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Automatic identification of individual yaks in in-the-wild images using part-based convolutional networks with self-supervised learning.

  • 【作者】Li, Lei,Zhang, Tingting,Cuo, Da,Zhao, Qijun,Zhou, Liyuan,Jiancuo, Suonan
  • 【作者单位】1College of Computer Science, Sichuan University, Chengdu 610065, China 2School of Information Science and Technology, Tibet University, Lhasa 850000, China
  • 【年份】2023
  • 【卷号】Vol.216
  • 【ISSN】0957-4174
  • 【关键词】Animal biometrics Convolutional neural networks Deep learning Precision livestock Yak identification 
  • 【摘要】 A part-based convolutional network is proposed for yak identification. • An auxiliary task based on self-supervised learning is devised. • Horizontal mirroring as new entities is investigated for model training. • Our method improves Rank-1 accuracy ...
  • 【文献类型】 期刊
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