Ghamisi, Pedram und Souza, Roberto und Benediktsson, Jon Atli und Zhu, Xiao Xiang und Rittner, Leticia und 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, Seiten 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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Kurzfassung
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.
elib-URL des Eintrags: | https://elib.dlr.de/104284/ | ||||||||||||||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||||||||||||||
Titel: | Extended Extinction Profile for the Classification of Hyperspectral Images | ||||||||||||||||||||||||||||
Autoren: |
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Datum: | 2016 | ||||||||||||||||||||||||||||
Erschienen in: | 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2016 | ||||||||||||||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||||||||||||||
Open Access: | Ja | ||||||||||||||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||||||||||||||
In SCOPUS: | Ja | ||||||||||||||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||||||||||||||
DOI: | 10.1109/WHISPERS.2016.8071656 | ||||||||||||||||||||||||||||
Seitenbereich: | Seiten 1-4 | ||||||||||||||||||||||||||||
Verlag: | IEEE Xplore | ||||||||||||||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||||||||||||||
Stichwörter: | Extended Extinction Profile, Hyperspectral Image Classification, Support Vector Machine. | ||||||||||||||||||||||||||||
Veranstaltungstitel: | WHISPERS 2016 | ||||||||||||||||||||||||||||
Veranstaltungsort: | Los Angeles, the US | ||||||||||||||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||||||||||||||
Veranstaltungsbeginn: | 21 August 2016 | ||||||||||||||||||||||||||||
Veranstaltungsende: | 24 August 2016 | ||||||||||||||||||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||||||||||||||
HGF - Programm: | Raumfahrt | ||||||||||||||||||||||||||||
HGF - Programmthema: | Erdbeobachtung | ||||||||||||||||||||||||||||
DLR - Schwerpunkt: | Raumfahrt | ||||||||||||||||||||||||||||
DLR - Forschungsgebiet: | R EO - Erdbeobachtung | ||||||||||||||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | R - Vorhaben hochauflösende Fernerkundungsverfahren (alt) | ||||||||||||||||||||||||||||
Standort: | Oberpfaffenhofen | ||||||||||||||||||||||||||||
Institute & Einrichtungen: | Institut für Methodik der Fernerkundung > SAR-Signalverarbeitung | ||||||||||||||||||||||||||||
Hinterlegt von: | Ghamisi, Pedram | ||||||||||||||||||||||||||||
Hinterlegt am: | 07 Dez 2016 15:19 | ||||||||||||||||||||||||||||
Letzte Änderung: | 24 Apr 2024 20:09 |
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