Dumitru, Corneliu Octavian und Schwarz, Gottfried und Datcu, Mihai (2018) Evaluation of Retrieved Categories from a TerraSAR-X Benchmarking Data Set. IGARSS 2018, 2018-07-22 - 2018-07-27, Valencia, Spain. doi: 10.1109/igarss.2018.8518833.
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Offizielle URL: https://www.igarss2018.org/default.asp
Kurzfassung
Advanced interpretation of satellite images calls for automated content analysis as well as interactive content search. A typical example of such systems is EOLib, an ESA funded project that already demonstrated the application potential of TerraSAR-X data within a satellite payload ground segment. In this paper, we analyze the validation results of image content classification using a large set of selected TerraSAR-X images. The classification was done with a cascaded learning method. The main advantage of this method is a coarse-to-fine approach for semantically annotating pixel patches with decreasing size. Once a reliable label is found for a given pixel patch, no further subdivision into still smaller patch sizes is necessary. This leads to a considerable reduction of the computational effort during classification of large-size satellite images.
| elib-URL des Eintrags: | https://elib.dlr.de/120527/ | ||||||||||||||||
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| Dokumentart: | Konferenzbeitrag (Poster) | ||||||||||||||||
| Titel: | Evaluation of Retrieved Categories from a TerraSAR-X Benchmarking Data Set | ||||||||||||||||
| Autoren: |
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| Datum: | Juli 2018 | ||||||||||||||||
| Referierte Publikation: | Ja | ||||||||||||||||
| Open Access: | Nein | ||||||||||||||||
| Gold Open Access: | Nein | ||||||||||||||||
| In SCOPUS: | Nein | ||||||||||||||||
| In ISI Web of Science: | Nein | ||||||||||||||||
| DOI: | 10.1109/igarss.2018.8518833 | ||||||||||||||||
| Seitenbereich: | Seiten 1-4 | ||||||||||||||||
| Status: | veröffentlicht | ||||||||||||||||
| Stichwörter: | Cascaded learning, satellite image classification, semantic annotation, TerraSAR-X | ||||||||||||||||
| Veranstaltungstitel: | IGARSS 2018 | ||||||||||||||||
| Veranstaltungsort: | Valencia, Spain | ||||||||||||||||
| Veranstaltungsart: | internationale Konferenz | ||||||||||||||||
| Veranstaltungsbeginn: | 22 Juli 2018 | ||||||||||||||||
| Veranstaltungsende: | 27 Juli 2018 | ||||||||||||||||
| 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: | Dumitru, Corneliu Octavian | ||||||||||||||||
| Hinterlegt am: | 22 Jun 2018 11:55 | ||||||||||||||||
| Letzte Änderung: | 24 Apr 2024 20:24 |
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