Robust 3D multi-camera tracking from 2D mono-camera tracks by bayesian association

Mohedano del Pozo, Raúl and García Santos, Narciso (2010). Robust 3D multi-camera tracking from 2D mono-camera tracks by bayesian association. In: "2010 Digest of Technical Papers International Conference on Consumer Electronics (ICCE)", 11/01/2010 - 13/01/2010, Las Vegas, Nevada, EEUU. ISBN 978-1-4244-4314-7.

Description

Title: Robust 3D multi-camera tracking from 2D mono-camera tracks by bayesian association
Author/s:
  • Mohedano del Pozo, Raúl
  • García Santos, Narciso
Item Type: Presentation at Congress or Conference (Article)
Event Title: 2010 Digest of Technical Papers International Conference on Consumer Electronics (ICCE)
Event Dates: 11/01/2010 - 13/01/2010
Event Location: Las Vegas, Nevada, EEUU
Title of Book: Proceedings of 2010 Digest of Technical Papers International Conference on Consumer Electronics (ICCE)
Date: 2010
ISBN: 978-1-4244-4314-7
Subjects:
Faculty: E.T.S.I. Telecomunicación (UPM)
Department: Señales, Sistemas y Radiocomunicaciones
Creative Commons Licenses: Recognition - No derivative works - Non commercial

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Abstract

Visual tracking of people is essential automatic scene understanding and surveillance of areas of interest. Monocular 2D tracking has been largely studied, but it usually provides inadequate information for event nterpretation, and also proves insufficiently robust, due to view-point limitations (occlusions, etc.). In this paper, we present a light but automatic and robust 3D tracking method using multiple calibrated cameras. It is based on off-the-shelf 2D tracking systems running independently in each camera of the system, combined using Bayesian association of the monocular tracks. The proposed system shows excellent results even in challenging situations, proving itself able to automatically boost and recover from possible errors.

More information

Item ID: 9212
DC Identifier: http://oa.upm.es/9212/
OAI Identifier: oai:oa.upm.es:9212
Official URL: http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5418780&tag=1
Deposited by: Memoria Investigacion
Deposited on: 18 Oct 2011 11:00
Last Modified: 20 Apr 2016 17:43
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