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The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Articles | Volume XLVIII-4/W11-2024
https://doi.org/10.5194/isprs-archives-XLVIII-4-W11-2024-97-2024
© Author(s) 2024. 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-XLVIII-4-W11-2024-97-2024
© Author(s) 2024. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
27 Jun 2024
| 27 Jun 2024
Semantic Segmentation of Building Models with Deep Learning in CityGML
Hanis Rashidan
3D GIS Research Lab, Faculty of Built Environment and Surveying, Universiti Teknologi Malaysia, Johor Bahru, Malaysia
Ivin Amri Musliman
3D GIS Research Lab, Faculty of Built Environment and Surveying, Universiti Teknologi Malaysia, Johor Bahru, Malaysia
Alias Abdul Rahman
3D GIS Research Lab, Faculty of Built Environment and Surveying, Universiti Teknologi Malaysia, Johor Bahru, Malaysia
Volker Coors
Centre for Geodesy and Geoinformatics, Stuttgart University of Applied Sciences (HFT Stuttgart), Stuttgart, Germany
Gurcan Buyuksalih
Institute of Marine Sciences and Management, Istanbul University, Istanbul, Türkiye
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ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-4-W2-2020, 71–78, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-71-2020, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-71-2020, 2020
T. Santhanavanich, C. Kim, and V. Coors
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-4-W2-2020, 135–141, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-135-2020, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-135-2020, 2020
T. Santhanavanich, P. Wuerstle, J. Silberer, V. Loidl, P. Rodrigues, and V. Coors
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-4-W2-2020, 143–147, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-143-2020, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-143-2020, 2020
S. Schneider, H. Dastageeri, P. Rodrigues, and V. Coors
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-4-W2-2020, 149–156, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-149-2020, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-149-2020, 2020
S. Schneider, T. Santhanavanich, A. Koukofikis, and V. Coors
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-4-W2-2020, 157–163, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-157-2020, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-157-2020, 2020
S. K. Sini, R. Sihombing, P. M. Kabiro, T. Santhanavanich, and V. Coors
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-4-W2-2020, 165–172, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-165-2020, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-165-2020, 2020
A. Koukofikis and V. Coors
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIV-4-W1-2020, 71–74, https://doi.org/10.5194/isprs-archives-XLIV-4-W1-2020-71-2020, https://doi.org/10.5194/isprs-archives-XLIV-4-W1-2020-71-2020, 2020
A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W16, 1–1, https://doi.org/10.5194/isprs-archives-XLII-4-W16-1-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W16-1-2019, 2019
A. Abdul Rahman, H. Rashidan, I. A. Musliman, G. Buyuksalih, S. Bayburt, and P. Baskaraca
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W16, 11–16, https://doi.org/10.5194/isprs-archives-XLII-4-W16-11-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W16-11-2019, 2019
K. Al Kalbani and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W16, 79–84, https://doi.org/10.5194/isprs-archives-XLII-4-W16-79-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W16-79-2019, 2019
T. Bibi, F. Nawaz, A. Abdul Rahman, and A. Latif
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W16, 153–160, https://doi.org/10.5194/isprs-archives-XLII-4-W16-153-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W16-153-2019, 2019
M. N. Hashim, M. I. Hassan, and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W16, 241–245, https://doi.org/10.5194/isprs-archives-XLII-4-W16-241-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W16-241-2019, 2019
A. Jamali and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W16, 283–289, https://doi.org/10.5194/isprs-archives-XLII-4-W16-283-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W16-283-2019, 2019
A. Jamali and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W16, 291–295, https://doi.org/10.5194/isprs-archives-XLII-4-W16-291-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W16-291-2019, 2019
A. Jamali and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W16, 297–302, https://doi.org/10.5194/isprs-archives-XLII-4-W16-297-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W16-297-2019, 2019
A. Jamali, P. Kumar, and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W16, 303–308, https://doi.org/10.5194/isprs-archives-XLII-4-W16-303-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W16-303-2019, 2019
H. Karim, A. Abdul Rahman, and M. R. Mohd Salleh
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W16, 339–345, https://doi.org/10.5194/isprs-archives-XLII-4-W16-339-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W16-339-2019, 2019
M. J. Sani, I. A. Musliman, and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W16, 595–601, https://doi.org/10.5194/isprs-archives-XLII-4-W16-595-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W16-595-2019, 2019
S. S. Teri and I. A. Musliman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W16, 641–644, https://doi.org/10.5194/isprs-archives-XLII-4-W16-641-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W16-641-2019, 2019
H. A. Umar, M. F. Abdul Khanan, A. Ahmad, M. J. Sani, M. Z. Abd Rahman, and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W16, 645–657, https://doi.org/10.5194/isprs-archives-XLII-4-W16-645-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W16-645-2019, 2019
M. A. Zamari, T. A. Musa, E. T. Mohamad, I. A. Musliman, and W. A. W. Aris
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W16, 711–718, https://doi.org/10.5194/isprs-archives-XLII-4-W16-711-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W16-711-2019, 2019
C. Ellul, A. Abdul Rahman, V. Coors, S. Zlatanova, R. Laurini, and M. Rumor
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W9, 1–2, https://doi.org/10.5194/isprs-annals-IV-4-W9-1-2019, https://doi.org/10.5194/isprs-annals-IV-4-W9-1-2019, 2019
S. Harbola and V. Coors
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W9, 65–70, https://doi.org/10.5194/isprs-annals-IV-4-W9-65-2019, https://doi.org/10.5194/isprs-annals-IV-4-W9-65-2019, 2019
C. Ellul, A. Abdul Rahman, V. Coors, S. Zlatanova, R. Laurini, and M. Rumor
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W17, 1–2, https://doi.org/10.5194/isprs-archives-XLII-4-W17-1-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W17-1-2019, 2019
S. Azri, U. Ujang, and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W12, 11–16, https://doi.org/10.5194/isprs-archives-XLII-4-W12-11-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W12-11-2019, 2019
G. Buyuksalih, P. Baskaraca, S. Bayburt, I. Buyuksalih, and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W12, 51–60, https://doi.org/10.5194/isprs-archives-XLII-4-W12-51-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W12-51-2019, 2019
L. Hinge, J. Gundorph, U. Ujang, S. Azri, F. Anton, and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W12, 95–100, https://doi.org/10.5194/isprs-archives-XLII-4-W12-95-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W12-95-2019, 2019
T. Bibi, F. Nawaz, A. Abdul Rahman, K. Azahari Razak, and A. Latif
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W9, 105–113, https://doi.org/10.5194/isprs-archives-XLII-4-W9-105-2018, https://doi.org/10.5194/isprs-archives-XLII-4-W9-105-2018, 2018
H. A. Umar, M. F. Abdul Khanan, D. A. Umar, M. S. Shiru, M. Isma'il, M. R. Mohd Salleh, A. Abdul Rahman, A. Ahmad, and E. A. Okoli
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W9, 147–152, https://doi.org/10.5194/isprs-archives-XLII-4-W9-147-2018, https://doi.org/10.5194/isprs-archives-XLII-4-W9-147-2018, 2018
K. Al Kalbani, A. Abdul Rahman, T. Al Awadhi, and F. Alshannaq
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W9, 243–246, https://doi.org/10.5194/isprs-archives-XLII-4-W9-243-2018, https://doi.org/10.5194/isprs-archives-XLII-4-W9-243-2018, 2018
S. Azri, U. Ujang, and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W9, 247–253, https://doi.org/10.5194/isprs-archives-XLII-4-W9-247-2018, https://doi.org/10.5194/isprs-archives-XLII-4-W9-247-2018, 2018
H. Karim, A. Abdul Rah, and A. Jamali
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W9, 265–272, https://doi.org/10.5194/isprs-archives-XLII-4-W9-265-2018, https://doi.org/10.5194/isprs-archives-XLII-4-W9-265-2018, 2018
M. J. Sani and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W9, 299–306, https://doi.org/10.5194/isprs-archives-XLII-4-W9-299-2018, https://doi.org/10.5194/isprs-archives-XLII-4-W9-299-2018, 2018
A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W9, 1–1, https://doi.org/10.5194/isprs-archives-XLII-4-W9-1-2018, https://doi.org/10.5194/isprs-archives-XLII-4-W9-1-2018, 2018
M. N. Hashim, M. I. Hassan, and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W9, 23–26, https://doi.org/10.5194/isprs-archives-XLII-4-W9-23-2018, https://doi.org/10.5194/isprs-archives-XLII-4-W9-23-2018, 2018
U. Ujang, S. Azri, M. Zahir, A. Abdul Rahman, and T. L. Choon
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W10, 201–207, https://doi.org/10.5194/isprs-archives-XLII-4-W10-201-2018, https://doi.org/10.5194/isprs-archives-XLII-4-W10-201-2018, 2018
A. Abdul Rahman, H. Karim, I. A. Musliman, B. Siew, H. Rashidan, S. Idros, M. Al-Hafiz Azman, and M. Fadzli Abdullah
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3-W4, 3–8, https://doi.org/10.5194/isprs-archives-XLII-3-W4-3-2018, https://doi.org/10.5194/isprs-archives-XLII-3-W4-3-2018, 2018
B. Alizadehashrafi and A. Abdul-Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W6, 9–13, https://doi.org/10.5194/isprs-archives-XLII-4-W6-9-2017, https://doi.org/10.5194/isprs-archives-XLII-4-W6-9-2017, 2017
I. Buyuksalih, S. Bayburt, G. Buyuksalih, A. P. Baskaraca, H. Karim, and A. A. Rahman
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W4, 161–166, https://doi.org/10.5194/isprs-annals-IV-4-W4-161-2017, https://doi.org/10.5194/isprs-annals-IV-4-W4-161-2017, 2017
A. Jamali, F. Anton, A. Abdul Rahman, and D. Mioc
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W7, 13–21, https://doi.org/10.5194/isprs-archives-XLII-4-W7-13-2017, https://doi.org/10.5194/isprs-archives-XLII-4-W7-13-2017, 2017
T. Bibi, K. Azahari Razak, A. Abdul Rahman, and A. Latif
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W5, 21–30, https://doi.org/10.5194/isprs-archives-XLII-4-W5-21-2017, https://doi.org/10.5194/isprs-archives-XLII-4-W5-21-2017, 2017
G. Buyuksalih, S. Bayburt, A. P. Baskaraca, H. Karim, and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W5, 39–44, https://doi.org/10.5194/isprs-archives-XLII-4-W5-39-2017, https://doi.org/10.5194/isprs-archives-XLII-4-W5-39-2017, 2017
Ali Jamali, Alias Abdul Rahman, and Pawel Boguslawski
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W1, 75–80, https://doi.org/10.5194/isprs-archives-XLII-2-W1-75-2016, https://doi.org/10.5194/isprs-archives-XLII-2-W1-75-2016, 2016
M. A. Dogon-yaro, P. Kumar, A. Abdul Rahman, and G. Buyuksalih
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W1, 81–88, https://doi.org/10.5194/isprs-archives-XLII-2-W1-81-2016, https://doi.org/10.5194/isprs-archives-XLII-2-W1-81-2016, 2016
Ali Jamali, François Anton, Alias Abdul Rahman, and Darka Mioc
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W1, 103–113, https://doi.org/10.5194/isprs-archives-XLII-2-W1-103-2016, https://doi.org/10.5194/isprs-archives-XLII-2-W1-103-2016, 2016
N. A. Zulkifli, A. Abdul Rahman, and M. I. Hassan
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W1, 325–327, https://doi.org/10.5194/isprs-archives-XLII-4-W1-325-2016, https://doi.org/10.5194/isprs-archives-XLII-4-W1-325-2016, 2016
N. N. Nasorudin, M. I. Hassan, N. A. Zulkifli, and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W1, 329–334, https://doi.org/10.5194/isprs-archives-XLII-4-W1-329-2016, https://doi.org/10.5194/isprs-archives-XLII-4-W1-329-2016, 2016
T. Bibi, Y. Gul, A. Abdul Rahman, and M. Riaz
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W1, 355–360, https://doi.org/10.5194/isprs-archives-XLII-4-W1-355-2016, https://doi.org/10.5194/isprs-archives-XLII-4-W1-355-2016, 2016
A. Suhaibah, U. Uznir, A. A. Rahman, F. Anton, and D. Mioc
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W1, 1–7, https://doi.org/10.5194/isprs-archives-XLII-4-W1-1-2016, https://doi.org/10.5194/isprs-archives-XLII-4-W1-1-2016, 2016
M. H. Rashidan, I. A. Musliman, and A. A. Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W1, 15–21, https://doi.org/10.5194/isprs-archives-XLII-4-W1-15-2016, https://doi.org/10.5194/isprs-archives-XLII-4-W1-15-2016, 2016
C. B. Siew and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W1, 23–24, https://doi.org/10.5194/isprs-archives-XLII-4-W1-23-2016, https://doi.org/10.5194/isprs-archives-XLII-4-W1-23-2016, 2016
A. Jamali, A. Abdul Rahman, and P. Boguslawski
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W1, 111–117, https://doi.org/10.5194/isprs-archives-XLII-4-W1-111-2016, https://doi.org/10.5194/isprs-archives-XLII-4-W1-111-2016, 2016
H. Karim and A. Abdul Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W1, 119–126, https://doi.org/10.5194/isprs-archives-XLII-4-W1-119-2016, https://doi.org/10.5194/isprs-archives-XLII-4-W1-119-2016, 2016
M. A. Dogon-Yaro, P. Kumar, A. Abdul Rahman, and G. Buyuksalih
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W1, 127–134, https://doi.org/10.5194/isprs-archives-XLII-4-W1-127-2016, https://doi.org/10.5194/isprs-archives-XLII-4-W1-127-2016, 2016
A. Suhaibah, U. Uznir, F. Anton, D. Mioc, and A. A. Rahman
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B2, 87–93, https://doi.org/10.5194/isprs-archives-XLI-B2-87-2016, https://doi.org/10.5194/isprs-archives-XLI-B2-87-2016, 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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