DocumentCode
2931411
Title
Vision-based 3D head pose tracking using fuzzy classifier-based face segmentation and silhouette volume intersection
Author
Cheng-Shun Chang ; Cuo-Cyuan Chen ; Chia-Feng Juang
Author_Institution
Dept. of Electr. Eng., Nat. Chung Hsing Univ., Taichung, Taiwan
fYear
2012
fDate
16-18 Nov. 2012
Firstpage
363
Lastpage
368
Abstract
This electronic document is a “live” template and already defines the components of your paper [title, text, heads, etc.] in its style sheet. **CRITICAL: Do Not Use Symbols, Special Characters, or Math in Paper Title or Abstract. This paper proposes a three-dimensional (3D) head pose tracking method using fuzzy classifier-based face segmentation and silhouette volume intersection techniques. The fuzzy classifier consists of clustering-based antecedent parameter learning and linear support vector machine-based consequent parameter learning. A stereo webcam is used to capture two images at the same time. The fuzzy classifier is applied to segment two-dimensional (2D) human face skin pixels in the Cb and Cr color space and in each of the two captured images. Based on the 2D segmented regions, the silhouette volume intersection method is used to find the regions of the face in 3D space. The average 3D coordinate of the face region is computed and is used to estimate the orientation of the face in real-time. This paper sets up a real-time 3D virtual head pose following system to verify the effectiveness of the proposed approach.
Keywords
computer vision; face recognition; fuzzy set theory; image colour analysis; image segmentation; learning (artificial intelligence); pattern clustering; pose estimation; stereo image processing; support vector machines; 2D human face skin pixel segmentation; Cb color space; Cr color space; clustering-based antecedent parameter learning; consequent parameter learning; face segmentation; fuzzy classifier; linear support vector machine; real-time 3D virtual head pose following system; silhouette volume intersection method; stereo webcam; vision-based 3D head pose tracking; Estimation; Face; Image color analysis; Image segmentation; Magnetic heads; Skin; face detection; fuzzy classifier; head pose estimation; skin-color seghmentation; support vector machines;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Theory and it's Applications (iFUZZY), 2012 International Conference on
Conference_Location
Taichung
Print_ISBN
978-1-4673-2057-3
Type
conf
DOI
10.1109/iFUZZY.2012.6409732
Filename
6409732
Link To Document