期刊文献+

基于特征融合的人脸图像识别方法研究 被引量:4

Study of face recognition method based on feature fusion
下载PDF
导出
摘要 为了提高人脸识别率,研究了一种基于边缘二值图像特征向量提取的方法.通过局部二值模式提取特征向量,考虑到边缘二值图像特征向量与局部二值模式提取的特征向量的区别,提出了将这两类特征向量通过PCA方法融合实现人脸识别的方法.实验结果表明基于两类特征向量融合的人脸识别方法可以有效地提高识别率. To improve the face recognition rate,a feature vector extraction method has been studied based on edge binary image.The feature vector has been extracted by local binary model and the method of face recognition by fusion of PCA for the two kinds of feature vectors has been proposed taking into account the difference between edge binary feature vector and partial binary feature vector.The experimental results showed that the face recognition method based on the fusion of two kinds of feature vectors can effectively improve the recognition rate.
作者 梅蓉
出处 《河南科技学院学报(自然科学版)》 2014年第4期70-74,共5页 Journal of Henan Institute of Science and Technology(Natural Science Edition)
基金 中央高校基本科研业务费专项资金资助项目(LGZD201325)
关键词 人脸识别 边缘特征向量 局部二值模式 主成分分析 face recognition edge feature vector partial binary model PCA
  • 相关文献

参考文献12

二级参考文献26

  • 1田雪,纪玉波,杨旭.基于支持向量机的自动人脸识别[J].计算机工程,2005,31(5):191-193. 被引量:3
  • 2L Sirovich,M Kirby. Appfication of Karhunen-Loeve procedure for the characterization of human faces[ J ]. IEEE Trans Pattern Analysis and Machine Intelligence, 1990,3( 1 ) :71 - 79.
  • 3M Turk, A Pentland. Eigenfaces for recognition[ J]. Journal of Cognitive Neuroscience, 1991,3( 1 ) : 72 - 86.
  • 4D L Swets, J Y Weng. Using discriminant eigenfeatures for image retdeval[ J ]. IEEE Trans Pattern Analysis and Machine Intelligence, 1996,18(8) : 831 - 836.
  • 5P N Belhumeur, J P Hespanha, D J Kriegman. Eigenfaces vs. Fisherfaces: recognition using class specific linear projection[ J]. IEEE Trans Pattern Analysis and Machine Intelligence, 1997,19 (7) :711 - 720.
  • 6Z M Hafed, M D Levine. Face recognition using the discrete cosine transform[ J ].International Journal of Computer Vision, 2001,43(3) : 167 - 188.
  • 7D Ramasubramanian, Y V Venkatesh. Encoding and recognition of faces based on the human visual model and DCT[ J]. Pattern Recognition, 2001,34(12) :2447 - 2458.
  • 8W Chen, J E Meng, S Wu. PCA and LDA in DCT domain [ J]. Pattern Recognition Letters,2005,26(15) :2474 - 2482.
  • 9Yang M H, Kriegman D J. Detecting Faces in Images: A Survey[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2002, 24(1): 34-58.
  • 10Hus R L, Mohamed A M, Jain A K. Face Detection in Color Image[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2002, 24(5): 696-706.

共引文献89

同被引文献28

引证文献4

二级引证文献15

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