@article{ART001654972},
author={Kim, Sung-Young},
title={Dynamic Modeling of Eigenbackground for Object Tracking},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2012},
volume={17},
number={4},
pages={67-74},
doi={}
TY - JOUR
AU - Kim, Sung-Young
TI - Dynamic Modeling of Eigenbackground for Object Tracking
JO - Journal of The Korea Society of Computer and Information
PY - 2012
VL - 17
IS - 4
PB - The Korean Society Of Computer And Information
SP - 67
EP - 74
SN - 1598-849X
AB - In this paper, we propose an efficient dynamic background modelling method by using eigenbackground to extract moving objects from video stream. Even if a background model has been created, the model has to be updated to adapt to change due to several reasons such as weather or lighting. In this paper, we update a background model based on R-SVD method. At this time we define a change ratio of images and update the model dynamically according this value. Also eigenbackground need to be modelled by using sufficient training images for accurate models but we reorganize input images to reduce the number of images for training models. Through simulation, we show that the proposed method improves the performance against traditional eigenbackground method without background updating and a previous method.
KW - eigenbackground;dynamic background modelling;R-SVD;object tracking
DO -
ER -
Kim, Sung-Young. (2012). Dynamic Modeling of Eigenbackground for Object Tracking. Journal of The Korea Society of Computer and Information, 17(4), 67-74.
Kim, Sung-Young. 2012, "Dynamic Modeling of Eigenbackground for Object Tracking", Journal of The Korea Society of Computer and Information, vol.17, no.4 pp.67-74. Available from: doi:
Kim, Sung-Young "Dynamic Modeling of Eigenbackground for Object Tracking" Journal of The Korea Society of Computer and Information 17.4 pp.67-74 (2012) : 67.
Kim, Sung-Young. Dynamic Modeling of Eigenbackground for Object Tracking. 2012; 17(4), 67-74. Available from: doi:
Kim, Sung-Young. "Dynamic Modeling of Eigenbackground for Object Tracking" Journal of The Korea Society of Computer and Information 17, no.4 (2012) : 67-74.doi:
Kim, Sung-Young. Dynamic Modeling of Eigenbackground for Object Tracking. Journal of The Korea Society of Computer and Information, 17(4), 67-74. doi:
Kim, Sung-Young. Dynamic Modeling of Eigenbackground for Object Tracking. Journal of The Korea Society of Computer and Information. 2012; 17(4) 67-74. doi:
Kim, Sung-Young. Dynamic Modeling of Eigenbackground for Object Tracking. 2012; 17(4), 67-74. Available from: doi:
Kim, Sung-Young. "Dynamic Modeling of Eigenbackground for Object Tracking" Journal of The Korea Society of Computer and Information 17, no.4 (2012) : 67-74.doi:
