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Comparison between pixel and region based sits analysis approaches

  • University of Carthage, Ecole Supérieure des Communications de Tunis
  • University of Tunis El Manar

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Temporal sequences of images called Satellite Image Time Series (SITS) allow land cover monitoring and classification by affording a large amount of images. Many approaches attempt to exploit this multi-temporal data in order to extract relevant information such as classification-based techniques. In this paper we compare low and high levels classification-based approaches that aim to reveal the SITS pixels or regions spatio-temporal evolutions through a temporal map. The first approach is a graph region-based classification approach that proved its performances for Very High Resolution (VHR) optical SITS analysis. The second one is a change detection pixel-based approach that has been successfully applied for SAR SITS multi-temporal classification. The experimental results have been conducted on both synthesized and real data in order to compare those approaches and conclude about their accuracies.

Original languageEnglish
Title of host publication2017 IEEE International Geoscience and Remote Sensing Symposium
Subtitle of host publicationInternational Cooperation for Global Awareness, IGARSS 2017 - Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1934-1937
Number of pages4
ISBN (Electronic)9781509049516
DOIs
Publication statusPublished - 1 Dec 2017
Event37th Annual IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2017 - Fort Worth, United States
Duration: 23 Jul 201728 Jul 2017

Publication series

NameInternational Geoscience and Remote Sensing Symposium (IGARSS)
Volume2017-July

Conference

Conference37th Annual IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2017
Country/TerritoryUnited States
CityFort Worth
Period23/07/1728/07/17

Keywords

  • Satellite Image Time Series SITS
  • Spatio-temporal classification
  • change detection
  • graph kernel

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