562 / 2019-03-14 22:23:05
Research on Face Recognition Based on Small Samples of CNN
Face recognition,CNN,Small sample,Siamese neural network
终稿
xin peng / Xi’an University of Technology
Jianping Ma / Xi’an University of Technology
Yantao Liu / Xi’an University of Technology
Jiqiang He / Xi’an University of Technology
Wenxia Wang / Xi’an University of Technology
Ying Wang / Xi’an University of Technology
The data enhancement related technology was used to augment the small sample data set, and the multi-sample nature of the sample was enhanced. Then the face recognition model has been established based on the siamese neural network, and the face recognition model was trained by using the expanded data set. Combined with the simulation calculation, the paper tests the trained face recognition model and obtains a face recognition rate of over 90%.The result proves that the appropriate face recognition model can be established under the small sample data, and the recognition model with good recognition rate can also be trained. At the same time, the paper also analyzes the effects of different activation and loss functions on face recognition rate.
重要日期
  • 会议日期

    06月12日

    2019

    06月14日

    2019

  • 06月12日 2019

    初稿截稿日期

  • 06月14日 2019

    注册截止日期

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