DocumentCode
381946
Title
Speeding up SSD planar tracking by pixel selection
Author
Buenaposada, José Miguel ; Baumela, Luis
Author_Institution
Departamento de Inteligencia Artificial, Univ. Politecnica de Madrid, Spain
Volume
1
fYear
2002
fDate
2002
Abstract
Tracking planar patches is a subject of interest in computer vision. We present a method to estimate, in real-time, the position and orientation of a previously viewed planar patch. The algorithm is based on minimising the sum of squared differences (SSD) between a selected set of pixels obtained from a previously stored image of the patch and the current image of it. First a linear model for projectively tracking a planar patch is introduced; then, a procedure to accelerate the tracking process is presented. This procedure is based on using a small set of informative points in the tracking process. In experiments, we show the gain in performance and compare different procedures for selecting the set of points used in tracking.
Keywords
computer vision; image matching; minimisation; optical tracking; parameter estimation; target tracking; computer vision; pixel selection; planar patch; planar tracking; sum-of-squared differences; Acceleration; Application software; Augmented reality; Computer vision; Equations; Jacobian matrices; Optical computing; Performance gain; Pixel; Tracking;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing. 2002. Proceedings. 2002 International Conference on
ISSN
1522-4880
Print_ISBN
0-7803-7622-6
Type
conf
DOI
10.1109/ICIP.2002.1038086
Filename
1038086
Link To Document