A hierarchical neural network for human face detection

被引:79
作者
Juell, P
Marsh, R
机构
[1] Computer Science Department, North Dakota State University, Fargo
关键词
human face detection; image processing; neural networks;
D O I
10.1016/0031-3203(95)00129-8
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 summarizes a research effort in human face detection. A system to locate human faces in images, especially when used as a front-end for a human face identification system, could have many applications in the law enforcement and security professions. The approach presented here is a hybrid system using an edge-enhancing preprocessor and four back-propagation neural networks arranged in a hierarchical structure. The method proposed successfully detected faces wearing glasses and all faces in images which contained multiple faces. The results obtained are reported along with a discussion for improving the system.
引用
收藏
页码:781 / 787
页数:7
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