Ghamisi, Pedram and Souza, Roberto and Benediktsson, Jon Atli and Zhu, Xiao Xiang and Rittner, Leticia and Lotufo, Roberto (2016) Extended Extinction Profile for the Classification of Hyperspectral Images. In: Proceedings of WHISPERS 2016, pp. 1-4. IEEE Xplore. WHISPERS 2016, 21-24 Aug 2016, Los Angeles, the US.
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Abstract
In this paper, a novel approach is proposed for the spectral-spatial classification of hyperspectral images. The proposed classification approach is based on a novel filtering technique, here entitled as extended extinction profile (EEP). The proposed classification approach is applied on two well-known data sets: Pavia University and Indian Pines; and the obtained results have been compared with one of the strongest filtering approaches in the literature named extended attribute profile (EAP). Results confirm that the proposed approach is able to efficiently extract spatial information for the classification of hyperspectral images.
Item URL in elib: | https://elib.dlr.de/104284/ | |||||||||||||||||||||
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Document Type: | Conference or Workshop Item (Speech) | |||||||||||||||||||||
Title: | Extended Extinction Profile for the Classification of Hyperspectral Images | |||||||||||||||||||||
Authors: |
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Date: | 2016 | |||||||||||||||||||||
Journal or Publication Title: | Proceedings of WHISPERS 2016 | |||||||||||||||||||||
Refereed publication: | Yes | |||||||||||||||||||||
Open Access: | Yes | |||||||||||||||||||||
Gold Open Access: | No | |||||||||||||||||||||
In SCOPUS: | No | |||||||||||||||||||||
In ISI Web of Science: | No | |||||||||||||||||||||
Page Range: | pp. 1-4 | |||||||||||||||||||||
Publisher: | IEEE Xplore | |||||||||||||||||||||
Status: | Published | |||||||||||||||||||||
Keywords: | Extended Extinction Profile, Hyperspectral Image Classification, Support Vector Machine. | |||||||||||||||||||||
Event Title: | WHISPERS 2016 | |||||||||||||||||||||
Event Location: | Los Angeles, the US | |||||||||||||||||||||
Event Type: | international Conference | |||||||||||||||||||||
Event Dates: | 21-24 Aug 2016 | |||||||||||||||||||||
HGF - Research field: | Aeronautics, Space and Transport | |||||||||||||||||||||
HGF - Program: | Space | |||||||||||||||||||||
HGF - Program Themes: | Earth Observation | |||||||||||||||||||||
DLR - Research area: | Raumfahrt | |||||||||||||||||||||
DLR - Program: | R EO - Earth Observation | |||||||||||||||||||||
DLR - Research theme (Project): | R - Vorhaben hochauflösende Fernerkundungsverfahren (old) | |||||||||||||||||||||
Location: | Oberpfaffenhofen | |||||||||||||||||||||
Institutes and Institutions: | Remote Sensing Technology Institute > SAR Signal Processing | |||||||||||||||||||||
Deposited By: | Ghamisi, Pedram | |||||||||||||||||||||
Deposited On: | 07 Dec 2016 15:19 | |||||||||||||||||||||
Last Modified: | 31 Jul 2019 20:01 |
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