GPU-BASED FACE TRACKING AT 500 FPS

被引:0
作者
Ishii, Idaku [1 ]
Ichida, Hiroki [1 ]
Takaki, Takeshi [1 ]
机构
[1] Hiroshima Univ, Hiroshima 730, Japan
来源
2011 18TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) | 2011年
关键词
High-speed vision; target tracking; face detection; Haar-like features; skin color extraction;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Real-time face tracking at 500 fps was realized for an 8-bit 512x512 color image on a GPU-based high-speed vision platform by implementing a boosting-based face detection algorithm. This algorithm was developed by enhancing the Viola-Jones face detector. In the implementation, the size and position of a face pattern in an image can be efficiently extracted at high speed by reducing the number of window searches for Haar-like features and by combining skin color extraction with Haar classifiers, while assuming a property of high-frame-rate (HFR) vision, i.e., a small interframe image displacement. Several experiments were performed by using rapidly moving face patterns in order to verify the effectiveness of the proposed face tracking system.
引用
收藏
页码:557 / 560
页数:4
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