A Person Identification Method Using a Top-View Head Image from an Overhead Camera

被引:19
|
作者
Nakatani, Ryota [1 ]
Kouno, Daichi [1 ]
Shimada, Kazutaka [1 ]
Endo, Tsutomu [1 ]
机构
[1] Kyushu Inst Technol, Dept Artificial Intelligence, 680-4 Kawazu, Iizuka, Fukuoka 8208502, Japan
关键词
top-view images; person identification; histograms of oriented gradients;
D O I
10.20965/jaciii.2012.p0696
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we describe a novel image-based person identification task. Conventional face-based person identification methods have a low tolerance for occluded situations, such as overlapping of people in an image. We focus on an image from an overhead camera. Using the overhead camera reduces restrictions on the installation location of the camera and solves the problem of occluded images. First, our method identifies a person area in a captured image by using background subtraction. Then, it extracts four features from the area: (1) body size, (2) hair color, (3) hairstyle, and (4) hair whorl. We apply the four features to the AdaBoost algorithm. Experimental results show the effectiveness of our method.
引用
收藏
页码:696 / 703
页数:8
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