- Article
(2527 KB) - Metadata XML
- November 21, 2024
- |
- Home
- |
- Sitemap
- |
- The ISPRS Foundation
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Articles | Volume III-3
https://doi.org/10.5194/isprs-annals-III-3-473-2016
© Author(s) 2016. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/isprs-annals-III-3-473-2016
© Author(s) 2016. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
06 Jun 2016
SEMANTIC SEGMENTATION OF AERIAL IMAGES WITH AN ENSEMBLE OF CNNS
D. Marmanis
DLR-DFD Department, German Aerospace Center, Oberpfaffenhofen, Germany
Photogrammetry and Remote Sensing, TU M¨unchen, Germany
J. D. Wegner
DLR-DFD Department, German Aerospace Center, Oberpfaffenhofen, Germany
S. Galliani
Photogrammetry and Remote Sensing, ETH Zurich, Switzerland
K. Schindler
Photogrammetry and Remote Sensing, ETH Zurich, Switzerland
M. Datcu
DLR-IMF Department, German Aerospace Center, Oberpfaffenhofen, Germany
U. Stilla
Photogrammetry and Remote Sensing, TU M¨unchen, Germany
Related authors
No articles found.
O. Wysocki, E. Grilli, L. Hoegner, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W2-2022, 289–296, https://doi.org/10.5194/isprs-annals-X-4-W2-2022-289-2022, https://doi.org/10.5194/isprs-annals-X-4-W2-2022-289-2022, 2022
L. Lucks, P.-R. Hirt, L. Hoegner, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 1063–1069, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-1063-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-1063-2022, 2022
O. Wysocki, L. Hoegner, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-2-W1-2022, 529–536, https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-529-2022, https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-529-2022, 2022
O. Wysocki, Y. Xu, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VIII-4-W2-2021, 45–52, https://doi.org/10.5194/isprs-annals-VIII-4-W2-2021-45-2021, https://doi.org/10.5194/isprs-annals-VIII-4-W2-2021-45-2021, 2021
B. Borgmann, M. Hebel, M. Arens, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 131–138, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-131-2021, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-131-2021, 2021
P.-R. Hirt, L. Hoegner, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 171–178, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-171-2021, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-171-2021, 2021
M. Hödel, L. Hoegner, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 511–518, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-511-2021, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-511-2021, 2021
J. Gehrung, M. Hebel, M. Arens, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 729–736, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-729-2021, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-729-2021, 2021
O. Wysocki, B. Schwab, L. Hoegner, T. H. Kolbe, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-4-2021, 17–24, https://doi.org/10.5194/isprs-annals-V-4-2021-17-2021, https://doi.org/10.5194/isprs-annals-V-4-2021-17-2021, 2021
T. Meyer, A. Brunn, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-4-2021, 105–112, https://doi.org/10.5194/isprs-annals-V-4-2021-105-2021, https://doi.org/10.5194/isprs-annals-V-4-2021-105-2021, 2021
J. Zhu, Z. Ye, Y. Xu, L. Hoegner, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2020, 111–118, https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-111-2020, https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-111-2020, 2020
C. Albrecht, S. Kraus, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2020, 205–209, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-205-2020, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-205-2020, 2020
Z. Ye, Y. Xu, C. Wei, X. Tong, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-1-2020, 157–163, https://doi.org/10.5194/isprs-annals-V-1-2020-157-2020, https://doi.org/10.5194/isprs-annals-V-1-2020-157-2020, 2020
B. Borgmann, M. Hebel, M. Arens, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2020, 187–194, https://doi.org/10.5194/isprs-annals-V-2-2020-187-2020, https://doi.org/10.5194/isprs-annals-V-2-2020-187-2020, 2020
R. Huang, Y. Xu, L. Hoegner, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2020, 227–234, https://doi.org/10.5194/isprs-annals-V-2-2020-227-2020, https://doi.org/10.5194/isprs-annals-V-2-2020-227-2020, 2020
R. Huang, W. Yao, Z. Ye, Y. Xu, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2020, 235–242, https://doi.org/10.5194/isprs-annals-V-2-2020-235-2020, https://doi.org/10.5194/isprs-annals-V-2-2020-235-2020, 2020
A. Dinkel, L. Hoegner, A. Emmert, L. Raffl, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2020, 687–693, https://doi.org/10.5194/isprs-annals-V-2-2020-687-2020, https://doi.org/10.5194/isprs-annals-V-2-2020-687-2020, 2020
J. Gehrung, M. Hebel, M. Arens, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2020, 703–710, https://doi.org/10.5194/isprs-annals-V-2-2020-703-2020, https://doi.org/10.5194/isprs-annals-V-2-2020-703-2020, 2020
Y. Xia, W. Liu, Z. Luo, Y. Xu, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2020, 933–940, https://doi.org/10.5194/isprs-annals-V-2-2020-933-2020, https://doi.org/10.5194/isprs-annals-V-2-2020-933-2020, 2020
U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W16, 1–2, https://doi.org/10.5194/isprs-archives-XLII-2-W16-1-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W16-1-2019, 2019
C. Albrecht, S. Kraus, A. Zimmermann, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W16, 13–20, https://doi.org/10.5194/isprs-archives-XLII-2-W16-13-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W16-13-2019, 2019
A. Hanel and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W16, 103–110, https://doi.org/10.5194/isprs-archives-XLII-2-W16-103-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W16-103-2019, 2019
L. S. Tessema, R. Jaeger, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W16, 227–234, https://doi.org/10.5194/isprs-archives-XLII-2-W16-227-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W16-227-2019, 2019
D. Tosic, S. Tuttas, L. Hoegner, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W16, 235–242, https://doi.org/10.5194/isprs-archives-XLII-2-W16-235-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W16-235-2019, 2019
U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W7, 1–2, https://doi.org/10.5194/isprs-annals-IV-2-W7-1-2019, https://doi.org/10.5194/isprs-annals-IV-2-W7-1-2019, 2019
R. Boerner, L. Hoegner, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W7, 9–15, https://doi.org/10.5194/isprs-annals-IV-2-W7-9-2019, https://doi.org/10.5194/isprs-annals-IV-2-W7-9-2019, 2019
B. Borgmann, M. Hebel, M. Arens, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W7, 17–24, https://doi.org/10.5194/isprs-annals-IV-2-W7-17-2019, https://doi.org/10.5194/isprs-annals-IV-2-W7-17-2019, 2019
J. Gehrung, M. Hebel, M. Arens, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W7, 39–46, https://doi.org/10.5194/isprs-annals-IV-2-W7-39-2019, https://doi.org/10.5194/isprs-annals-IV-2-W7-39-2019, 2019
M. Hödel, T. Koch, L. Hoegner, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W7, 55–62, https://doi.org/10.5194/isprs-annals-IV-2-W7-55-2019, https://doi.org/10.5194/isprs-annals-IV-2-W7-55-2019, 2019
R. Huang, Z. Ye, D. Hong, Y. Xu, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W7, 63–70, https://doi.org/10.5194/isprs-annals-IV-2-W7-63-2019, https://doi.org/10.5194/isprs-annals-IV-2-W7-63-2019, 2019
S. Palm, R. Sommer, A. Tessmann, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W7, 129–136, https://doi.org/10.5194/isprs-annals-IV-2-W7-129-2019, https://doi.org/10.5194/isprs-annals-IV-2-W7-129-2019, 2019
C. Villamil Lopez and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W7, 183–187, https://doi.org/10.5194/isprs-annals-IV-2-W7-183-2019, https://doi.org/10.5194/isprs-annals-IV-2-W7-183-2019, 2019
Y. Xu and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W7, 211–219, https://doi.org/10.5194/isprs-annals-IV-2-W7-211-2019, https://doi.org/10.5194/isprs-annals-IV-2-W7-211-2019, 2019
J. Zhu, Y. Xu, L. Hoegner, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W7, 235–242, https://doi.org/10.5194/isprs-annals-IV-2-W7-235-2019, https://doi.org/10.5194/isprs-annals-IV-2-W7-235-2019, 2019
R. Huang, Z. Ye, R. Boerner, W. Yao, Y. Xu, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 1015–1020, https://doi.org/10.5194/isprs-archives-XLII-2-W13-1015-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W13-1015-2019, 2019
Z. Ye, Y. Xu, L. Hoegner, X. Tong, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 147–153, https://doi.org/10.5194/isprs-archives-XLII-2-W13-147-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W13-147-2019, 2019
J. Gehrung, M. Hebel, M. Arens, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W5, 357–364, https://doi.org/10.5194/isprs-annals-IV-2-W5-357-2019, https://doi.org/10.5194/isprs-annals-IV-2-W5-357-2019, 2019
C. Mallet, I. Dowman, G. Vosselman, U. Stilla, L. Halounova, and N. Paparoditis
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-5, 53–58, https://doi.org/10.5194/isprs-annals-IV-5-53-2018, https://doi.org/10.5194/isprs-annals-IV-5-53-2018, 2018
L. Hoegner, N. Pfaffenzeller, L. Wagner, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-1, 69–75, https://doi.org/10.5194/isprs-annals-IV-1-69-2018, https://doi.org/10.5194/isprs-annals-IV-1-69-2018, 2018
R. Boerner, Y. Xu, L. Hoegner, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-1, 51–58, https://doi.org/10.5194/isprs-archives-XLII-1-51-2018, https://doi.org/10.5194/isprs-archives-XLII-1-51-2018, 2018
L. Hoegner, T. Abmayr, D. Tosic, S. Turzer, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-1, 189–194, https://doi.org/10.5194/isprs-archives-XLII-1-189-2018, https://doi.org/10.5194/isprs-archives-XLII-1-189-2018, 2018
R. Boerner, Y. Xu, L. Hoegner, R. Baran, F. Steinbacher, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 109–116, https://doi.org/10.5194/isprs-archives-XLII-2-109-2018, https://doi.org/10.5194/isprs-archives-XLII-2-109-2018, 2018
B. Borgmann, M. Hebel, M. Arens, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 125–131, https://doi.org/10.5194/isprs-archives-XLII-2-125-2018, https://doi.org/10.5194/isprs-archives-XLII-2-125-2018, 2018
M. Chizhova, A. Gurianov, M. Hess, T. Luhmann, A. Brunn, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 241–250, https://doi.org/10.5194/isprs-archives-XLII-2-241-2018, https://doi.org/10.5194/isprs-archives-XLII-2-241-2018, 2018
A. Hanel, D. Kreuzpaintner, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 425–432, https://doi.org/10.5194/isprs-archives-XLII-2-425-2018, https://doi.org/10.5194/isprs-archives-XLII-2-425-2018, 2018
A. Hanel, A. Mitschke, R. Boerner, D. Van Opdenbosch, L. Hoegner, D. Brodie, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 433–440, https://doi.org/10.5194/isprs-archives-XLII-2-433-2018, https://doi.org/10.5194/isprs-archives-XLII-2-433-2018, 2018
J. Gehrung, M. Hebel, M. Arens, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2, 97–104, https://doi.org/10.5194/isprs-annals-IV-2-97-2018, https://doi.org/10.5194/isprs-annals-IV-2-97-2018, 2018
Z. Sun, Y. Xu, L. Hoegner, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2, 271–278, https://doi.org/10.5194/isprs-annals-IV-2-271-2018, https://doi.org/10.5194/isprs-annals-IV-2-271-2018, 2018
Y. Xu, Z. Sun, R. Boerner, T. Koch, L. Hoegner, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3, 2009–2015, https://doi.org/10.5194/isprs-archives-XLII-3-2009-2018, https://doi.org/10.5194/isprs-archives-XLII-3-2009-2018, 2018
Y. Xu, R. Boerner, W. Yao, L. Hoegner, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W4, 185–191, https://doi.org/10.5194/isprs-annals-IV-2-W4-185-2017, https://doi.org/10.5194/isprs-annals-IV-2-W4-185-2017, 2017
B. Borgmann, M. Hebel, M. Arens, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W7, 203–210, https://doi.org/10.5194/isprs-archives-XLII-2-W7-203-2017, https://doi.org/10.5194/isprs-archives-XLII-2-W7-203-2017, 2017
R. Boerner, L. Hoegner, and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-1-W1, 107–114, https://doi.org/10.5194/isprs-archives-XLII-1-W1-107-2017, https://doi.org/10.5194/isprs-archives-XLII-1-W1-107-2017, 2017
A. Hanel and U. Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-1-W1, 181–188, https://doi.org/10.5194/isprs-archives-XLII-1-W1-181-2017, https://doi.org/10.5194/isprs-archives-XLII-1-W1-181-2017, 2017
Y. Xu, L. Hoegner, S. Tuttas, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-1-W1, 43–50, https://doi.org/10.5194/isprs-annals-IV-1-W1-43-2017, https://doi.org/10.5194/isprs-annals-IV-1-W1-43-2017, 2017
J. Gehrung, M. Hebel, M. Arens, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-1-W1, 107–114, https://doi.org/10.5194/isprs-annals-IV-1-W1-107-2017, https://doi.org/10.5194/isprs-annals-IV-1-W1-107-2017, 2017
S. Wuttke, W. Middelmann, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-1-W1, 165–173, https://doi.org/10.5194/isprs-annals-IV-1-W1-165-2017, https://doi.org/10.5194/isprs-annals-IV-1-W1-165-2017, 2017
Joachim Gehrung, Marcus Hebel, Michael Arens, and Uwe Stilla
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W1, 45–51, https://doi.org/10.5194/isprs-archives-XLII-2-W1-45-2016, https://doi.org/10.5194/isprs-archives-XLII-2-W1-45-2016, 2016
A. Manandhar, L. Hoegner, and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., III-3, 465–472, https://doi.org/10.5194/isprs-annals-III-3-465-2016, https://doi.org/10.5194/isprs-annals-III-3-465-2016, 2016
D. Iwaszczuk and U. Stilla
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., III-1, 3–8, https://doi.org/10.5194/isprs-annals-III-1-3-2016, https://doi.org/10.5194/isprs-annals-III-1-3-2016, 2016
The International Society for Photogrammetry and Remote Sensing is a non-governmental organization devoted to the development of international cooperation for the advancement of photogrammetry and remote sensing and their applications. The Society operates without any discrimination on grounds of race, religion, nationality, or political philosophy.
Useful Links
Useful External Links
Our Contact
c/o
Leibniz University Hannover
Institute of Photogrammetry and GeoInformation
Nienburger Str. 1
D-30167 Hannover
GERMANY
Email: isprs-sg@isprs.org