H. Design of milk yield monitoring system based on RFID and image processing[J]. Computer Applications and Software, 35, 267-272(2018).

    [7] Xu W H, Pei Y J, Gao D L et al. Mass classification of breast mammogram based on attention mechanism and transfer learning[J]. Laser & Optoelectronics Progress, 58, 0410007(2021).

    [8] Chang J, Guan S Q, Shi H Y et al. Strip defect classification based on improved generative adversarial networks and MobileNetV3[J]. Laser & Optoelectronics Progress, 58, 0410016(2021).

    [10] Dev S, Wen B H, Lee Y H et al. Ground-based image analysis: a tutorial on machine-learning techniques and applications[J]. IEEE Geoscience and Remote Sensing Magazine, 4, 79-93(2016).

    [11] Su H S, Liu T T, Liu G H et al. Algorithm for student behavior detection based on neural network[J]. Laser & Optoelectronics Progress, 57, 221016(2020).

    [12] Xu J H, Shao M Y, Wang Y C et al. Recognition of corn leaf spot and rust based on transfer learning with convolutional neural network[J]. Transactions of the Chinese Society for Agricultural Machinery, 51, 230-236, 253(2020).

    [14] Dong Y C, Shan Y G, Yuan J. Pedestrian detection based on improved SSD[J]. Computer Engineering and Design, 41, 2921-2926(2020).

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    Yongxin Xing, Biqiao Wu, Songping Wu, Tianyi Wang. Individual Cow Recognition Based on Convolution Neural Network and Transfer Learning[J]. Laser & Optoelectronics Progress, 2021, 58(16): 1628002

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    Paper Information

    Category: Remote Sensing and Sensors

    Received: Sep. 30, 2020

    Accepted: Dec. 8, 2020

    Published Online: Aug. 20, 2021

    The Author Email: Tianyi Wang (tywang@gzu.edu.cn)

    DOI:10.3788/LOP202158.1628002

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