High-boost Weber local filter for precise eye localization under uncontrolled scenarios

被引:3
|
作者
Affonso, Alex Antonio [1 ]
Linhari Rodrigues, Evandro Luis [1 ]
Veludo de Paiva, Maria Stela [1 ]
机构
[1] Univ Sao Paulo, Av Trabalhador SaoCarlense 400, BR-13566590 Sao Carlos, SP, Brazil
关键词
Eye localization; High-boost Weber local filter; HBWLF; Uncontrolled scenarios; Computer vision; AVERAGE;
D O I
10.1016/j.patrec.2017.12.015
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The task of precise eye localization for a given face is very important for many computer vision applications such as face recognition, face and eye tracking, and face alignment. Further, this is a challenging task when performed in uncontrolled scenarios. This paper proposes a new method for precise eye localization in uncontrolled scenarios using the high-boost Weber local filter (HBWLF); the proposed filter emphasizes high-frequency components, without eliminating the low-frequency ones, and thus enhances the details of the periocular region (region around the eyes), which is critical to the task of eye localization. The proposed method was evaluated using Labeled Faces in the Wild (LFW) and BioID databases, and the results show that HBWLF yields better performance than several classical methods. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:50 / 57
页数:8
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