首页    期刊浏览 2024年10月04日 星期五
登录注册

文章基本信息

  • 标题:Impact of Ethnic Group on Human Emotion Recognition Using Backpropagation Neural Network
  • 本地全文:下载
  • 作者:Nabil M. Hewahi ; Abdul Rhman M. Baraka
  • 期刊名称:Brain. Broad Research in Artificial Intelligence and Neuroscience
  • 印刷版ISSN:2067-3957
  • 出版年度:2011
  • 卷号:2
  • 期号:4
  • 页码:20-27
  • 语种:English
  • 出版社:EduSoft publishing
  • 摘要:We claim that knowing the ethnic group of human would increase the accuracy of the emotion recognition. This is due to the difference between the face appearances and expressions of various ethnic groups. To test our claim, we developed an approach based on Artificial Neural Networks (ANN) using backpropgation algorithm to recognize the human emotion through facial expressions. Our approach has been tested by using MSDEF dataset, and we found that, there is a positive effect on the accuracy of the recognition of emotion if we consider the ethnic group as input factor while building the recognition model. We achieved 8% improvement rate.
  • 关键词:Emotion Recognition, Artificial Neural Networks, Human Computer Interaction, Features Extraction
国家哲学社会科学文献中心版权所有