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Morphological independence for landmark detection in vision based SLAM

  • Ivan Villaverde*
  • , Manuel Graña
  • , Alicia D'Anjou
  • *Autor correspondiente de este trabajo

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

1 Cita (Scopus)

Resumen

Morphologically independent vectors correspond to approximations to the vertices of the convex hull covering the data vectors in high dimensional space. We use Morphological Associative Memories (MAM) for the induction of sets of morphologically independent vectors from data. Simultaneous Localization and Mapping (SLAM) is the process of simultaneously building a map of the environment and localizing the mapping agent. In this paper we explore the realization of non-metric SLAM using a visual information based approach relying on morphologically independent images induced from a mobile robot camera image stream. The selected images are proposed as the landmarks for localization, building simultaneously a qualitative map of the environment. We report results of some experiments on data gathered from an indoor ambient.

Idioma originalInglés
Título de la publicación alojadaComputational and Ambient Intelligence - 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, Proceedings
EditorialSpringer Verlag
Páginas847-854
Número de páginas8
ISBN (versión impresa)9783540730064
DOI
EstadoPublicada - 2007
Publicado de forma externa
Evento9th International Work-Conference on Artificial Neural Networks, IWANN 2007 - San Sebastian, Espana
Duración: 20 jun 200722 jun 2007

Serie de la publicación

NombreLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volumen4507 LNCS
ISSN (versión impresa)0302-9743
ISSN (versión digital)1611-3349

Conferencia

Conferencia9th International Work-Conference on Artificial Neural Networks, IWANN 2007
País/TerritorioEspana
CiudadSan Sebastian
Período20/06/0722/06/07

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