Tell a friend
Print
Bărbulescu, Victor-Bogdan and Griparis, Andreea and Datcu, Mihai (2020) A Bag-of-Words framework for natural disaster evaluation on Sentinel-2 image. In: 13th International Conference on Communications, COMM 2020, pp. 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.
Full text not available from this repository.
Official URL: https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9141955
Abstract
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.
| Item URL in elib: | https://elib.dlr.de/138149/ | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Document Type: | Conference or Workshop Item (Speech) | ||||||||||||||||
| Title: | A Bag-of-Words framework for natural disaster evaluation on Sentinel-2 image | ||||||||||||||||
| Authors: |
| ||||||||||||||||
| Date: | June 2020 | ||||||||||||||||
| Journal or Publication Title: | 13th International Conference on Communications, COMM 2020 | ||||||||||||||||
| Refereed publication: | Yes | ||||||||||||||||
| Open Access: | No | ||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||
| In SCOPUS: | Yes | ||||||||||||||||
| In ISI Web of Science: | No | ||||||||||||||||
| DOI: | 10.1109/COMM48946.2020.9141955 | ||||||||||||||||
| Page Range: | pp. 193-196 | ||||||||||||||||
| ISBN: | 978-1-72815-611-8 | ||||||||||||||||
| Status: | Published | ||||||||||||||||
| Keywords: | Bag-of-words (BoW), change detection, natural disaster, image classification, remote sensing | ||||||||||||||||
| Event Title: | The 13th International Conference on Communications | ||||||||||||||||
| Event Location: | online | ||||||||||||||||
| Event Type: | international Conference | ||||||||||||||||
| Event Start Date: | 18 June 2020 | ||||||||||||||||
| Event End Date: | 20 June 2020 | ||||||||||||||||
| 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 > EO Data Science | ||||||||||||||||
| Deposited By: | Yao, Wei | ||||||||||||||||
| Deposited On: | 26 Nov 2020 15:47 | ||||||||||||||||
| Last Modified: | 24 Apr 2024 20:40 |
Repository Staff Only: item control page
