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文章基本信息

  • 标题:Neural Network based Face Recognition with Gabor Filters
  • 作者:Amina Khatun ; Md. Al-Amin Bhuiyan
  • 期刊名称:International Journal of Computer Science and Network Security
  • 印刷版ISSN:1738-7906
  • 出版年度:2011
  • 卷号:11
  • 期号:1
  • 页码:71-76
  • 出版社:International Journal of Computer Science and Network Security
  • 摘要:Gabor-based face representation has achieved enormous success in face recognition. This research addresses a hybrid neural network solution for face recognition trained with Gabor features. The system is commenced on convolving a face image with a series of Gabor filter coefficients at different scales and orientations. The neural network employed for face recognition is based on BAM for dimensional reduction and multi-layer perception with backpropagation algorithm for training the Gabor features. The effectiveness of the algorithm has been justified over a face database with images captured at different illumination conditions.
  • 关键词:Gabor filter; rms contrast; neural network; BAM
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