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Bărbulescu, Victor-Bogdan und Griparis, Andreea und Datcu, Mihai (2020) A Bag-of-Words framework for natural disaster evaluation on Sentinel-2 image. In: 13th International Conference on Communications, COMM 2020, Seiten 193-196. The 13th International Conference on Communications, 2020-06-18 - 2020-06-20, online. doi: 10.1109/COMM48946.2020.9141955. ISBN 978-1-72815-611-8.
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Offizielle URL: https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9141955
Kurzfassung
The machine learning algorithms are an essential tool to measure the impact that severe weather has on the environment. Addressing the land cover changes generated by extreme natural phenomena, in this paper, we present the ability of the bag-of-words (BoW) framework for change detection in remote sensing images. Regarding this, we used Sentinel-2 images related to two case studies: the massive bushfires from Kangaroo Island, on January 2020, and 2019 Midwestern U.S floods. Our experimental results demonstrated that the proposed methodology can achieve promising performance for both fires and floods scenarios.
| elib-URL des Eintrags: | https://elib.dlr.de/138149/ | ||||||||||||||||
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| Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||
| Titel: | A Bag-of-Words framework for natural disaster evaluation on Sentinel-2 image | ||||||||||||||||
| Autoren: |
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| Datum: | Juni 2020 | ||||||||||||||||
| Erschienen in: | 13th International Conference on Communications, COMM 2020 | ||||||||||||||||
| Referierte Publikation: | Ja | ||||||||||||||||
| Open Access: | Nein | ||||||||||||||||
| Gold Open Access: | Nein | ||||||||||||||||
| In SCOPUS: | Ja | ||||||||||||||||
| In ISI Web of Science: | Nein | ||||||||||||||||
| DOI: | 10.1109/COMM48946.2020.9141955 | ||||||||||||||||
| Seitenbereich: | Seiten 193-196 | ||||||||||||||||
| ISBN: | 978-1-72815-611-8 | ||||||||||||||||
| Status: | veröffentlicht | ||||||||||||||||
| Stichwörter: | Bag-of-words (BoW), change detection, natural disaster, image classification, remote sensing | ||||||||||||||||
| Veranstaltungstitel: | The 13th International Conference on Communications | ||||||||||||||||
| Veranstaltungsort: | online | ||||||||||||||||
| Veranstaltungsart: | internationale Konferenz | ||||||||||||||||
| Veranstaltungsbeginn: | 18 Juni 2020 | ||||||||||||||||
| Veranstaltungsende: | 20 Juni 2020 | ||||||||||||||||
| 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 > EO Data Science | ||||||||||||||||
| Hinterlegt von: | Yao, Wei | ||||||||||||||||
| Hinterlegt am: | 26 Nov 2020 15:47 | ||||||||||||||||
| Letzte Änderung: | 24 Apr 2024 20:40 |
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