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 :
بازگشت