Active Shape Models with SIFT Descriptors and MARS

Stephen Milborrow; Fred Nicolls

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Paper

Active Shape Models with SIFT Descriptors and MARS

Topics: Face and Expression Recognition; Machine Learning Technologies for Vision; Object and Face Recognition; Object Detection and Localization

In Proceedings of the 9th International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, 380-387, 2014 , Lisbon, Portugal

Authors: Stephen Milborrow and Fred Nicolls

Affiliation: University of Cape Town, South Africa

Keyword(s): Facial Landmark, Active Shape Model, Multivariate Adaptive Regression Splines.

Abstract: We present a technique for locating landmarks in images of human faces. We replace the 1D gradient profiles of the classical Active Shape Model (ASM) (Cootes and Taylor, 1993) with a simplified form of SIFT descriptors (Lowe, 2004), and use Multivariate Adaptive Regression Splines (MARS) (Friedman, 1991) for descriptor matching. This modified ASM is fast and performs well against existing techniques for automatic face landmarking on frontal faces.

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Paper citation in several formats:

Milborrow, S. and Nicolls, F. (2014). Active Shape Models with SIFT Descriptors and MARS. In Proceedings of the 9th International Conference on Computer Vision Theory and Applications (VISIGRAPP 2014) - Volume 1: VISAPP; ISBN 978-989-758-004-8; ISSN 2184-4321, SciTePress, pages 380-387. DOI: 10.5220/0004680003800387

@conference{visapp14,
author={Stephen Milborrow. and Fred Nicolls.},
title={Active Shape Models with SIFT Descriptors and MARS},
booktitle={Proceedings of the 9th International Conference on Computer Vision Theory and Applications (VISIGRAPP 2014) - Volume 1: VISAPP},
year={2014},
pages={380-387},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004680003800387},
isbn={978-989-758-004-8},
issn={2184-4321},
}

TY - CONF

JO - Proceedings of the 9th International Conference on Computer Vision Theory and Applications (VISIGRAPP 2014) - Volume 1: VISAPP
TI - Active Shape Models with SIFT Descriptors and MARS
SN - 978-989-758-004-8
IS - 2184-4321
AU - Milborrow, S.
AU - Nicolls, F.
PY - 2014
SP - 380
EP - 387
DO - 10.5220/0004680003800387
PB - SciTePress