Face Recognition Using Improved Local Line Binary Pattern

被引:0
|
作者
Shing, Chai Wuh [1 ]
Rosdi, Bakhtiar Affendi [1 ]
Suandi, Shahrel Azmin [1 ]
机构
[1] Univ Sains Malaysia, Intelligent Biometr Grp, Sch Elect & Elect Engn, Nibong Tebal 14300, Pulau Pinang, Malaysia
关键词
Face recognition; Local Line Binary Pattern; Principal Component Analysis; Support Vector Machine;
D O I
10.1117/12.968566
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a new technique, named Improved Local Line Binary Pattern (ILLBP), which is an operator for illumination-robust face recognition from a single training image. In order to empirically demonstrate effectiveness of the proposed approach, we use Principal Component Analysis-Nearest Neighbour (PCA-NN) and multi-class Support Vector Machine (SVM) as the classifiers. Comparisons to the Local Line Binary Pattern (LLBP) on Yale Face Database B are also conducted. The advantages of our technique include higher accuracy, lesser complexity and faster computational time compared to LLBP technique.
引用
收藏
页数:6
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