DocumentCode
2005137
Title
A robust real-time face tracking algorithm
Author
Qian, Richard J. ; Sezan, M. Ibrahim ; Matthews, Kristine E.
Author_Institution
Sharp Labs. of America, Camas, WA, USA
Volume
1
fYear
1998
fDate
4-7 Oct 1998
Firstpage
131
Abstract
This paper presents a statistics-based method for estimating the position and size of a face in a complex background. Face position and size are estimated based on robust statistical measurements which are derived from two one-dimensional histograms obtained by projecting the result of skin color filtering. The proposed algorithm also utilizes a linear Kalman filter and a simple nonlinear filter to perform smooth tracking and remove jitter. The algorithm has been implemented and tested under a wide range of real-world conditions. It has consistently provided performance which satisfies the following requirements: (1) the ability to automatically determine the initial position and size of a face and track it in a complex background; (2) is insensitive to partial occlusions and shadows; (3) is insensitive to face orientation and scale changes; and (4) is also insensitive to lighting condition changes. In addition, the algorithm is computationally simple so that it can be executed in real-time
Keywords
Kalman filters; face recognition; filtering theory; image colour analysis; jitter; nonlinear filters; parameter estimation; statistical analysis; tracking filters; complex background; face orientation; face position estimation; face recognition; face size estimation; jitter removal; lighting condition changes; linear Kalman filter; nonlinear filter; one-dimensional histograms; partial occlusions; performance; robust real-time face tracking algorithm; robust statistical measurements; scale changes; shadows; skin color filtering; statistics-based method; Application software; Face detection; Filtering; Head; Human computer interaction; Jitter; Mobile communication; Robustness; Skin; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on
Conference_Location
Chicago, IL
Print_ISBN
0-8186-8821-1
Type
conf
DOI
10.1109/ICIP.1998.723443
Filename
723443
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