期刊文献+

基于小波和余弦变换的神经网络人脸识别法

Face recognition based on wavelet transform DCT and BP neural network
下载PDF
导出
摘要 提出了利用小波变换和余弦变换与 BP 神经网络相结合的人脸识别方法。将人脸图像归一化后进行小波变换,再用余弦变换对低频信号提取特征向量,达到降维和去除干扰的目的,并把特征向量送进 BP 神经网络训练。识别时,对人脸图像进行相同的变换后,送入神经网络进行辨别。实验结果表明,该算法优于传统的人脸识别法。 It presents a face recognition algorithm that is based on wavelet transform, discrete cosine transform and BP neural network. The images normahzed are decomposed using wavelet transform. Then the low frequency coeffcients are transformed into discrete cosine coefficients which are taken into BP neural network as feature vectors to be trained. At the stage of the recognition, the images are decomposed using the same transform, and sent to the neural network which is trained to be recognized. The experiment shows that the face recognition method presented by this paper is better than the traditional one.
出处 《电子技术应用》 北大核心 2008年第9期121-124,128,共5页 Application of Electronic Technique
关键词 小波变换 离散余弦变换 BP神经网络 人脸识别 wavelet transform discrete cosine transform BP neural network face recognition
  • 相关文献

参考文献5

二级参考文献22

  • 1王运娣,谭晓强.基于小波变换的小电流接地故障检测技术研究[J].微计算机信息,2005,21(08S):127-128. 被引量:15
  • 2Jinshan Tang,Ryohei Nakatsu. A Wavelet-Transform Based Asker Identification System forSmart Multi-point Tele-conferences[C].In:Proceeding of the 28th Symposium on Visualization,Tokyo,Japan,2000:17~19
  • 3Feng G C,Yuen P C,Dai D Q.Human face recognition using PCA on Wavelet subband[J].J of Electronic Imaging,2000;9(2)
  • 4S H Lin,S Y Kung,L J Lin. Face Recognition/Detection by Probabilistic decision-Based Neural Network[J].IEEE Trans Neural Network,1997;8
  • 5Simon Haykin. Neural Networks A Comprehensive Foundation[M].Tsignhua Press & Prentice Hall,2001
  • 6Rogerio Schmidt Feris,Jim Gemmell. Facial Feature Detection Using Hierarchical Wavelet Face Database[R].Microsoft Research Technical Report MSR-TR-2002-05,2002
  • 7Christophe Garcia,Giorgos Zikos.AWavelet-based Framework for Face Recognition[C].In:Proc of the Workshop on Advances in Facial Image Analysis and Recognition Technology,5th European Conference on Computer Vision(ECCV'98) ,Freiburg,Allemagne, 1998:84~92
  • 8Jun Zhang,Yong Yan,Martin Lades. Face recognition:Eigenface,Elastic Matching and Neural Nets[C].In:Proceedings of the IEEE,1998;85(9): 1442~1435
  • 9Gutta s,Huang J,singh D et al. Benchmark studies on face recognition[C].In :Proceedings of the International Workshop on Automatic Face and Gesture Recognition,Zurich,Switzerland, 1995:227~231
  • 10Ziad,M.and Martin.Face Recognition Using the Discrete Cosine Transform[J].International Journal of Computer Vision,2001,43(3):167-188.

共引文献42

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部