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Obstacle Detection and Alignment using an Stereo Camera Pair

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dc.contributor Ministerio de Educación (España)
dc.creator Aldavert, David
dc.creator Ramisa, Arnau
dc.creator Toledo, Ricardo
dc.creator Lopez de Mantaras, Ramon
dc.date 2008-05-05T11:40:38Z
dc.date 2008-05-05T11:40:38Z
dc.date 2008-05-05T11:40:38Z
dc.date.accessioned 2017-01-31T01:09:57Z
dc.date.available 2017-01-31T01:09:57Z
dc.identifier http://hdl.handle.net/10261/3999
dc.identifier.uri http://dspace.mediu.edu.my:8181/xmlui/handle/10261/3999
dc.description An autonomous mobile robot must face the correspondence or data association problem in order to carry out tasks like place recognition or unknown environment mapping. In order to put into correspondence two maps, most correspondence methods first extract descriptors of salient features from robot sensor data, then matches between features are searched and finally the transformation that relates the maps is estimated from such matches. However, finding explicit matches between features is a challenging and computationally expensive task. In this paper, we propose a new method to align obstacle maps without searching explicit matches between features. The maps are obtained from a stereo pair. Then, we use a bag of features approach to identify putative corresponding maps followed by a Gauss-Newton algorithm to find the transformation that relates both maps. The proposed method is evaluated on a typical office dataset showing good performance.
dc.description This work has been partially funded by TIN 2006-15308-C02-02 project grant of the Ministry of Education of Spain.
dc.format 202750 bytes
dc.format application/pdf
dc.language eng
dc.relation Preprint
dc.rights openAccess
dc.subject Artificial Intelligence
dc.subject Autonomous Mobile Robot
dc.title Obstacle Detection and Alignment using an Stereo Camera Pair
dc.type Pre-print


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