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Object descriptors based on a list of rectangles: method and algorithm
Van Droogenbroeck, Marc; Pierard, Sébastien
2011In Soille (Ed.) International Symposium on Mathematical Morhology (ISMM)
Peer reviewed
 

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Object descriptors based on a list of rectangles: method and algorithm
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Keywords :
Algorithm; Mathematical morphology; Opening; Rectangle; Granulometry; Shape; Shape descriptor; Machine learning; Learning
Abstract :
[en] Most morphological operators use a unique structuring element, possibly at different scales, to describe an object. In addition, morphological algorithms are often restricted to 1D structuring elements, combinations of 1D elements, or isotropic structuring elements (like circles), because of the lack of methods directly applicable to 2D structuring elements. While these descriptors have proved useful in the past, we propose an alternative that uses the list of maximal rectangles contained in a set X. In particular, we focus on an opening that preserves large rectangles contained in a set X and on its companion 2D algorithm that builds a list of all the maximal rectangles that fit inside an arbitrary set X. This list is the base of new descriptors that have been used successfully for machine learning tasks.
Research center :
Intelsig
Telim
Disciplines :
Electrical & electronics engineering
Computer science
Author, co-author :
Van Droogenbroeck, Marc  ;  Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Télécommunications
Pierard, Sébastien ;  Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Télécommunications
Language :
English
Title :
Object descriptors based on a list of rectangles: method and algorithm
Publication date :
July 2011
Event name :
International Symposium on Mathematical Morhology (ISMM)
Event place :
Ispra, Italy
Event date :
from 06-07-2011 to 08-07-2011
Audience :
International
Main work title :
International Symposium on Mathematical Morhology (ISMM)
Editor :
Soille
Publisher :
Springer-Verlag, Berlin, Germany
ISBN/EAN :
978-3-642-21569-8
Collection name :
Lecture Notes on Computer Sciences, volume 6671 (LNCS 6671)
Pages :
155-165
Peer reviewed :
Peer reviewed
Commentary :
Source code is available at: http://www.ulg.ac.be/telecom/rectangles
Available on ORBi :
since 22 February 2011

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