Research on 3D face recognition method based on LBP and SVM

In order to improve the accuracy and speed of three-dimensional face recognition, this paper proposes a three-dimensional face recognition method combining LBP and SVM. First, the LBP algorithm is used to extract the feature information of the three-dimensional face depth image, then the SVM algorit...

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Veröffentlicht in:Optik (Stuttgart) 2020-10, Vol.220, p.165157, Article 165157
Hauptverfasser: Shi, Liangliang, Wang, Xia, Shen, Yongliang
Format: Artikel
Sprache:eng
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Zusammenfassung:In order to improve the accuracy and speed of three-dimensional face recognition, this paper proposes a three-dimensional face recognition method combining LBP and SVM. First, the LBP algorithm is used to extract the feature information of the three-dimensional face depth image, then the SVM algorithm is used to classify the feature information. By selecting samples in the Texas 3DFRD three-dimensional face depth database and the self-made depth database, the experiment proves that the algorithm has a better recognition rate and shorter time consumption.
ISSN:0030-4026
1618-1336
DOI:10.1016/j.ijleo.2020.165157