DocumentCode
3512616
Title
A Face Detector Based on Statistical Estimation for Background
Author
Chen Guang ; Wang Wen-wei ; Zhu Qiu-ping
Author_Institution
Dept. of Electron. Inf. Eng., Hubei Univ., Wuhan
fYear
2008
fDate
1-3 Nov. 2008
Firstpage
548
Lastpage
551
Abstract
In this paper, we propose a face detection method based on statistical estimation for background. According to the characters of facial features provided by Viola, the method utilizes background estimation to produce training data, which improves segmentation performance of the detector. The system applies weight information of neural network to select strong facial features, and a cost function based on weighted examples enhances the classifierpsilas generalization power.
Keywords
face recognition; image classification; image segmentation; neural nets; statistical analysis; background statistical estimation; face detection method; face detector; facial features; neural network; Data mining; Detectors; Face detection; Facial features; Feature extraction; Gaussian distribution; Intelligent networks; Neural networks; Object detection; Training data; Background estimation; Face detection;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Networks and Intelligent Systems, 2008. ICINIS '08. First International Conference on
Conference_Location
Wuhan
Print_ISBN
978-0-7695-3391-9
Electronic_ISBN
978-0-7695-3391-9
Type
conf
DOI
10.1109/ICINIS.2008.121
Filename
4683285
Link To Document