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Authors: Manuel Grand-brochier ; Christophe Tilmant and Michel Dhome

Affiliation: Laboratoire des Sciences et Matriaux pour l’Electronique and et d’Automatique (LASMEA), France

Keyword(s): Multi-scales analysis, Local descriptor, Robustness to image transformations, Elliptical-HOG.

Related Ontology Subjects/Areas/Topics: Computer Vision, Visualization and Computer Graphics ; Feature Extraction ; Features Extraction ; Image and Video Analysis ; Image Shape Analysis ; Informatics in Control, Automation and Robotics ; Signal Processing, Sensors, Systems Modeling and Control

Abstract: This article proposes an approach to extraction (detection and description) of interest points based Fast-Hessian and E-HOG. SIFT and SURF are the two most used methods for this problem and their studies allow us to understand their construction and extract the various advantages (invariances, speeds, repeatability). Our goal is, firstly, to couple these advantages to create a new system (detector, descriptor and matching) and, secondly, to determine the characteristic points for different applications (image transformation, 3D reconstruction...). Our system must also be as invariant as possible for the image transformation (rotations, scales, viewpoints for example). Finally, we have to find a compromise between a good matching rate and the number of points matched. All the detector and descriptor parameters (orientations, thresholds, analysis shape) will be also detailed in this article.

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Paper citation in several formats:
Grand-brochier, M.; Tilmant, C. and Dhome, M. (2011). METHOD OF EXTRACTING INTEREST POINTS BASED ON MULTI-SCALE DETECTOR AND LOCAL E-HOG DESCRIPTOR. In Proceedings of the International Conference on Computer Vision Theory and Applications (VISIGRAPP 2011) - VISAPP; ISBN 978-989-8425-47-8; ISSN 2184-4321, SciTePress, pages 59-66. DOI: 10.5220/0003369300590066

@conference{visapp11,
author={Manuel Grand{-}brochier. and Christophe Tilmant. and Michel Dhome.},
title={METHOD OF EXTRACTING INTEREST POINTS BASED ON MULTI-SCALE DETECTOR AND LOCAL E-HOG DESCRIPTOR},
booktitle={Proceedings of the International Conference on Computer Vision Theory and Applications (VISIGRAPP 2011) - VISAPP},
year={2011},
pages={59-66},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003369300590066},
isbn={978-989-8425-47-8},
issn={2184-4321},
}

TY - CONF

JO - Proceedings of the International Conference on Computer Vision Theory and Applications (VISIGRAPP 2011) - VISAPP
TI - METHOD OF EXTRACTING INTEREST POINTS BASED ON MULTI-SCALE DETECTOR AND LOCAL E-HOG DESCRIPTOR
SN - 978-989-8425-47-8
IS - 2184-4321
AU - Grand-brochier, M.
AU - Tilmant, C.
AU - Dhome, M.
PY - 2011
SP - 59
EP - 66
DO - 10.5220/0003369300590066
PB - SciTePress