Adaptable Bayesian classifier for spatiotemporal nonparametric moving object detection strategies

Cuevas Rodríguez, Carlos and Mohedano del Pozo, Raúl and García Santos, Narciso (2012). Adaptable Bayesian classifier for spatiotemporal nonparametric moving object detection strategies. "Optics Letters", v. 37 (n. 15); pp. 3159-3161. ISSN 0146-9592. https://doi.org/10.1364/OL.37.003159.

Description

Title: Adaptable Bayesian classifier for spatiotemporal nonparametric moving object detection strategies
Author/s:
  • Cuevas Rodríguez, Carlos
  • Mohedano del Pozo, Raúl
  • García Santos, Narciso
Item Type: Article
Título de Revista/Publicación: Optics Letters
Date: August 2012
Volume: 37
Subjects:
Faculty: E.T.S.I. Telecomunicación (UPM)
Department: Señales, Sistemas y Radiocomunicaciones
Creative Commons Licenses: Recognition - No derivative works - Non commercial

Full text

[img]
Preview
PDF - Requires a PDF viewer, such as GSview, Xpdf or Adobe Acrobat Reader
Download (213kB) | Preview

Abstract

Electronic devices endowed with camera platforms require new and powerful machine vision applications, which commonly include moving object detection strategies. To obtain high-quality results, the most recent strategies estimate nonparametrically background and foreground models and combine them by means of a Bayesian classifier. However, typical classifiers are limited by the use of constant prior values and they do not allow the inclusion of additional spatiodependent prior information. In this Letter, we propose an alternative Bayesian classifier that, unlike those reported before, allows the use of additional prior information obtained from any source and depending on the spatial position of each pixel.

More information

Item ID: 30540
DC Identifier: http://oa.upm.es/30540/
OAI Identifier: oai:oa.upm.es:30540
DOI: 10.1364/OL.37.003159
Official URL: http://www.opticsinfobase.org/ol/abstract.cfm?uri=ol-37-15-3159
Deposited by: Memoria Investigacion
Deposited on: 03 Aug 2014 11:23
Last Modified: 22 Apr 2016 00:48
  • Logo InvestigaM (UPM)
  • Logo GEOUP4
  • Logo Open Access
  • Open Access
  • Logo Sherpa/Romeo
    Check whether the anglo-saxon journal in which you have published an article allows you to also publish it under open access.
  • Logo Dulcinea
    Check whether the spanish journal in which you have published an article allows you to also publish it under open access.
  • Logo de Recolecta
  • Logo del Observatorio I+D+i UPM
  • Logo de OpenCourseWare UPM