DocumentCode :
233164
Title :
A method of head pose estimation based on Active Shape Model and stereo vision
Author :
Chen Yao ; Fu Mengyin ; Yang Yi ; Song Wenjie
Author_Institution :
Sch. of Autom., Beijing Inst. of Technol., Beijing, China
fYear :
2014
fDate :
28-30 July 2014
Firstpage :
8277
Lastpage :
8282
Abstract :
This paper presents a method of head pose estimation based on Active Shape Model (ASM) and stereo vision. The relationship between image coordinate system and global coordinate system is outlined in order to get prepared for mapping key landmarks from the former one to the latter one. We utilize Active Shape Model to locate 77 facial landmarks in both left and right images, and implement stereo matching by obtaining disparities directly from the landmarks in the same polar lines. The advantages of the algorithm in accuracy and real-time are manifested by experiments. The head pose is decomposed into pith, yaw and roll, and we use geometric relationship between facial landmarks and the angle around each axis of global coordinate system to estimate head pose. In addition, roll angle compensation method is brought up to expand roll detection range. Finally, we verify the rationality of our proposed head pose estimation method by experiments.
Keywords :
image matching; pose estimation; stereo image processing; ASM; active shape model; facial landmark location; global coordinate system; head pose estimation method; image coordinate system; key landmark mapping; pitch; polar lines; roll angle compensation method; roll detection range; stereo matching; stereo vision; yaw; Active shape model; Calibration; Cameras; Estimation; Head; Real-time systems; Stereo vision; Active shape model; Facial landmarks; Geometric relationships; Head pose; Stereo vision;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control Conference (CCC), 2014 33rd Chinese
Conference_Location :
Nanjing
Type :
conf
DOI :
10.1109/ChiCC.2014.6896387
Filename :
6896387
Link To Document :
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