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Authors: Marian Moise ; Xue-Dong Yang and Richard Dosselman

Affiliation: University of Regina, Canada

Keyword(s): Face Recognition, Generalized Hough Transform, Image Descriptors.

Related Ontology Subjects/Areas/Topics: Applications ; Classification ; Computer Vision, Visualization and Computer Graphics ; Ensemble Methods ; Feature Selection and Extraction ; Image Understanding ; Knowledge Acquisition and Representation ; Object Recognition ; Pattern Recognition ; Ranking ; Robotics ; Shape Representation ; Software Engineering ; Theory and Methods

Abstract: This research uses a modified version of the generalized Hough transform based on a new image descriptor, known as the gradient distance descriptor, to tackle the problem of face recognition. Thus, in addition to the position of the edges in a sketch of a face, this approach also takes into consideration the value of the corresponding descriptors. Individual descriptors are compared against one another using the matrix cosine similarity measure. This enables the technique to identify the region of a query face image that best matches a target face image in a database. The proposed technique does not require any training data and can be extended to general object recognition.

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Paper citation in several formats:
Moise, M.; Yang, X. and Dosselman, R. (2013). Face Recognition using Modified Generalized Hough Transform and Gradient Distance Descriptor. In Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods - ICPRAM; ISBN 978-989-8565-41-9; ISSN 2184-4313, SciTePress, pages 5-10. DOI: 10.5220/0004198000050010

@conference{icpram13,
author={Marian Moise. and Xue{-}Dong Yang. and Richard Dosselman.},
title={Face Recognition using Modified Generalized Hough Transform and Gradient Distance Descriptor},
booktitle={Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods - ICPRAM},
year={2013},
pages={5-10},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004198000050010},
isbn={978-989-8565-41-9},
issn={2184-4313},
}

TY - CONF

JO - Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods - ICPRAM
TI - Face Recognition using Modified Generalized Hough Transform and Gradient Distance Descriptor
SN - 978-989-8565-41-9
IS - 2184-4313
AU - Moise, M.
AU - Yang, X.
AU - Dosselman, R.
PY - 2013
SP - 5
EP - 10
DO - 10.5220/0004198000050010
PB - SciTePress

- Science and Technology Publications, Lda.
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