Real-time face verification system on a cell-phone using advanced correlation filters

被引:0
|
作者
Ng, CK [1 ]
Savvides, M [1 ]
Khosla, PK [1 ]
机构
[1] Carnegie Mellon Univ, Dept Elect & Comp Engn, Pittsburgh, PA 15213 USA
关键词
Correlation Filters; Minimum Average Correlation Energy (MACE); fixed-point arithmetic; face verification; face recogntion;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a real-time face recognition system that we implemented on a cell-phone using computationally efficient Minimum Average Correlation Energy Filters. We examine the challenges faced in realizing such a practical system that can perform both enrollment and verification in real-time on the cell-phone using its limited memory and computational resources. Due to the speed and memory constraints of the cell-phone, we optimize the Correlation Filters using a fast fixed-point implementation of 2D Fourier Transform optimal for the cell-phone platform. We also detail an efficient algorithm for synthesizing these filters efficiently in order to minimize computation load and making the system practical with real-time enrollment of users.
引用
收藏
页码:57 / 62
页数:6
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