DocumentCode :
1756311
Title :
Spatiotemporal Smoothing as a Basis for Facial Tissue Tracking in Thermal Imaging
Author :
Yan Zhou ; Tsiamyrtzis, P. ; Lindner, Philipp ; Timofeyev, I. ; Pavlidis, I.
Author_Institution :
Dept. of Comput. Sci., Univ. of Houston, Houston, TX, USA
Volume :
60
Issue :
5
fYear :
2013
fDate :
41395
Firstpage :
1280
Lastpage :
1289
Abstract :
Accurate tracking of facial tissue in thermal infrared imaging is challenging because it is affected not only by positional but also physiological (functional) changes. This paper presents a particle filter tracker driven by a probabilistic template function with both spatial and temporal smoothing components, which is capable of adapting to abrupt positional and physiological changes. The method was tested on tracking facial regions of subjects under varying physiological and environmental conditions in 25 thermal clips. It demonstrated robustness and accuracy, outperforming other strategies. This new method promises improved performance in a number of biomedical applications that involve physiological measurements on the face, such as unobtrusive sleep and stress studies.
Keywords :
biological tissues; biomedical optical imaging; image motion analysis; infrared imaging; medical image processing; particle filtering (numerical methods); smoothing methods; biomedical applications; facial region tracking; facial tissue tracking; functional changes; particle filter tracker; physiological changes; physiological measurements; probabilistic template function; spatiotemporal smoothing; thermal clips; thermal infrared imaging; unobtrusive sleep studies; unobtrusive stress studies; Cost function; Imaging; Physiology; Stress; Target tracking; Visualization; Facial tracking; matte; sleep studies; stress studies; thermal imaging; Algorithms; Databases, Factual; Face; Head Movements; Humans; Infrared Rays; Signal Processing, Computer-Assisted; Thermography;
fLanguage :
English
Journal_Title :
Biomedical Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9294
Type :
jour
DOI :
10.1109/TBME.2012.2232927
Filename :
6378437
Link To Document :
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