Imperial College London

STEFANOS ZAFEIRIOU, PhD

Faculty of EngineeringDepartment of Computing

Professor in Machine Learning & Computer Vision
 
 
 
//

Contact

 

+44 (0)20 7594 8461s.zafeiriou Website CV

 
 
//

Location

 

375Huxley BuildingSouth Kensington Campus

//

Summary

 

Publications

Citation

BibTex format

@inproceedings{Liwicki:2011:10.1109/FG.2011.5771449,
author = {Liwicki, S and Zafeiriou, S and Tzimiropoulos, G and Pantic, M},
doi = {10.1109/FG.2011.5771449},
pages = {507--513},
title = {Fast and robust appearance-based tracking},
url = {http://dx.doi.org/10.1109/FG.2011.5771449},
year = {2011}
}

RIS format (EndNote, RefMan)

TY  - CPAPER
AB - We introduce a fast and robust subspace-based approach to appearance-based object tracking. The core of our approach is based on Fast Robust Correlation (FRC), a recently proposed technique for the robust estimation of large translational displacements. We show how the basic principles of FRC can be naturally extended to formulate a robust version of Principal Component Analysis (PCA) which can be efficiently implemented incrementally and therefore is particularly suitable for robust real-time appearance-based object tracking. Our experimental results demonstrate that the proposed approach outperforms other state-of-the-art holistic appearance-based trackers on several popular video sequences. © 2011 IEEE.
AU - Liwicki,S
AU - Zafeiriou,S
AU - Tzimiropoulos,G
AU - Pantic,M
DO - 10.1109/FG.2011.5771449
EP - 513
PY - 2011///
SP - 507
TI - Fast and robust appearance-based tracking
UR - http://dx.doi.org/10.1109/FG.2011.5771449
ER -