Title :
PI Diagram Based Face Detection with AdaBoost in Color Image
Author :
Gao, ZhiSheng ; Xie, Chunzhi
Author_Institution :
Sch. of Math. & Comput. Eng., Xihua Univ., Chengdu, China
Abstract :
This paper proposes a novel method for detecting faces in color images using AdaBoost algorithm combined with PI diagram. First, potential face area is detected using PI diagram which is constructed by the principal vector of image´s RGB vectors and illumination intensity. Then, the full areas are gotten by the growth algorithm. Finally, these face candidates are scanned by the cascade classifier based on AdaBoost for more accurate face detection. Experiments show that our approach is accurate than AdaBoost and has lower error detected rate than Skin color method.
Keywords :
diagrams; face recognition; image colour analysis; AdaBoost algorithm; PI diagram; RGB vectors; cascade classifier; color image; face area; face detection; growth algorithm; illumination intensity; principal vector; skin color method; Artificial intelligence; Color; Computational intelligence; Covariance matrix; Face detection; Face recognition; Feathers; Lighting; Mathematics; Skin; Adaboost; Face Detection; PI Diagram;
Conference_Titel :
Artificial Intelligence and Computational Intelligence, 2009. AICI '09. International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-3835-8
Electronic_ISBN :
978-0-7695-3816-7
DOI :
10.1109/AICI.2009.261