DocumentCode
2720066
Title
Where is the rat? Tracking in low contrast thermographic images
Author
Bilodeau, Guillaume-Alexandre ; Ghali, Ramla ; Desgent, Sébastien ; Langlois, Pierre ; Farah, Rana ; St-Onge, Pier-Luc ; Duss, Sandra ; Carmant, Lionel
Author_Institution
Ecole Polytech. de Montreal, Montréal, QC, Canada
fYear
2011
fDate
20-25 June 2011
Firstpage
55
Lastpage
60
Abstract
This paper presents a method to track an animal in low-contrast thermographic images in order to obtain its body temperature. This work was done in the context of the study of atypical febrile seizures. To solve this tracking problem, we propose a method based on morphological operations on the area to track using regions resulting from consecutive frame differences. A Gaussian model is then used to classify tracked area pixels into animal and background pixels to further remove outliers. The temperature of the animal is taken as the mean of the tracked area. Experimental results show that we obtain, in general, temperature estimation within 1°C from ground-truth for videos as long as 16000 frames.
Keywords
Gaussian processes; image resolution; infrared imaging; object tracking; Gaussian model; atypical febrile seizures; low-contrast thermographic image tracking; morphological operations; temperature estimation; Animals; Cameras; Noise; Temperature distribution; Temperature measurement; Temperature sensors; Videos;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision and Pattern Recognition Workshops (CVPRW), 2011 IEEE Computer Society Conference on
Conference_Location
Colorado Springs, CO
ISSN
2160-7508
Print_ISBN
978-1-4577-0529-8
Type
conf
DOI
10.1109/CVPRW.2011.5981685
Filename
5981685
Link To Document