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The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Articles | Volume XLVIII-1/W6-2025
https://doi.org/10.5194/isprs-archives-XLVIII-1-W6-2025-131-2025
© 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-archives-XLVIII-1-W6-2025-131-2025
© Author(s) 2025. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
31 Dec 2025
| 31 Dec 2025
Cross-domain urban and heritage point cloud benchmarks for semantic segmentation: insights from the 3M (Mapping Mappano Municipality) and ArCHX datasets
Francesca Matrone
Dept. of Environment, Land and Infrastructure Engineering, Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129 Torino, Italy
Andrea Maria Lingua
Dept. of Environment, Land and Infrastructure Engineering, Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129 Torino, Italy
Arnadi Murtiyoso
Université de Strasbourg, INSA Strasbourg, CNRS, ICube Laboratory UMR 7357, Photogrammetry and Geomatics Group, 67000 Strasbourg, France
Madhavan Sridhar
Indian Institute of Remote Sensing, Dehradun - 248001, Uttarakhand, India
Luis Javier Sanchez Aparicio
Dept. of Construction and Building Technology in Architecture (DCTA), Escuela Técnica Superior de Arquitectura de Madrid (ETSAM), Universidad Politécnica de Madrid, Av. Juan de Herrera,4,28040 Madrid, Spain
Dept. of Cartographic and Land Engineering. University of Salamanca, High Polytechnic School of Ávila, Hornos Caleros, 50, 05003, Ávila, Spain
Ruben Santamaria Maestro
Dept. of Construction and Building Technology in Architecture (DCTA), Escuela Técnica Superior de Arquitectura de Madrid (ETSAM), Universidad Politécnica de Madrid, Av. Juan de Herrera,4,28040 Madrid, Spain
Pablo Sanz-Honrado
Institute of Physical and Information Technologies Leonardo Torres Quevedo (ITEFI), CSIC, C/Serrano 144, 28006 Madrid, Spain
Hina Pande
Indian Institute of Remote Sensing, Dehradun - 248001, Uttarakhand, India
Poonam Seth Tiwari
Indian Institute of Remote Sensing, Dehradun - 248001, Uttarakhand, India
Shefali Agrawal
Indian Institute of Remote Sensing, Dehradun - 248001, Uttarakhand, India
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Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W4-2024, 317–323, https://doi.org/10.5194/isprs-archives-XLVIII-2-W4-2024-317-2024, https://doi.org/10.5194/isprs-archives-XLVIII-2-W4-2024-317-2024, 2024
C. Chioni, A. Murtiyoso, S. Favargiotti, and G. A. Massari
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 1723–1728, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1723-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1723-2023, 2023
Y. A. Lumban-Gaol, A. Rizaldy, and A. Murtiyoso
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 1439–1444, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1439-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1439-2023, 2023
C. R. Fol, A. Murtiyoso, D. Kükenbrink, F. Remondino, and V. C. Griess
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W3-2023, 55–61, https://doi.org/10.5194/isprs-archives-XLVIII-1-W3-2023-55-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W3-2023-55-2023, 2023
A. Murtiyoso, J. Markiewicz, A. K. Karwel, and P. Kot
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W3-2023, 115–121, https://doi.org/10.5194/isprs-archives-XLVIII-1-W3-2023-115-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W3-2023-115-2023, 2023
M. Á. Maté-González, J. Rodríguez-Hernández, C. Sáez Blázquez, L. J. Sánchez Aparicio, S. López-Cuervo Medina, L. Troitiño Torralba, P. Villanueva Llauradó, J. Aramendi Picado, E. González González, T. R. Herrero Tejedor, D. González-Aguilera, J. R. Álvarez-Sanchís, and G. Ruiz Zapatero
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 1043–1050, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1043-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1043-2023, 2023
A. Murtiyoso and P. Grussenmeyer
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 1113–1118, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1113-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1113-2023, 2023
L. J. Sánchez-Aparicio, P. Villanueva-Llauradó, P. Sanz-Honrado, J. R. Aira-Zunzunegui, J. Pinilla Melo, D. González-Aguilera, and D. V. Oliveira
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 1411–1418, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1411-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1411-2023, 2023
V. Santoro, G. Patrucco, A. Lingua, and A. Spanò
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 1419–1426, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1419-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1419-2023, 2023
C. Balletti, A. Capra, A. Calantropio, F. Chiabrando, E. Colucci, G. Furfaro, A. Guastella, F. Guerra, A. Lingua, F. Matrone, F. Menna, E. Nocerino, L. Teppati Losè, P. Vernier, and D. Visintini
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 147–154, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-147-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-147-2023, 2023
E. Colucci, E. Iacono, F. Matrone, and G. M. Ventura
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 433–439, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-433-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-433-2023, 2023
A. Lingua, A. Martino, G. Sammartano, P. Maschio, E. Reali, and C. Tonghini
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 935–942, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-935-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-935-2023, 2023
F. Matrone, A. Felicetti, M. Paolanti, and R. Pierdicca
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-M-1-2023, 207–214, https://doi.org/10.5194/isprs-annals-X-M-1-2023-207-2023, https://doi.org/10.5194/isprs-annals-X-M-1-2023-207-2023, 2023
A. M. Lingua, P. Maschio, A. Spadaro, P. Vezza, and G. Negro
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W1-2023, 249–255, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-249-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-249-2023, 2023
F. Matrone, E. Colucci, F. M. Ugliotti, and M. Del Giudice
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W1-2023, 279–286, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-279-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-279-2023, 2023
C. R. Fol, A. Murtiyoso, and V. C. Griess
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W1-2022, 95–99, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-95-2022, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-95-2022, 2022
A. Murtiyoso, H. Hristova, N. Rehush, and V. C. Griess
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W1-2022, 185–190, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-185-2022, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-185-2022, 2022
A. H. Qureshi, W. S. Alaloul, A. Murtiyoso, S. J. Hussain, S. Saad, and V. K. Oad
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W1-2022, 215–220, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-215-2022, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-215-2022, 2022
Masoume Mahboubi, Elena Belcore, Emanuele Pontoglio, Francesca Matrone, and Andrea Lingua
AGILE GIScience Ser., 3, 46, https://doi.org/10.5194/agile-giss-3-46-2022, https://doi.org/10.5194/agile-giss-3-46-2022, 2022
E. Colucci, A. M. Lingua, M. Kokla, and A. Spanò
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B4-2022, 31–37, https://doi.org/10.5194/isprs-archives-XLIII-B4-2022-31-2022, https://doi.org/10.5194/isprs-archives-XLIII-B4-2022-31-2022, 2022
L. Teppati Losè, F. Matrone, F. Chiabrando, F. Giulio Tonolo, A. Lingua, and P. Maschio
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2022, 415–422, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-415-2022, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-415-2022, 2022
A. H. Qureshi, W. S. Alaloul, A. Murtiyoso, S. Saad, and B. Manzoor
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 141–146, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-141-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-141-2022, 2022
E. Pellis, A. Murtiyoso, A. Masiero, G. Tucci, M. Betti, and P. Grussenmeyer
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 861–867, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-861-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-861-2022, 2022
C. R. Fol, A. Murtiyoso, and V. C. Griess
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 989–994, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-989-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-989-2022, 2022
A. Murtiyoso, F. Matrone, M. Martini, A. Lingua, P. Grussenmeyer, and R. Pierdicca
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2022, 317–324, https://doi.org/10.5194/isprs-annals-V-2-2022-317-2022, https://doi.org/10.5194/isprs-annals-V-2-2022-317-2022, 2022
A. Murtiyoso and P. Grussenmeyer
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-2-W1-2022, 389–393, https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-389-2022, https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-389-2022, 2022
E. Pellis, A. Murtiyoso, A. Masiero, G. Tucci, M. Betti, and P. Grussenmeyer
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-2-W1-2022, 429–434, https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-429-2022, https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-429-2022, 2022
A. Murtiyoso and P. Grussenmeyer
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 487–491, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-487-2021, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-487-2021, 2021
A. Murtiyoso, D. Suwardhi, P. Grussenmeyer, W. A. Fadilah, K. N. Fauzan, S. W. Trisyanti, Brahmantara, and H. Macher
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 493–497, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-493-2021, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-493-2021, 2021
E. Sedano-Espejo, P. MacKinlay, D. Sanz-Arauz, M. Sánchez-Aparicio, and L. J. Sánchez-Aparicio
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 677–684, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-677-2021, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-677-2021, 2021
A. Calantropio, F. Chiabrando, J. Comino, A. M. Lingua, P. F. Maschio, and T. Juskauskas
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B5-2021, 65–72, https://doi.org/10.5194/isprs-archives-XLIII-B5-2021-65-2021, https://doi.org/10.5194/isprs-archives-XLIII-B5-2021-65-2021, 2021
L. Teppati Losè, F. Chiabrando, F. Giulio Tonolo, and A. Lingua
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2021, 727–734, https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-727-2021, https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-727-2021, 2021
A. Murtiyoso, C. Lhenry, T. Landes, P. Grussenmeyer, and E. Alby
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 201–206, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-201-2021, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-201-2021, 2021
K. N. Fauzan, D. Suwardhi, A. Murtiyoso, I. Gumilar, and T. P. Sidiq
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 503–510, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-503-2021, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-503-2021, 2021
A. Murtiyoso, P. Grussenmeyer, T. Landes, and H. Macher
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 599–604, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-599-2021, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-599-2021, 2021
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