Title :
Real-Time Face Recognition Using Adaptive Skin-Color Model
Author :
Wang, Chang-shuai ; Jeung, Yeum-cheul ; Luo, Lin-bo ; Wang, Jun ; Chong, Jong-Wha
Author_Institution :
Dept. of Electron. & Comput. Eng., Hanyang Univ., Seoul, South Korea
Abstract :
In a real-time face recognition system, complex background that occurs in an image or video can degrade the accuracy of both face detection and recognition due to the uncontrolled environment. However, few studies have been proposed to address this issue. In this paper, we propose an adaptive skin color model to make the system more reliable. First, real face region is elected among face-like regions with skin color detection. Then, additional objects (i.e., background, hair and clothes) are omitted in face image by using a 2-D skin color model. It is shown that the speed of the algorithm proposed is almost the same as classical ones, while the recognition rate improves about 10% in crowd or blurry background.
Keywords :
face recognition; image colour analysis; 2D skin color model; adaptive skin color model; complex image background; complex video background; face detection; real-time face recognition; skin color detection; Adaptation model; Face; Face detection; Face recognition; Image color analysis; Pixel; Skin;
Conference_Titel :
Information Science and Applications (ICISA), 2011 International Conference on
Conference_Location :
Jeju Island
Print_ISBN :
978-1-4244-9222-0
Electronic_ISBN :
978-1-4244-9223-7
DOI :
10.1109/ICISA.2011.5772343