Briese, Christoph und Seel, Andreas und Andert, Franz (2018) Vision-based detection of non-cooperative UAVs using frame differencing and temporal filter. In: 2018 International Conference on Unmanned Aircraft Systems, ICUAS 2018. The 2018 International Conference on Unmanned Aircraft Systems, 2018-06-12 - 2018-06-15, Dallas, TX, USA. doi: 10.1109/ICUAS.2018.8453372. ISBN 978-153861353-5.
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Kurzfassung
In this paper, we introduce a fast and lightweight method based on several combined filters to detect and track an object in images recorded by a moving camera. Assuming we know nothing about the intruders shape, color or other geometric appearance, we focus with our work on Change detection in the image, caused by movement of the object against the background. The method is evaluated with Image data from experimental flights with two unmanned aircraft performing different flight maneuvers. The correctness of the intruder detection is evaluated by comparison with hand labeled ground truth from different sequences of the test flight. Additionally, we evaluate the performance of our implementation on architectures with low computational power with regard to a practical onboard solution for small unmanned aerial vehicels (UAV).
elib-URL des Eintrags: | https://elib.dlr.de/120619/ | ||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||
Titel: | Vision-based detection of non-cooperative UAVs using frame differencing and temporal filter | ||||||||||||||||
Autoren: |
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Datum: | 12 Juni 2018 | ||||||||||||||||
Erschienen in: | 2018 International Conference on Unmanned Aircraft Systems, ICUAS 2018 | ||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||
Open Access: | Ja | ||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||
In SCOPUS: | Ja | ||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||
DOI: | 10.1109/ICUAS.2018.8453372 | ||||||||||||||||
ISBN: | 978-153861353-5 | ||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||
Stichwörter: | Unmanned Aircraft, Sense and Avoid, Optical Flow, Moving object detection | ||||||||||||||||
Veranstaltungstitel: | The 2018 International Conference on Unmanned Aircraft Systems | ||||||||||||||||
Veranstaltungsort: | Dallas, TX, USA | ||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||
Veranstaltungsbeginn: | 12 Juni 2018 | ||||||||||||||||
Veranstaltungsende: | 15 Juni 2018 | ||||||||||||||||
Veranstalter : | IEEE/ICUAS Association | ||||||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||
HGF - Programm: | Luftfahrt | ||||||||||||||||
HGF - Programmthema: | keine Zuordnung | ||||||||||||||||
DLR - Schwerpunkt: | Luftfahrt | ||||||||||||||||
DLR - Forschungsgebiet: | L - keine Zuordnung | ||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | L - keine Zuordnung | ||||||||||||||||
Standort: | Berlin-Adlershof , Braunschweig | ||||||||||||||||
Institute & Einrichtungen: | Institut für Flugsystemtechnik > Unbemannte Luftfahrzeuge Institut für Verkehrssystemtechnik > Datenerfassung und Informationsgewinnung | ||||||||||||||||
Hinterlegt von: | Briese, Christoph | ||||||||||||||||
Hinterlegt am: | 26 Jun 2018 14:09 | ||||||||||||||||
Letzte Änderung: | 24 Apr 2024 20:24 |
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