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Authors: David W. Hunter and B. P. Tiddeman

Affiliation: School of Computer Science, United Kingdom

Keyword(s): Face, Facial ageing, Morphable models, Statistical modelling, Partial least squares.

Related Ontology Subjects/Areas/Topics: Applications ; Computer Vision, Visualization and Computer Graphics ; Geometry and Modeling ; Image and Video Analysis ; Image-Based Modeling ; Pattern Recognition ; Software Engineering ; Statistical Approach

Abstract: We present an approach to synthesising the effects of ageing on human face images using three-dimensional modelling. We extract a set of three-dimensional face models from a set of two-dimensional face images by fitting a Morphable Model. We propose a method to age these face models using Partial Least Squares to extract from the data-set those factors most related to ageing. These ageing related factors are used to train an individually weighted linear model. We show that this is an effective means of producing an aged face image and compare this method to two other linear ageing methods for ageing face models. This is demonstrated both quantitatively and with perceptual evaluation using human raters.

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Paper citation in several formats:
W. Hunter, D. and P. Tiddeman, B. (2009). VISUAL FACIAL AGEING USING PLS - Visual Ageing of Human Faces in Three Dimensions using Morphable Models and Projection to Latent Structures. In Proceedings of the Fourth International Conference on Computer Vision Theory and Applications (VISIGRAPP 2009) - Volume 2: VISAPP; ISBN 978-989-8111-69-2; ISSN 2184-4321, SciTePress, pages 340-345. DOI: 10.5220/0001793403400345

@conference{visapp09,
author={David {W. Hunter}. and B. {P. Tiddeman}.},
title={VISUAL FACIAL AGEING USING PLS - Visual Ageing of Human Faces in Three Dimensions using Morphable Models and Projection to Latent Structures},
booktitle={Proceedings of the Fourth International Conference on Computer Vision Theory and Applications (VISIGRAPP 2009) - Volume 2: VISAPP},
year={2009},
pages={340-345},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001793403400345},
isbn={978-989-8111-69-2},
issn={2184-4321},
}

TY - CONF

JO - Proceedings of the Fourth International Conference on Computer Vision Theory and Applications (VISIGRAPP 2009) - Volume 2: VISAPP
TI - VISUAL FACIAL AGEING USING PLS - Visual Ageing of Human Faces in Three Dimensions using Morphable Models and Projection to Latent Structures
SN - 978-989-8111-69-2
IS - 2184-4321
AU - W. Hunter, D.
AU - P. Tiddeman, B.
PY - 2009
SP - 340
EP - 345
DO - 10.5220/0001793403400345
PB - SciTePress