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Extended Extinction Profile for the Classification of Hyperspectral Images

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: 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2016, pp. 1-4. IEEE Xplore. WHISPERS 2016, 2016-08-21 - 2016-08-24, Los Angeles, the US. doi: 10.1109/WHISPERS.2016.8071656.

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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/
Document Type:Conference or Workshop Item (Speech)
Title:Extended Extinction Profile for the Classification of Hyperspectral Images
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Ghamisi, PedramDLR-IMF/TUM-LMFUNSPECIFIEDUNSPECIFIED
Souza, RobertoSchool of Electrical and Computer Engineering - UNICAMPUNSPECIFIEDUNSPECIFIED
Benediktsson, Jon AtliFaculty of Electrical and Computer Engineering, Ubiversity of IcelandUNSPECIFIEDUNSPECIFIED
Zhu, Xiao XiangDLR-IMF/TUM-LMFUNSPECIFIEDUNSPECIFIED
Rittner, LeticiaSchool of Electrical and Computer Engineering - UNICAMPUNSPECIFIEDUNSPECIFIED
Lotufo, RobertoSchool of Electrical and Computer Engineering - UNICAMP, BrazilUNSPECIFIEDUNSPECIFIED
Date:2016
Journal or Publication Title:8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2016
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:Yes
In ISI Web of Science:No
DOI:10.1109/WHISPERS.2016.8071656
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 Start Date:21 August 2016
Event End Date:24 August 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:24 Apr 2024 20:09

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