JOURNAL ARTICLE

A method of head pose estimation based on Active Shape Model and stereo vision

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:
Computer vision Artificial intelligence Pose Computer science Coordinate system Active shape model Stereopsis Head (geology) Matching (statistics) Face (sociological concept) Mathematics

Metrics

4
Cited By
0.24
FWCI (Field Weighted Citation Impact)
15
Refs
0.57
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Face recognition and analysis
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Vision and Imaging
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Face and Expression Recognition
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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