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ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Articles | Volume X-1/W1-2023
https://doi.org/10.5194/isprs-annals-X-1-W1-2023-961-2023
© Author(s) 2023. 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-X-1-W1-2023-961-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
05 Dec 2023
| 05 Dec 2023
USING TIME SERIES IMAGE DATA TO IMPROVE THE GENERALIZATION CAPABILITIES OF A CNN – THE EXAMPLE OF DEFORESTATION DETECTION WITH SENTINEL-2
M. X. Ortega
Pontifical Catholic University of Rio de Janeiro (PUC-Rio), Brazil
Institute of Photogrammetry and GeoInformation, Leibniz Universität Hannover, Germany
D. Wittich
Institute of Photogrammetry and GeoInformation, Leibniz Universität Hannover, Germany
F. Rottensteiner
Institute of Photogrammetry and GeoInformation, Leibniz Universität Hannover, Germany
C. Heipke
Institute of Photogrammetry and GeoInformation, Leibniz Universität Hannover, Germany
R. Q. Feitosa
Pontifical Catholic University of Rio de Janeiro (PUC-Rio), Brazil
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Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B5-2020, 251–256, https://doi.org/10.5194/isprs-archives-XLIII-B5-2020-251-2020, https://doi.org/10.5194/isprs-archives-XLIII-B5-2020-251-2020, 2020
R. B. Andrade, G. A. O. P. Costa, G. L. A. Mota, M. X. Ortega, R. Q. Feitosa, P. J. Soto, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2020, 1497–1505, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1497-2020, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1497-2020, 2020
P. J. Soto, G. A. O. P. Costa, R. Q. Feitosa, P. N. Happ, M. X. Ortega, J. Noa, C. A. Almeida, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2020, 1635–1643, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1635-2020, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1635-2020, 2020
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
J. Kang, L. Chen, F. Deng, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2020, 135–142, https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-135-2020, https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-135-2020, 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
S. Hinz, R. Q. Feitosa, M. Weinmann, and B. Jutzi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2020, 7–7, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-7-2020, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-7-2020, 2020
P. Trusheim and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2020, 363–370, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-363-2020, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-363-2020, 2020
A. Sledz, J. Unger, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2020, 499–505, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-499-2020, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-499-2020, 2020
S. Hinz, R. Q. Feitosa, M. Weinmann, and B. Jutzi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-1-2020, 7–7, https://doi.org/10.5194/isprs-annals-V-1-2020-7-2020, https://doi.org/10.5194/isprs-annals-V-1-2020-7-2020, 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
M. Höllmann, M. Mehltretter, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2020, 151–159, https://doi.org/10.5194/isprs-annals-V-2-2020-151-2020, https://doi.org/10.5194/isprs-annals-V-2-2020-151-2020, 2020
D. Wittich
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2020, 591–598, https://doi.org/10.5194/isprs-annals-V-2-2020-591-2020, https://doi.org/10.5194/isprs-annals-V-2-2020-591-2020, 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. Sothe, L. E. C. la Rosa, C. M. de Almeida, A. Gonsamo, M. B. Schimalski, J. D. B. Castro, R. Q. Feitosa, M. Dalponte, C. L. Lima, V. Liesenberg, G. T. Miyoshi, and A. M. G. Tommaselli
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-3-2020, 193–199, https://doi.org/10.5194/isprs-annals-V-3-2020-193-2020, https://doi.org/10.5194/isprs-annals-V-3-2020-193-2020, 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
A. K. Neves, T. S. Körting, L. M. G. Fonseca, C. D. Girolamo Neto, D. Wittich, G. A. O. P. Costa, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-3-2020, 505–511, https://doi.org/10.5194/isprs-annals-V-3-2020-505-2020, https://doi.org/10.5194/isprs-annals-V-3-2020-505-2020, 2020
V. Ayma, C. Beltrán, P. N. Happ, G. A. O. P. Costa, and R. Q. Feitosa
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W16, 29–34, https://doi.org/10.5194/isprs-archives-XLII-2-W16-29-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W16-29-2019, 2019
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
R. B. Andrade, J. M. F. Santos, G. A. O. P. Costa, G. L. A. Mota, P. N. Happ, and R. Q. Feitosa
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W7, 3–8, https://doi.org/10.5194/isprs-annals-IV-2-W7-3-2019, https://doi.org/10.5194/isprs-annals-IV-2-W7-3-2019, 2019
J. A. Chamorro, J. D. Bermudez, P. N. Happ, and R. Q. Feitosa
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W7, 25–32, https://doi.org/10.5194/isprs-annals-IV-2-W7-25-2019, https://doi.org/10.5194/isprs-annals-IV-2-W7-25-2019, 2019
M. X. Ortega, J. D. Bermudez, P. N. Happ, A. Gomes, and R. Q. Feitosa
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W7, 121–128, https://doi.org/10.5194/isprs-annals-IV-2-W7-121-2019, https://doi.org/10.5194/isprs-annals-IV-2-W7-121-2019, 2019
P. J. Soto, J. D. Bermudez, P. N. Happ, and R. Q. Feitosa
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W7, 167–173, https://doi.org/10.5194/isprs-annals-IV-2-W7-167-2019, https://doi.org/10.5194/isprs-annals-IV-2-W7-167-2019, 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. Dorozynski, D. Clermont, and F. Rottensteiner
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W6, 47–54, https://doi.org/10.5194/isprs-annals-IV-2-W6-47-2019, https://doi.org/10.5194/isprs-annals-IV-2-W6-47-2019, 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
L. Halounová, C. Heipke, and A. Radtke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-A, 1–298, https://doi.org/10.5194/isprs-archives-XLI-A-1-2018, https://doi.org/10.5194/isprs-archives-XLI-A-1-2018, 2018
J. D. Bermudez, P. N. Happ, D. A. B. Oliveira, and R. Q. Feitosa
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-1, 5–11, https://doi.org/10.5194/isprs-annals-IV-1-5-2018, https://doi.org/10.5194/isprs-annals-IV-1-5-2018, 2018
I. D. Sanches, R. Q. Feitosa, P. Achanccaray, B. Montibeller, A. J. B. Luiz, M. D. Soares, V. H. R. Prudente, D. C. Vieira, and L. E. P. Maurano
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-1, 387–392, https://doi.org/10.5194/isprs-archives-XLII-1-387-2018, https://doi.org/10.5194/isprs-archives-XLII-1-387-2018, 2018
A. Sledz, J. Unger, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-1, 413–420, https://doi.org/10.5194/isprs-archives-XLII-1-413-2018, https://doi.org/10.5194/isprs-archives-XLII-1-413-2018, 2018
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
M. Coenen, F. Rottensteiner, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-1-W1, 505–512, https://doi.org/10.5194/isprs-archives-XLII-1-W1-505-2017, https://doi.org/10.5194/isprs-archives-XLII-1-W1-505-2017, 2017
Christian Heipke, Karsten Jacobsen, Uwe Stilla, Franz Rottensteiner, Alper Yilmaz, Michael Ying Yang, Jan Skaloud, and Ismael Colomina
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-1-W1, 1–2, https://doi.org/10.5194/isprs-annals-IV-1-W1-1-2017, https://doi.org/10.5194/isprs-annals-IV-1-W1-1-2017, 2017
C. Heipke, K. Jacobsen, U. Stilla, F. Rottensteiner, A. Yilmaz, M. Ying Yang, J. Skaloud, and I. Colomina
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-1-W1, 1–2, https://doi.org/10.5194/isprs-archives-XLII-1-W1-1-2017, https://doi.org/10.5194/isprs-archives-XLII-1-W1-1-2017, 2017
A. Maas, M. Alrajhi, A. Alobeid, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-1-W1, 11–16, https://doi.org/10.5194/isprs-archives-XLII-1-W1-11-2017, https://doi.org/10.5194/isprs-archives-XLII-1-W1-11-2017, 2017
A. Maas, F. Rottensteiner, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-1-W1, 215–222, https://doi.org/10.5194/isprs-annals-IV-1-W1-215-2017, https://doi.org/10.5194/isprs-annals-IV-1-W1-215-2017, 2017
K. Vogt, A. Paul, J. Ostermann, F. Rottensteiner, and C. Heipke
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-1-W1, 229–236, https://doi.org/10.5194/isprs-annals-IV-1-W1-229-2017, https://doi.org/10.5194/isprs-annals-IV-1-W1-229-2017, 2017
P. M. A. Diaz, R. Q. Feitosa, I. D. Sanches, and G. A. O. P. Costa
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B7, 205–211, https://doi.org/10.5194/isprs-archives-XLI-B7-205-2016, https://doi.org/10.5194/isprs-archives-XLI-B7-205-2016, 2016
C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XL-5-W7, 543–543, https://doi.org/10.5194/isprs-archives-XL-5-W7-543-2016, https://doi.org/10.5194/isprs-archives-XL-5-W7-543-2016, 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.
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