- Article
(3693 KB) - Metadata XML
- July 15, 2025
- |
- Home
- |
- Sitemap
- |
- The ISPRS Foundation
- |
- 𝕏
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Articles | Volume IV-2/W6
https://doi.org/10.5194/isprs-annals-IV-2-W6-47-2019
© Author(s) 2019. 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-annals-IV-2-W6-47-2019
© Author(s) 2019. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
21 Aug 2019
| 21 Aug 2019
MULTI-TASK DEEP LEARNING WITH INCOMPLETE TRAINING SAMPLES FOR THE IMAGE-BASED PREDICTION OF VARIABLES DESCRIBING SILK FABRICS
M. Dorozynski
Institute of Photogrammetry and GeoInformation, Leibniz Universität Hannover, Germany
D. Clermont
Institute of Photogrammetry and GeoInformation, Leibniz Universität Hannover, Germany
F. Rottensteiner
Institute of Photogrammetry and GeoInformation, Leibniz Universität Hannover, Germany
Related authors
Jojene R. Santillan, Mareike Dorozynski, and Christian Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 753–762, https://doi.org/10.5194/isprs-annals-X-G-2025-753-2025, https://doi.org/10.5194/isprs-annals-X-G-2025-753-2025, 2025
Mareike Dorozynski, Franz Rottensteiner, Frank Thiemann, Monika Sester, Thorsten Dahms, and Michael Hovenbitzer
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 221–229, https://doi.org/10.5194/isprs-annals-X-G-2025-221-2025, https://doi.org/10.5194/isprs-annals-X-G-2025-221-2025, 2025
Mohammadreza Heidarianbaei, Mareike Dorozynski, Max Mehltretter, and Franz Rottensteiner
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 365–373, https://doi.org/10.5194/isprs-annals-X-G-2025-365-2025, https://doi.org/10.5194/isprs-annals-X-G-2025-365-2025, 2025
Hubert Kanyamahanga, Mareike Dorozynski, and Franz Rottensteiner
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 477–486, https://doi.org/10.5194/isprs-annals-X-G-2025-477-2025, https://doi.org/10.5194/isprs-annals-X-G-2025-477-2025, 2025
Mohammadreza Heidarianbaei, Hubert Kanyamahanga, and Mareike Dorozynski
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-3-2024, 169–177, https://doi.org/10.5194/isprs-annals-X-3-2024-169-2024, https://doi.org/10.5194/isprs-annals-X-3-2024-169-2024, 2024
Mareike Dorozynski, Franz Rottensteiner, Frank Thiemann, Monika Sester, Thorsten Dahms, and Michael Hovenbitzer
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-2024, 107–115, https://doi.org/10.5194/isprs-annals-X-4-2024-107-2024, https://doi.org/10.5194/isprs-annals-X-4-2024-107-2024, 2024
M. Dorozynski
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 175–184, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-175-2023, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-175-2023, 2023
R. Ali, M. Dorozynski, J. Stracke, and M. Mehltretter
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 509–516, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-509-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-509-2022, 2022
M. Dorozynski and F. Rottensteiner
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 777–785, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-777-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-777-2022, 2022
D. Clermont, M. Dorozynski, D. Wittich, and F. Rottensteiner
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2020, 641–648, https://doi.org/10.5194/isprs-annals-V-2-2020-641-2020, https://doi.org/10.5194/isprs-annals-V-2-2020-641-2020, 2020
Jojene R. Santillan, Mareike Dorozynski, and Christian Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 753–762, https://doi.org/10.5194/isprs-annals-X-G-2025-753-2025, https://doi.org/10.5194/isprs-annals-X-G-2025-753-2025, 2025
Mareike Dorozynski, Franz Rottensteiner, Frank Thiemann, Monika Sester, Thorsten Dahms, and Michael Hovenbitzer
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 221–229, https://doi.org/10.5194/isprs-annals-X-G-2025-221-2025, https://doi.org/10.5194/isprs-annals-X-G-2025-221-2025, 2025
Mohammadreza Heidarianbaei, Mareike Dorozynski, Max Mehltretter, and Franz Rottensteiner
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 365–373, https://doi.org/10.5194/isprs-annals-X-G-2025-365-2025, https://doi.org/10.5194/isprs-annals-X-G-2025-365-2025, 2025
Hubert Kanyamahanga, Mareike Dorozynski, and Franz Rottensteiner
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 477–486, https://doi.org/10.5194/isprs-annals-X-G-2025-477-2025, https://doi.org/10.5194/isprs-annals-X-G-2025-477-2025, 2025
Mohammadreza Heidarianbaei, Hubert Kanyamahanga, and Mareike Dorozynski
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-3-2024, 169–177, https://doi.org/10.5194/isprs-annals-X-3-2024-169-2024, https://doi.org/10.5194/isprs-annals-X-3-2024-169-2024, 2024
Mareike Dorozynski, Franz Rottensteiner, Frank Thiemann, Monika Sester, Thorsten Dahms, and Michael Hovenbitzer
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-2024, 107–115, https://doi.org/10.5194/isprs-annals-X-4-2024-107-2024, https://doi.org/10.5194/isprs-annals-X-4-2024-107-2024, 2024
Tuan Nguyen, Max Mehltretter, and Franz Rottensteiner
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-2-2024, 153–161, https://doi.org/10.5194/isprs-annals-X-2-2024-153-2024, https://doi.org/10.5194/isprs-annals-X-2-2024-153-2024, 2024
M. Dorozynski
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 175–184, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-175-2023, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-175-2023, 2023
S. El Amrani Abouelassad, M. Mehltretter, and F. Rottensteiner
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 935–944, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-935-2023, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-935-2023, 2023
M. X. Ortega, D. Wittich, F. Rottensteiner, C. Heipke, and R. Q. Feitosa
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 961–970, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-961-2023, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-961-2023, 2023
M. Voelsen, S. Lauble, F. Rottensteiner, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 981–990, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-981-2023, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-981-2023, 2023
R. Ali, M. Dorozynski, J. Stracke, and M. Mehltretter
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 509–516, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-509-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-509-2022, 2022
M. Dorozynski and F. Rottensteiner
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 777–785, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-777-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-777-2022, 2022
S. El Amrani Abouelassad and F. Rottensteiner
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-1-2022, 15–23, https://doi.org/10.5194/isprs-annals-V-1-2022-15-2022, https://doi.org/10.5194/isprs-annals-V-1-2022-15-2022, 2022
P. Trusheim, M. Mehltretter, F. Rottensteiner, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-1-2022, 169–177, https://doi.org/10.5194/isprs-annals-V-1-2022-169-2022, https://doi.org/10.5194/isprs-annals-V-1-2022-169-2022, 2022
D. Wittich, F. Rottensteiner, M. Voelsen, C. Heipke, and S. Müller
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2022, 307–315, https://doi.org/10.5194/isprs-annals-V-2-2022-307-2022, https://doi.org/10.5194/isprs-annals-V-2-2022-307-2022, 2022
M. Voelsen, M. Teimouri, F. Rottensteiner, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-3-2022, 271–279, https://doi.org/10.5194/isprs-annals-V-3-2022-271-2022, https://doi.org/10.5194/isprs-annals-V-3-2022-271-2022, 2022
P. Trusheim, Y. Chen, F. Rottensteiner, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2021, 117–124, https://doi.org/10.5194/isprs-archives-XLIII-B1-2021-117-2021, https://doi.org/10.5194/isprs-archives-XLIII-B1-2021-117-2021, 2021
C. Yang, F. Rottensteiner, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 495–502, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-495-2021, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-495-2021, 2021
M. Mohammadi, A. Khami, F. Rottensteiner, I. Neumann, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-1-2021, 97–104, https://doi.org/10.5194/isprs-annals-V-1-2021-97-2021, https://doi.org/10.5194/isprs-annals-V-1-2021-97-2021, 2021
J. Noa, P. J. Soto, G. A. O. P. Costa, D. Wittich, R. Q. Feitosa, and F. Rottensteiner
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-3-2021, 151–158, https://doi.org/10.5194/isprs-annals-V-3-2021-151-2021, https://doi.org/10.5194/isprs-annals-V-3-2021-151-2021, 2021
M. Voelsen, D. Lobo Torres, R. Q. Feitosa, F. Rottensteiner, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-3-2021, 181–189, https://doi.org/10.5194/isprs-annals-V-3-2021-181-2021, https://doi.org/10.5194/isprs-annals-V-3-2021-181-2021, 2021
M. Voelsen, J. Bostelmann, A. Maas, F. Rottensteiner, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2020, 767–774, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-767-2020, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-767-2020, 2020
A. Gujrathi, C. Yang, F. Rottensteiner, K. M. Buddhiraju, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2020, 667–673, https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-667-2020, https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-667-2020, 2020
L. Chen, F. Rottensteiner, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2020, 25–33, https://doi.org/10.5194/isprs-annals-V-2-2020-25-2020, https://doi.org/10.5194/isprs-annals-V-2-2020-25-2020, 2020
C. Yang, F. Rottensteiner, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2020, 599–607, https://doi.org/10.5194/isprs-annals-V-2-2020-599-2020, https://doi.org/10.5194/isprs-annals-V-2-2020-599-2020, 2020
D. Clermont, M. Dorozynski, D. Wittich, and F. Rottensteiner
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2020, 641–648, https://doi.org/10.5194/isprs-annals-V-2-2020-641-2020, https://doi.org/10.5194/isprs-annals-V-2-2020-641-2020, 2020
C. Kruse, F. Rottensteiner, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2020, 861–870, https://doi.org/10.5194/isprs-annals-V-2-2020-861-2020, https://doi.org/10.5194/isprs-annals-V-2-2020-861-2020, 2020
C. Yang, F. Rottensteiner, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-3-2020, 339–346, https://doi.org/10.5194/isprs-annals-V-3-2020-339-2020, https://doi.org/10.5194/isprs-annals-V-3-2020-339-2020, 2020
D. Clermont, C. Kruse, F. Rottensteiner, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W16, 67–74, https://doi.org/10.5194/isprs-archives-XLII-2-W16-67-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W16-67-2019, 2019
D. Wittich and F. Rottensteiner
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W7, 197–204, https://doi.org/10.5194/isprs-annals-IV-2-W7-197-2019, https://doi.org/10.5194/isprs-annals-IV-2-W7-197-2019, 2019
M. Li and F. Rottensteiner
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 827–833, https://doi.org/10.5194/isprs-archives-XLII-2-W13-827-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W13-827-2019, 2019
F. Rottensteiner and A. Yilmaz
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 3–4, https://doi.org/10.5194/isprs-archives-XLII-2-W13-3-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W13-3-2019, 2019
C. Kruse, F. Rottensteiner, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 51–60, https://doi.org/10.5194/isprs-archives-XLII-2-W13-51-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W13-51-2019, 2019
C. Yang, F. Rottensteiner, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 139–146, https://doi.org/10.5194/isprs-archives-XLII-2-W13-139-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W13-139-2019, 2019
F. Rottensteiner and A. Yilmaz
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W5, 3–4, https://doi.org/10.5194/isprs-annals-IV-2-W5-3-2019, https://doi.org/10.5194/isprs-annals-IV-2-W5-3-2019, 2019
M. Coenen, F. Rottensteiner, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W5, 21–28, https://doi.org/10.5194/isprs-annals-IV-2-W5-21-2019, https://doi.org/10.5194/isprs-annals-IV-2-W5-21-2019, 2019
U. Nguyen, F. Rottensteiner, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W5, 53–60, https://doi.org/10.5194/isprs-annals-IV-2-W5-53-2019, https://doi.org/10.5194/isprs-annals-IV-2-W5-53-2019, 2019
A. Leichter, D. Wittich, F. Rottensteiner, M. Werner, and M. Sester
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4, 335–342, https://doi.org/10.5194/isprs-archives-XLII-4-335-2018, https://doi.org/10.5194/isprs-archives-XLII-4-335-2018, 2018
A. Paul, K. Vogt, F. Rottensteiner, J. Ostermann, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 845–852, https://doi.org/10.5194/isprs-archives-XLII-2-845-2018, https://doi.org/10.5194/isprs-archives-XLII-2-845-2018, 2018
M. Coenen, F. Rottensteiner, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2, 73–80, https://doi.org/10.5194/isprs-annals-IV-2-73-2018, https://doi.org/10.5194/isprs-annals-IV-2-73-2018, 2018
X. Wang, F. Rottensteiner, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2, 295–302, https://doi.org/10.5194/isprs-annals-IV-2-295-2018, https://doi.org/10.5194/isprs-annals-IV-2-295-2018, 2018
A. Paul, C. Yang, U. Breitkopf, Y. Liu, Z. Wang, F. Rottensteiner, M. Wallner, A. Verworn, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3, 1355–1362, https://doi.org/10.5194/isprs-archives-XLII-3-1355-2018, https://doi.org/10.5194/isprs-archives-XLII-3-1355-2018, 2018
Christian Kruse, Franz Rottensteiner, Thorsten Hoberg, Marcel Ziems, Julia Rebke, and Christian Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-3, 127–134, https://doi.org/10.5194/isprs-annals-IV-3-127-2018, https://doi.org/10.5194/isprs-annals-IV-3-127-2018, 2018
Chun Yang, Franz Rottensteiner, and Christian Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-3, 251–258, https://doi.org/10.5194/isprs-annals-IV-3-251-2018, https://doi.org/10.5194/isprs-annals-IV-3-251-2018, 2018
J. Unger, F. Rottensteiner, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W6, 385–392, https://doi.org/10.5194/isprs-archives-XLII-2-W6-385-2017, https://doi.org/10.5194/isprs-archives-XLII-2-W6-385-2017, 2017
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