- Article
(4713 KB) - Metadata XML
- October 16, 2026
- |
- Home
- |
- Sitemap
- |
- The ISPRS Foundation
- |
- 𝕏
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Articles | Volume X-4/W6-2025
https://doi.org/10.5194/isprs-annals-X-4-W6-2025-9-2025
© Author(s) 2025. 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-4-W6-2025-9-2025
© Author(s) 2025. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
18 Sep 2025
| 18 Sep 2025
Object Detection for the Enrichment of Semantic 3D City Models with Roofing Materials
Lukas Arzoumanidis
Computational Methods Lab, HafenCity University, Hamburg, Germany
Son H. Nguyen
Computational Methods Lab, HafenCity University, Hamburg, Germany
Lara Johannsen
Computational Methods Lab, HafenCity University, Hamburg, Germany
Filip Rothaut
Computational Methods Lab, HafenCity University, Hamburg, Germany
Weilian Li
Computational Methods Lab, HafenCity University, Hamburg, Germany
Faculty of Geosciences and Engineering, Southwest Jiaotong University, Chengdu, China
Youness Dehbi
Computational Methods Lab, HafenCity University, Hamburg, Germany
Related authors
Eduardo Manuel Verdugo Fernández, Al Maimun As Samee, Lukas Arzoumanidis, Huynh Duc An Son Nguyen, and Youness Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XII-4-W2-2026, 195–202, https://doi.org/10.5194/isprs-annals-XII-4-W2-2026-195-2026, https://doi.org/10.5194/isprs-annals-XII-4-W2-2026-195-2026, 2026
Elmehdi Kanna, Lukas Arzoumanidis, Huynh Duc An Son Nguyen, and Youness Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XII-4-W1-2026, 203–210, https://doi.org/10.5194/isprs-annals-XII-4-W1-2026-203-2026, https://doi.org/10.5194/isprs-annals-XII-4-W1-2026-203-2026, 2026
Badred-Edine Ouzougarh, Jannik Matijevic, Huynh Duc An Son Nguyen, Lukas Arzoumanidis, and Youness Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XII-4-W1-2026, 267–275, https://doi.org/10.5194/isprs-annals-XII-4-W1-2026-267-2026, https://doi.org/10.5194/isprs-annals-XII-4-W1-2026-267-2026, 2026
Al Maimun As Samee, Lukas Arzoumanidis, Huynh Duc An Son Nguyen, and Youness Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XII-4-W2-2026, 9–16, https://doi.org/10.5194/isprs-annals-XII-4-W2-2026-9-2026, https://doi.org/10.5194/isprs-annals-XII-4-W2-2026-9-2026, 2026
Lukas Arzoumanidis, Al Maimun As Samee, Elmehdi Kanna, Son H. Nguyen, and Youness Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-4-2026, 3–11, https://doi.org/10.5194/isprs-annals-XI-4-2026-3-2026, https://doi.org/10.5194/isprs-annals-XI-4-2026-3-2026, 2026
Lukas Arzoumanidis, Weilian Li, and Youness Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-2-2026, 759–766, https://doi.org/10.5194/isprs-annals-XI-2-2026-759-2026, https://doi.org/10.5194/isprs-annals-XI-2-2026-759-2026, 2026
Lukas Arzoumanidis, Weilian Li, Julius Knechtel, Yudha Kosmayadi, and Youness Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 125–132, https://doi.org/10.5194/isprs-annals-X-G-2025-125-2025, https://doi.org/10.5194/isprs-annals-X-G-2025-125-2025, 2025
Lukas Arzoumanidis, James Ormond Fethers, Sethmiya Herath Mudiyanselage, and Youness Dehbi
Abstr. Int. Cartogr. Assoc., 7, 7, https://doi.org/10.5194/ica-abs-7-7-2024, https://doi.org/10.5194/ica-abs-7-7-2024, 2024
Lukas Arzoumanidis, Jonathan Hecht, and Youness Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W5-2024, 33–39, https://doi.org/10.5194/isprs-annals-X-4-W5-2024-33-2024, https://doi.org/10.5194/isprs-annals-X-4-W5-2024-33-2024, 2024
Weilian Li, Lukas Arzoumanidis, Jannik Matijevic, Daham Mohammed Mustafa, Peter Rottmann, Jan-Henrik Haunert, and Youness Dehbi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W10-2024, 125–130, https://doi.org/10.5194/isprs-archives-XLVIII-4-W10-2024-125-2024, https://doi.org/10.5194/isprs-archives-XLVIII-4-W10-2024-125-2024, 2024
Lukas Arzoumanidis, Julius Knechtel, Jan-Henrik Haunert, and Youness Dehbi
Abstr. Int. Cartogr. Assoc., 6, 11, https://doi.org/10.5194/ica-abs-6-11-2023, https://doi.org/10.5194/ica-abs-6-11-2023, 2023
Eduardo Manuel Verdugo Fernández, Al Maimun As Samee, Lukas Arzoumanidis, Huynh Duc An Son Nguyen, and Youness Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XII-4-W2-2026, 195–202, https://doi.org/10.5194/isprs-annals-XII-4-W2-2026-195-2026, https://doi.org/10.5194/isprs-annals-XII-4-W2-2026-195-2026, 2026
Al Maimun As Samee, Lukas Arzoumanidis, Huynh Duc An Son Nguyen, and Youness Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XII-4-W2-2026, 9–16, https://doi.org/10.5194/isprs-annals-XII-4-W2-2026-9-2026, https://doi.org/10.5194/isprs-annals-XII-4-W2-2026-9-2026, 2026
Badred-Edine Ouzougarh, Jannik Matijevic, Huynh Duc An Son Nguyen, Lukas Arzoumanidis, and Youness Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XII-4-W1-2026, 267–275, https://doi.org/10.5194/isprs-annals-XII-4-W1-2026-267-2026, https://doi.org/10.5194/isprs-annals-XII-4-W1-2026-267-2026, 2026
Elmehdi Kanna, Lukas Arzoumanidis, Huynh Duc An Son Nguyen, and Youness Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XII-4-W1-2026, 203–210, https://doi.org/10.5194/isprs-annals-XII-4-W1-2026-203-2026, https://doi.org/10.5194/isprs-annals-XII-4-W1-2026-203-2026, 2026
Lukas Arzoumanidis, Al Maimun As Samee, Elmehdi Kanna, Son H. Nguyen, and Youness Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-4-2026, 3–11, https://doi.org/10.5194/isprs-annals-XI-4-2026-3-2026, https://doi.org/10.5194/isprs-annals-XI-4-2026-3-2026, 2026
Lukas Arzoumanidis, Weilian Li, and Youness Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-2-2026, 759–766, https://doi.org/10.5194/isprs-annals-XI-2-2026-759-2026, https://doi.org/10.5194/isprs-annals-XI-2-2026-759-2026, 2026
Mahdieh Shirmohammadi, Saied Pirasteh, Weilian Li, and Davood Mafi-Gholami
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-G-2025, 1347–1352, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-1347-2025, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-1347-2025, 2025
Anna-Maria Bolte, Thomas Kistemann, Theo Kötter, and Youness Dehbi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-G-2025, 219–224, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-219-2025, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-219-2025, 2025
Lukas Arzoumanidis, Weilian Li, Julius Knechtel, Yudha Kosmayadi, and Youness Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 125–132, https://doi.org/10.5194/isprs-annals-X-G-2025-125-2025, https://doi.org/10.5194/isprs-annals-X-G-2025-125-2025, 2025
Lukas Arzoumanidis, James Ormond Fethers, Sethmiya Herath Mudiyanselage, and Youness Dehbi
Abstr. Int. Cartogr. Assoc., 7, 7, https://doi.org/10.5194/ica-abs-7-7-2024, https://doi.org/10.5194/ica-abs-7-7-2024, 2024
Lukas Arzoumanidis, Jonathan Hecht, and Youness Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W5-2024, 33–39, https://doi.org/10.5194/isprs-annals-X-4-W5-2024-33-2024, https://doi.org/10.5194/isprs-annals-X-4-W5-2024-33-2024, 2024
Weilian Li, Lukas Arzoumanidis, Jannik Matijevic, Daham Mohammed Mustafa, Peter Rottmann, Jan-Henrik Haunert, and Youness Dehbi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W10-2024, 125–130, https://doi.org/10.5194/isprs-archives-XLVIII-4-W10-2024-125-2024, https://doi.org/10.5194/isprs-archives-XLVIII-4-W10-2024-125-2024, 2024
W. L. Li, N. Treff, F. Amann, J. Lehmen, Y. Dehbi, and J.-H. Haunert
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 437–442, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-437-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-437-2023, 2023
J. Knechtel, J. Behmann, J.-H. Haunert, and Y. Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 263–270, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-263-2023, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-263-2023, 2023
Weilian Li, Jan-Henrik Haunert, Yukun Guo, and Youness Dehbi
Abstr. Int. Cartogr. Assoc., 6, 139, https://doi.org/10.5194/ica-abs-6-139-2023, https://doi.org/10.5194/ica-abs-6-139-2023, 2023
Lukas Arzoumanidis, Julius Knechtel, Jan-Henrik Haunert, and Youness Dehbi
Abstr. Int. Cartogr. Assoc., 6, 11, https://doi.org/10.5194/ica-abs-6-11-2023, https://doi.org/10.5194/ica-abs-6-11-2023, 2023
P. Rottmann, J.-H. Haunert, and Y. Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W2-2022, 233–240, https://doi.org/10.5194/isprs-annals-X-4-W2-2022-233-2022, https://doi.org/10.5194/isprs-annals-X-4-W2-2022-233-2022, 2022
S. H. Nguyen and T. H. Kolbe
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W2-2022, 217–224, https://doi.org/10.5194/isprs-annals-X-4-W2-2022-217-2022, https://doi.org/10.5194/isprs-annals-X-4-W2-2022-217-2022, 2022
Victor Korir, Axel Forsch, Youness Dehbi, and Jan-Henrik Haunert
Abstr. Int. Cartogr. Assoc., 5, 89, https://doi.org/10.5194/ica-abs-5-89-2022, https://doi.org/10.5194/ica-abs-5-89-2022, 2022
J. Knechtel, L. Klingbeil, J.-H. Haunert, and Y. Dehbi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-4-2022, 129–136, https://doi.org/10.5194/isprs-annals-V-4-2022-129-2022, https://doi.org/10.5194/isprs-annals-V-4-2022-129-2022, 2022
S. H. Nguyen and T. H. Kolbe
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VIII-4-W2-2021, 137–144, https://doi.org/10.5194/isprs-annals-VIII-4-W2-2021-137-2021, https://doi.org/10.5194/isprs-annals-VIII-4-W2-2021-137-2021, 2021
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