Facial image indexing in multimedia databases

被引:17
作者
Tsapatsoulis, N [1 ]
Avrithis, Y [1 ]
Kollias, S [1 ]
机构
[1] Natl Tech Univ Athens, Dept Elect & Comp Engn, Div Comp Sci, Image Video & Multimedia Syst Lab, GR-15773 Zografos, Greece
关键词
content-based retrieval; face detection; face indexing; multimedia databases;
D O I
10.1007/PL00014577
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Pictures and video sequences showing human faces are of high importance in content-based retrieval systems, and consequently face detection has been established as an important tool in the framework of many multimedia applications like indexing, scene classification and news summarisation, In this work, we combine skin colour and shape features with template matching in an efficient way for the purpose of facial image indexing. We propose an adaptive two-dimensional Gaussian model of the skin colour distribution whose parameters are re-estimated based oil the current image or frame, reducing generalisation problems, Masked areas obtained from skin colour detection are processed using morphological tools and assessed using global shape features. The verification stage is based on a template matching variation providing robust detection. Facial images and video sequences are indexed according to the number of included faces, their average colour components and their scale. leading to new types of content-based retrieval criteria in query-by-example frameworks. Experimental results have shown that the proposed implementation combines efficiency, robustness and speed, and could be easily embedded in generic visual information retrieval systems or video databases.
引用
收藏
页码:93 / 107
页数:15
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