Development of a face verification system for a home service robot

被引:2
|
作者
Yun, Woo-Han [1 ]
Kim, Do-Hyung [1 ]
Yoon, Ho-Sub [1 ]
Cho, Young-Jo [1 ]
机构
[1] Elect & Telecommun Res Inst, Intelligent Robot Res Div, Taejon 305700, South Korea
关键词
robot; face verification; principle component analysis; universal background model; Gaussian mixture model;
D O I
10.1163/156855308X305308
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
The robot providing services based on interaction with a human needs a fast verification process that knows whether the user belongs to a family or a guest group for providing the differentiated services to each group member. In this paper, we developed a verification system for one-to-group matching (e.g., user-to-family or user-to-guest) and tested on the database acquired using the robot in an uncontrolled environment. The proposed system consists of three parts: face detection using revised modified census transform and adaboost, feature extraction using multiple principle component analysis, and verification using the aggregating Gaussian mixture model-universal background model. Experimental results show that the proposed system works well on the deteriorated database with a high speed. (C) Koninklijke Brill NV, Leiden and The Robotics Society of Japan, 2008.
引用
收藏
页码:749 / 760
页数:12
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