PERFORMANCE EVALUATION OF POINT MATCHING METHODS IN VIDEO SEQUENCES WITH ABRUPT MOTIONS

Wael Elloumi, Sylvie Treuillet, Remy Leconge, Aïcha Fonte

Abstract

In this paper, we compare the performance of matching algorithms in terms of efficiency, robustness, and computation time. Our evaluation uses as criterion, for efficiency and robustness, number of inliers and is carried out for different video sequences with abrupt motions (translation, rotation, combined). We compare SIFT, SURF, cross-correlation with Harris detector, and cross-correlation with SURF detector. Our experiments show that abrupt movements perturb a lot the matching process. They show also that SURF is the most disturbed, by such motions, and which even fails in cases that present a large rotation unlike the rest of descriptors as SIFT and cross-correlation.

References

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Paper Citation


in Harvard Style

Elloumi W., Treuillet S., Leconge R. and Fonte A. (2010). PERFORMANCE EVALUATION OF POINT MATCHING METHODS IN VIDEO SEQUENCES WITH ABRUPT MOTIONS . In Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2010) ISBN 978-989-674-028-3, pages 427-430. DOI: 10.5220/0002823304270430


in Bibtex Style

@conference{visapp10,
author={Wael Elloumi and Sylvie Treuillet and Remy Leconge and Aïcha Fonte},
title={PERFORMANCE EVALUATION OF POINT MATCHING METHODS IN VIDEO SEQUENCES WITH ABRUPT MOTIONS},
booktitle={Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2010)},
year={2010},
pages={427-430},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002823304270430},
isbn={978-989-674-028-3},
}


in EndNote Style

TY - CONF
JO - Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2010)
TI - PERFORMANCE EVALUATION OF POINT MATCHING METHODS IN VIDEO SEQUENCES WITH ABRUPT MOTIONS
SN - 978-989-674-028-3
AU - Elloumi W.
AU - Treuillet S.
AU - Leconge R.
AU - Fonte A.
PY - 2010
SP - 427
EP - 430
DO - 10.5220/0002823304270430