Title :
Occlusion handling in meanshift tracking using adaptive window Normalized Cross Correlation
Author :
Mehmood, Rashid ; Nawaz, R. ; Rao, Naveed Iqbal
Author_Institution :
NUST (MCS)/CESAT, Islamabad, Pakistan
Abstract :
Meanshift is an efficient tracking technique that has been demonstrated to be robust to small camera motion, clutter and scale changes. Its performance compromises, though, under occlusion and/or complete loss of the object for few frames. In this paper, Normalized Cross Correlation is applied as an additive step for occlusion handling event, initiated by Bhattacharyya Coefficient threshold. Experimental results show that these improvements make meanshift more robust and accurate for handling occlusions and/or complete loss of the object during tracking.
Keywords :
correlation methods; image motion analysis; object tracking; Bhattacharyya coefficient threshold; adaptive window normalized cross correlation; clutter robutness; meanshift tracking; object tracking; occlusion handling; scale change robustness; small camera motion robustness; Algorithm design and analysis; Correlation; Histograms; Robustness; Target tracking; Videos;
Conference_Titel :
Applied Sciences and Technology (IBCAST), 2014 11th International Bhurban Conference on
Conference_Location :
Islamabad
DOI :
10.1109/IBCAST.2014.6778134