Title :
Fast LBP Face Detection on Low-Power SIMD Architectures
Author :
Bilaniuk, Olexa ; Fazl-Ersi, Ehsan ; Laganiere, Robert ; Xu, Changsheng ; Laroche, Daniel ; Moulder, Craig
Author_Institution :
Univ. of Ottawa, Ottawa, ON, Canada
Abstract :
This paper presents an embedded implementation of a face detection method based on boosted LBP features for Single Instruction Multiple Data (SIMD) architectures. The implementation exploits parallelism and data reuse in the detection algorithm and is integrated into CogniVue´s Gen-1 APEX platform, which uses a SIMD design and is extremely energy efficient. The proposed embedded face detection system runs at 5 VGA frames per second, while providing similar accuracy to the PC version of the LBP face detection algorithm included in the OpenCV library.
Keywords :
embedded systems; object detection; parallel processing; power aware computing; CogniVue Gen-1 APEX platform; LBP face detection; OpenCV library; data reuse; embedded face detection system; energy efficiency; local binary pattern; low-power SIMD architectures; single instruction multiple data; Face; Face detection; Feature extraction; Field programmable gate arrays; Table lookup; Vectors; LBP features; SIMD architecture; face detection;
Conference_Titel :
Computer Vision and Pattern Recognition Workshops (CVPRW), 2014 IEEE Conference on
Conference_Location :
Columbus, OH
DOI :
10.1109/CVPRW.2014.96