Observatorio de I+D+i UPM

Memorias de investigación
Artículos en revistas:
Optimizing Panchromatic Image Change Detection Based on Change Index Multiband Image Analysis
Año:2015
Áreas de investigación
  • Fisica y ciencias del espacio,
  • Ciencias de la tierra,
  • Ingenierías
Datos
Descripción
This work proposes an optimization of a semisupervised Change Detection methodology based on a combination of Change Indices (CI) derived from an image multitemporal data set. For this purpose, SPOT 5 Panchromatic images with 2.5 m spatial resolution have been used, from which three Change Indices have been calculated. Two of them are usually known indices; however the third one has been derived considering the Kullbak-Leibler divergence. Then, these three indices have been combined forming a multiband image that has been used in as input for a Support Vector Machine (SVM) classifier where four different discriminant functions have been tested in order to differentiate between change and no_change categories. The performance of the suggested procedure has been assessed applying different quality measures, reaching in each case highly satisfactory values. These results have demonstrated that the simultaneous combination of basic change indices with others more sophisticated like the Kullback-Leibler distance, and the application of non-parametric discriminant functions like those employees in the SVM method, allows solving efficiently a change detection problem.
Internacional
Si
JCR del ISI
Si
Título de la revista
Ieee Lat Am T
ISSN
1548-0992
Factor de impacto JCR
0,326
Información de impacto
Volumen
DOI
10.1109/TLA.2015.7069117
Número de revista
IEEE LATI
Desde la página
870
Hasta la página
875
Mes
SIN MES
Ranking
Esta actividad pertenece a memorias de investigación
Participantes
  • Autor: M.Estibaliz Martinez Izquierdo (UPM)
  • Autor: Agueda Arquero Hidalgo
  • Autor: Iñigo Molina Sanchez (UPM)
Grupos de investigación, Departamentos, Centros e Institutos de I+D+i relacionados
  • Creador: Grupo de Investigación: Geovisualización, Espacios Singulares y Patrimonio
S2i 2021 Observatorio de investigación @ UPM con la colaboración del Consejo Social UPM
Cofinanciación del MINECO en el marco del Programa INNCIDE 2011 (OTR-2011-0236)
Cofinanciación del MINECO en el marco del Programa INNPACTO (IPT-020000-2010-22)