Multi-Camera Sensor System for 3D Segmentation and Localization of Multiple Mobile Robots

This paper presents a method for obtaining the motion segmentation and 3D localization of multiple mobile robots in an intelligent space using a multi-camera sensor system. The set of calibrated and synchronized cameras are placed in fixed positions within the environment (intelligent space). The pr...

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Main Authors: Cristina Losada, Manuel Mazo, Sira Palazuelos, Daniel Pizarro, Marta Marrón
Format: Article
Language:English
Published: MDPI AG 2010-04-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/10/4/3261/
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author Cristina Losada
Manuel Mazo
Sira Palazuelos
Daniel Pizarro
Marta Marrón
author_facet Cristina Losada
Manuel Mazo
Sira Palazuelos
Daniel Pizarro
Marta Marrón
author_sort Cristina Losada
collection DOAJ
description This paper presents a method for obtaining the motion segmentation and 3D localization of multiple mobile robots in an intelligent space using a multi-camera sensor system. The set of calibrated and synchronized cameras are placed in fixed positions within the environment (intelligent space). The proposed algorithm for motion segmentation and 3D localization is based on the minimization of an objective function. This function includes information from all the cameras, and it does not rely on previous knowledge or invasive landmarks on board the robots. The proposed objective function depends on three groups of variables: the segmentation boundaries, the motion parameters and the depth. For the objective function minimization, we use a greedy iterative algorithm with three steps that, after initialization of segmentation boundaries and depth, are repeated until convergence.
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spelling doaj.art-666cdc4fce764dd9b78908665c423f092022-12-22T04:00:01ZengMDPI AGSensors1424-82202010-04-011043261327910.3390/s100403261Multi-Camera Sensor System for 3D Segmentation and Localization of Multiple Mobile RobotsCristina LosadaManuel MazoSira PalazuelosDaniel PizarroMarta MarrónThis paper presents a method for obtaining the motion segmentation and 3D localization of multiple mobile robots in an intelligent space using a multi-camera sensor system. The set of calibrated and synchronized cameras are placed in fixed positions within the environment (intelligent space). The proposed algorithm for motion segmentation and 3D localization is based on the minimization of an objective function. This function includes information from all the cameras, and it does not rely on previous knowledge or invasive landmarks on board the robots. The proposed objective function depends on three groups of variables: the segmentation boundaries, the motion parameters and the depth. For the objective function minimization, we use a greedy iterative algorithm with three steps that, after initialization of segmentation boundaries and depth, are repeated until convergence.http://www.mdpi.com/1424-8220/10/4/3261/multi-camera sensorintelligent spacemotion segmentation3D positioningmobile robots
spellingShingle Cristina Losada
Manuel Mazo
Sira Palazuelos
Daniel Pizarro
Marta Marrón
Multi-Camera Sensor System for 3D Segmentation and Localization of Multiple Mobile Robots
Sensors
multi-camera sensor
intelligent space
motion segmentation
3D positioning
mobile robots
title Multi-Camera Sensor System for 3D Segmentation and Localization of Multiple Mobile Robots
title_full Multi-Camera Sensor System for 3D Segmentation and Localization of Multiple Mobile Robots
title_fullStr Multi-Camera Sensor System for 3D Segmentation and Localization of Multiple Mobile Robots
title_full_unstemmed Multi-Camera Sensor System for 3D Segmentation and Localization of Multiple Mobile Robots
title_short Multi-Camera Sensor System for 3D Segmentation and Localization of Multiple Mobile Robots
title_sort multi camera sensor system for 3d segmentation and localization of multiple mobile robots
topic multi-camera sensor
intelligent space
motion segmentation
3D positioning
mobile robots
url http://www.mdpi.com/1424-8220/10/4/3261/
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AT danielpizarro multicamerasensorsystemfor3dsegmentationandlocalizationofmultiplemobilerobots
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