MSV-based Face detection in color images

被引:0
|
作者
Kong, Wanzeng [1 ]
Zhang, Jianhai [1 ]
Zhou, Wenhui [1 ]
Wu, Eryong [1 ]
机构
[1] Hangzhou Dianzi Univ, Coll Comp Sci, Hangzhou 310018, Zhejiang, Peoples R China
来源
PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOLS 1-9 | 2009年
关键词
face detection; clustering; minimum scatter volume; gradient descent;
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
This paper presents a MSV-based clustering method for face detection in color images. The method relies on the assumption that faces are well separated from the background by skin color detection. These faces can be located automatically by the minimum scatter volume (MSV) clustering method. The proposed method adopting gradient descent and iteration to search for the optimum solution of cost function which is the determinate of the within-cluster scatter matrix, and the number of clusters is estimated according to the criteria function of clustering effectiveness among numerous clusters. Experiments illustrate the detail of MSV algorithm and also prove the validity of the proposed method.
引用
收藏
页码:2148 / 2152
页数:5
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