Title :
Projection-histograms for mean-shift tracking
Author :
Gouiffès, Michéle ; Laguzet, Florence ; Lacassagne, Lionel
Author_Institution :
IEF, Univ. of Paris 11, Orsay, France
Abstract :
This paper proposes an extension to the mean shift tracking by using XY projection-histograms to model the object. More than providing statistical information about the target to track, they embed information about the spatial arrangement of pixels. This approach, without any complexity increase, provides a better robustness and quality of the tracking. That is asserted by the experiments performed on several sequences showing either vehicles or pedestrians in various contexts.
Keywords :
image colour analysis; image sequences; object tracking; target tracking; XY projection-histogram; mean-shift tracking; object color; object model; object sequence; pixel spatial arrangement; target tracking; Histograms; Image color analysis; Kernel; Robustness; Target tracking; Three dimensional displays; Color; Mean Shift Tracking; Projection Histograms;
Conference_Titel :
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-7992-4
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2010.5651317