首页    期刊浏览 2024年09月18日 星期三
登录注册

文章基本信息

  • 标题:Face Recognition by Classification using Radial Basis Function
  • 本地全文:下载
  • 作者:Venkata Naresh Mandhala ; Debnath Bhattacharyya ; Tai-hoon Kim
  • 期刊名称:International Journal of Multimedia and Ubiquitous Engineering
  • 印刷版ISSN:1975-0080
  • 出版年度:2015
  • 卷号:10
  • 期号:5
  • 页码:33-40
  • DOI:10.14257/ijmue.2015.10.5.05
  • 出版社:SERSC
  • 摘要:The face recognition task involves extraction of unique features from the human face. Manifold learning methods are proposed to project the original data into a lower dimensional feature space by preserving the local neighborhood structure. PCA and LDA are used for the feature extraction and the resultant feature vectors are fused with the different fusion techniques and the proposed method yields good recognition rate with PCA Fusion of PCA and LDA features and those are classified with neural network. In general the size of the face database is too high and it needs more memory and needs more time for training so that to improve time and space complexities there is a need for dimensionality reduction. The extracted features are classified with Neural Network to improve the recognition rate.
  • 关键词:Face recognition; Fusion; LDA; Neural Networks; PCA
国家哲学社会科学文献中心版权所有