Title :
Realization and Optimization of Face Detection Algorithm Based on DSP
Author :
Kong Ling-bin ; Peng Jin-ye ; Xia Zhao-qiang ; Lian Yu ; Fan Shao-chong
Author_Institution :
Dept. of Electron. & Inf., Northwestern Polytech. Univ., Xi´an, China
Abstract :
It introduced the principle and the process of human face detection algorithm, as well as its implementation and optimization using DSP. It applied AdaBoost algorithm to detect human face. Before the detection, some methods were used to optimize original image data, such as image scale, median filter, histogram equalization and edge detection. After the detection, it judged and modified the results to improve the detection accuracy further. Then it used many optimization methods to meet the real-time requirement. Experimental results show that, this DSP system can meet real-time requirement even if it detects faces in 720×576 high-resolution images, at the same time it has a high accuracy and low miss rate in a complex environment.
Keywords :
digital signal processing chips; face recognition; optimisation; AdaBoost algorithm; DSP system; edge detection; histogram equalization; human face detection algorithm; image scale; median filter; optimization methods; Accuracy; Classification algorithms; Digital signal processing; Face; Face detection; Pixel; Real time systems; DSP; human face detection; optimization; real-time;
Conference_Titel :
Information Science and Management Engineering (ISME), 2010 International Conference of
Conference_Location :
Xi´an
Print_ISBN :
978-1-4244-7669-5
Electronic_ISBN :
978-1-4244-7670-1
DOI :
10.1109/ISME.2010.74