Title :
Implementation of face detection algorithm based on KL-Gaussian Model on DSP
Author :
Lin, Hezhi ; Wu, Kunqing ; Kong, Xiangping ; Huang, Lianfen ; Shi, Zhiyuan ; Chen, CSiyan
Author_Institution :
Dept. of Commun. Eng., Xiamen Univ., Xiamen, China
Abstract :
Human face detection plays an important role in applications such as secure access, video surveillance. In view of the poor detection rate and low speed of the detection for faces in profile view, pose varied and complex background, this paper proposes the KL-Gaussian Model algorithm in YCbCr color space for face detection, which is designed and implemented on the TMS320DM6437 platform. Furthermore, to develop the DSP platform advantage, the optimization scheme for our designed face detection system is proposed. The result shows that the performance of the system is good with high detection rate and good robustness in the condition that faces with different poses and angles, which is significant to the intelligent development of video surveillance system.
Keywords :
Gaussian processes; digital signal processing chips; face recognition; image colour analysis; object detection; optimisation; video surveillance; DSP; KL-Gaussian model; TMS320DM6437 platform; YCbCr color; complex background; face detection algorithm; human face detection; optimization scheme; profile view; secure access; varied pose; video surveillance; Algorithm design and analysis; Color; Digital signal processing; Face; Face detection; Optimization; Transforms; Face detection; Guassian Modeling; KL Transform; Optimization;
Conference_Titel :
Anti-Counterfeiting, Security and Identification (ASID), 2012 International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4673-2144-0
Electronic_ISBN :
2163-5048
DOI :
10.1109/ICASID.2012.6325324