Automatic edge-based localization of facial features from images with complex facial expressions

被引:7
|
作者
Gizatdinova, Yulia [1 ]
Surakka, Veikko [1 ]
机构
[1] Univ Tampere, Res Grp Emot Social & Comp, Dept Comp Sci, Tampere 33014, Finland
关键词
Facial feature localization; Local oriented edge; Edge histogram; Localization error; Accuracy evaluation metrics; Expression; FACE DETECTION; TRACKING;
D O I
10.1016/j.patrec.2010.07.020
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Automatic localization of facial features is an essential step for many systems of face recognition, facial expression classification and intelligent vision-based human-computer interfaces. In this paper, we present automatic edge-based method of locating regions of prominent facial features from up-right facial images. The proposed localization scheme was tested on several public databases of complex facial expressions. The method demonstrated high localization rates when localization accuracy was evaluated by both a conventional point error measure and a new rectangular error measure that takes into account the location of the feature in the image and the true feature size. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:2436 / 2446
页数:11
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