JOURNAL ARTICLE

Adaptive Discriminant Linear Local Tangent Space Alignment Algorithm on Face Recognition

Yuan LvYan DengYuan ShiQiang LiPeng Wen

Year: 2014 Journal:   Advanced materials research Vol: 989-994 Pages: 2381-2384   Publisher: Trans Tech Publications

Abstract

This paper proposes an adaptive discriminant linear local tangent space alignment algorithm DALLTSA. On the basis of LLTSA algorithm adding adaptive and discriminant gets DALLTSA.DALLTSA not only combines characteristics in DLLTSA that maintain the local geometry and meets the maximum between-class scatter matrix, but also dynamically selects K-neighbor better to reflect the degree of polymerization between samples. Finally, the face recognition experiments based on Gabor [1] filter and DALLTSA shows that this algorithm improves the recognition rate and robustness.

Keywords:
Linear discriminant analysis Discriminant Robustness (evolution) Tangent space Tangent Facial recognition system Artificial intelligence Mathematics Algorithm Pattern recognition (psychology) Gabor filter Face (sociological concept) k-nearest neighbors algorithm Computer science Feature extraction Geometry

Metrics

1
Cited By
0.00
FWCI (Field Weighted Citation Impact)
4
Refs
0.06
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Face and Expression Recognition
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Remote Sensing and Land Use
Physical Sciences →  Earth and Planetary Sciences →  Atmospheric Science
Image and Video Stabilization
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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