Facial landmark detection in real-time with correlation filtering

被引:0
作者
Contreras, Viridiana [1 ]
Diaz-Ramirez, Victor H. [1 ]
机构
[1] Ctr Invest & Desarrollo Tecnol Digital, Av Inst Politecn Nacl 1310, Tijuana 22435, Mexico
来源
APPLICATIONS OF DIGITAL IMAGE PROCESSING XXXIX | 2016年 / 9971卷
关键词
Correlation filtering; Facial landmark detection; Graphics processing unit; Real-time image processing; TRACKING;
D O I
10.1117/12.2238098
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
An algorithm for facial landmark detection based on template matched filtering is presented. The algorithm is able to detect and estimate the position of a set of prespecified landmarks by employing a bank of linear filters. Each filter in the bank is trained to detect a single landmark that is located in a small region of the input face image. The filter bank is implemented in parallel on a graphics processing unit to perform facial landmark detection in real-time. Computer simulation results obtained with the proposed algorithm are presented and discussed in terms of detection rate, accuracy of landmark location estimation, and real-time efficiency.
引用
收藏
页数:6
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