Sciweavers

Share
FGR
2011
IEEE

Fast and robust appearance-based tracking

10 years 3 months ago
Fast and robust appearance-based tracking
— 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.
Stephan Liwicki, Stefanos Zafeiriou, Georgios Tzim
Added 28 Aug 2011
Updated 28 Aug 2011
Type Journal
Year 2011
Where FGR
Authors Stephan Liwicki, Stefanos Zafeiriou, Georgios Tzimiropoulos, Maja Pantic
Comments (0)
books