Robust face detection based on components and their topology

被引:0
|
作者
Goldmann, L [1 ]
Mönich, U [1 ]
Sikora, T [1 ]
机构
[1] Tech Univ Berlin, Commun Syst Grp, Einsteinufer 17, D-10587 Berlin, Germany
来源
VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2006, PTS 1 AND 2 | 2006年 / 6077卷
关键词
face detection; components; topolog; Haar features; boosting; graph matching;
D O I
10.1117/12.643078
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 novel approach for automatic and robust object detection. It utilizes a component-based approach that combines techniques from both statistical and structural pattern recognition domain. While the component detection relies on Haar-like features and an AdaBoost trained classifier cascade, the topology verification is based on graph matching techniques. The system was applied to face detection and the experiments show its outstanding performance in comparison to other face detection approaches. Especially in the presence of partial occlusions, uneven illumination and out-of-plane rotations it yields higher robustness.
引用
收藏
页数:10
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