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The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Articles | Volume XLIII-B2-2021
https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-479-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-479-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
28 Jun 2021
| 28 Jun 2021
CITYWIDE ESTIMATION OF PARKING SPACE USING AERIAL IMAGERY AND OSM DATA FUSION WITH DEEP LEARNING AND FINE-GRAINED ANNOTATION
C. Henry
Remote Sensing Technology Institute, German Aerospace Center (DLR), Oberpfaffenhofen, Germany
J. Hellekes
Remote Sensing Technology Institute, German Aerospace Center (DLR), Oberpfaffenhofen, Germany
N. Merkle
Remote Sensing Technology Institute, German Aerospace Center (DLR), Oberpfaffenhofen, Germany
S. M. Azimi
Remote Sensing Technology Institute, German Aerospace Center (DLR), Oberpfaffenhofen, Germany
F. Kurz
Remote Sensing Technology Institute, German Aerospace Center (DLR), Oberpfaffenhofen, Germany
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Short summary
Short summary
Multimodal data fusion is an intuitive strategy to break the limitation of individual data in Earth observation. Here, we present a multimodal data set, named MDAS, consisting of synthetic aperture radar (SAR), multispectral, hyperspectral, digital surface model (DSM), and geographic information system (GIS) data for the city of Augsburg, Germany, along with baseline models for resolution enhancement, spectral unmixing, and land cover classification, three typical remote sensing applications.
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Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-1, 251–256, https://doi.org/10.5194/isprs-archives-XLII-1-251-2018, https://doi.org/10.5194/isprs-archives-XLII-1-251-2018, 2018
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Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B2, 521–525, https://doi.org/10.5194/isprs-archives-XLI-B2-521-2016, https://doi.org/10.5194/isprs-archives-XLI-B2-521-2016, 2016
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