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ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Articles | Volume V-2-2022
https://doi.org/10.5194/isprs-annals-V-2-2022-317-2022
© Author(s) 2022. 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-V-2-2022-317-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
17 May 2022
| 17 May 2022
AUTOMATIC TRAINING DATA GENERATION IN DEEP LEARNING-AIDED SEMANTIC SEGMENTATION OF HERITAGE BUILDINGS
A. Murtiyoso
Forest Resources Management Group, Institute of Terrestrial Ecosystems, Department of Environmental Systems Science, ETH Zürich, Switzerland
F. Matrone
Department of Environment, Land and Infrastructure Engineering, Politecnico di Torino, Torino, Italy
M. Martini
Department of Information Engineering, Università Politecnica delle Marche, Ancona, Italy
A. Lingua
Department of Environment, Land and Infrastructure Engineering, Politecnico di Torino, Torino, Italy
P. Grussenmeyer
Université de Strasbourg, CNRS, INSA Strasbourg, ICube Laboratory UMR 7357, Photogrammetry and Geomatics Group, Strasbourg, France
R. Pierdicca
Department of Civil and Building Engineering and Architecture, Università Politecnica delle Marche, Ancona, Italy
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Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W12-2026, 463–470, https://doi.org/10.5194/isprs-archives-XLVIII-2-W12-2026-463-2026, https://doi.org/10.5194/isprs-archives-XLVIII-2-W12-2026-463-2026, 2026
Etienne Sommer, Vasili Manfredi, Cecilia Maria Bolognesi, Mathieu Koehl, and Pierre Grussenmeyer
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W12-2026, 447–454, https://doi.org/10.5194/isprs-archives-XLVIII-2-W12-2026-447-2026, https://doi.org/10.5194/isprs-archives-XLVIII-2-W12-2026-447-2026, 2026
Francesca Matrone, Saketh Chinthakindi, Alessandra Spadaro, and Luca Barbierato
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W12-2026, 303–310, https://doi.org/10.5194/isprs-archives-XLVIII-2-W12-2026-303-2026, https://doi.org/10.5194/isprs-archives-XLVIII-2-W12-2026-303-2026, 2026
Federico Giulioni, Roberto Pierdicca, Romina Nespeca, Stefano Chiappini, and Ramona Quattrini
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W12-2026, 175–182, https://doi.org/10.5194/isprs-archives-XLVIII-2-W12-2026-175-2026, https://doi.org/10.5194/isprs-archives-XLVIII-2-W12-2026-175-2026, 2026
Widiatmoko A. Fadilah, Arnadi Murtiyoso, Tania Landes, and Pierre Grussenmeyer
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W12-2026, 143–150, https://doi.org/10.5194/isprs-archives-XLVIII-2-W12-2026-143-2026, https://doi.org/10.5194/isprs-archives-XLVIII-2-W12-2026-143-2026, 2026
Matteo Caponi, Cecilia Ruggieri, Francesco Di Stefano, Ramona Quattrini, and Roberto Pierdicca
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W12-2026, 73–80, https://doi.org/10.5194/isprs-archives-XLVIII-2-W12-2026-73-2026, https://doi.org/10.5194/isprs-archives-XLVIII-2-W12-2026-73-2026, 2026
Thodoris Betsas, Arnadi Murtiyoso, Pierre Grussenmeyer, and Andreas Georgopoulos
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W12-2026, 57–64, https://doi.org/10.5194/isprs-archives-XLVIII-2-W12-2026-57-2026, https://doi.org/10.5194/isprs-archives-XLVIII-2-W12-2026-57-2026, 2026
Emanuele Balloni, Marina Paolanti, Emanuele Frontoni, Stefano Mereu, Ferdinando Cannella, and Roberto Pierdicca
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W12-2026, 17–24, https://doi.org/10.5194/isprs-archives-XLVIII-2-W12-2026-17-2026, https://doi.org/10.5194/isprs-archives-XLVIII-2-W12-2026-17-2026, 2026
Francesca Matrone, Andrea Maria Lingua, Arnadi Murtiyoso, Madhavan Sridhar, Luis Javier Sanchez Aparicio, Ruben Santamaria Maestro, Pablo Sanz-Honrado, Hina Pande, Poonam Seth Tiwari, and Shefali Agrawal
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W6-2025, 131–137, https://doi.org/10.5194/isprs-archives-XLVIII-1-W6-2025-131-2025, https://doi.org/10.5194/isprs-archives-XLVIII-1-W6-2025-131-2025, 2025
Andrea Maria Lingua, Stefania Manca, Francesca Gallitto, and Filiberto Chiabrando
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W5-2025, 61–67, https://doi.org/10.5194/isprs-archives-XLVIII-1-W5-2025-61-2025, https://doi.org/10.5194/isprs-archives-XLVIII-1-W5-2025-61-2025, 2025
Alessio Martino, Alessandra Spadaro, Francesca Matrone, and Andrea Maria Lingua
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W5-2025, 85–92, https://doi.org/10.5194/isprs-archives-XLVIII-1-W5-2025-85-2025, https://doi.org/10.5194/isprs-archives-XLVIII-1-W5-2025-85-2025, 2025
Alessandra Spadaro, Andrea Maria Lingua, and Filiberto Chiabrando
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W11-2025, 269–276, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-269-2025, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-269-2025, 2025
Francesca Matrone, Chiara Graziani, Alessandra Spadaro, Saeed Hemmatianzadeh, and Andrea Maria Lingua
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W11-2025, 203–210, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-203-2025, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-203-2025, 2025
Alessio Martino, Filiberto Chiabrando, and Andrea Maria Lingua
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W11-2025, 195–202, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-195-2025, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-195-2025, 2025
Filiberto Chiabrando, Francesca Gallitto, Marco Grella, Andrea Maria Lingua, Valeria Longhi, Stefania Manca, Alessio Martino, and Paolo Felice Maschio
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W11-2025, 63–71, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-63-2025, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-63-2025, 2025
Lorenzo Teppati Losè, Filiberto Chiabrando, Rita Auriemma, Caterina Balletti, Enrico Breggion, Alessandro Capra, Alessio Calantropio, Luigi Coluccia, Elisabetta Colucci, Giuseppe Furfaro, Francesco Guerra, Andrea Lingua, Andrea Martino, Paolo Maschio, Francesca Matrone, Fabio Menna, Erica Nocerino, Alessandra Spadaro, Beatrice Tanduo, Paolo Vernier, and Domenico Visintini
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 1483–1490, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1483-2025, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1483-2025, 2025
Beatrice Tanduo, Francesca Matrone, and Arnadi Murtiyoso
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 1475–1481, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1475-2025, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1475-2025, 2025
Etienne Sommer, Mathieu Koehl, and Pierre Grussenmeyer
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 1387–1394, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1387-2025, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1387-2025, 2025
Arnadi Murtiyoso, Gabriele Mazzacca, Fabio Remondino, and Deni Suwardhi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 1065–1072, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1065-2025, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1065-2025, 2025
Arnadi Murtiyoso and Hélène Macher
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 1059–1064, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1059-2025, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1059-2025, 2025
Filiberto Chiabrando, Andrea Lingua, Alessandra Spreafico, Giulia Sammartano, Francesca Matrone, Mikel Borras, Alberto Mendikute Garate, Alan Miller, Marinos Ioannides, Petros Siegkas, Drew Baker, Mia Trentin, Anthony Cassar, and Julia Galea
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 269–276, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-269-2025, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-269-2025, 2025
Filsa Bioresita, Husnul Hidayat, Arnadi Murtiyoso, Emmanuel Moisan, Pierre Grussenmeyer, Mokhamad Nur Cahyadi, Agung Budi Cahyono, and Irham Maulana
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 141–147, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-141-2025, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-141-2025, 2025
Angeliki Oraiozili Gyftodimou, Pierre Grussenmeyer, Maria Pateraki, Etienne Sommer, and Mathieu Koehl
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 549–556, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-549-2025, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-549-2025, 2025
Filiberto Chiabrando, Erica Casareto, Chiara Graziani, Andrea Maria Lingua, Paolo Mamino, Francesca Matrone, and Barbara Deborah Viola
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 857–863, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-857-2025, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-857-2025, 2025
Yannick Faure, Pierre Grussenmeyer, and Tania Landes
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-M-2-2025, 89–96, https://doi.org/10.5194/isprs-annals-X-M-2-2025-89-2025, https://doi.org/10.5194/isprs-annals-X-M-2-2025-89-2025, 2025
Marsia Sanità, Eva Savina Malinverni, Roberto Pierdicca, Adriano Mancini, Ewa Glowienka, and Lindo Nepi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-G-2025, 1315–1322, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-1315-2025, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-1315-2025, 2025
Eva Savina Malinverni, Francesco Di Stefano, Stefano Chiappini, Giovanna Darvini, Davide Fronzi, Roberto Pierdicca, and Alberto Tazioli
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-G-2025, 1035–1042, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-1035-2025, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-1035-2025, 2025
Beatrice Tanduo, Edward Borgogno, Filiberto Chiabrando, Francesca Gallitto, Stefania Manca, Paolo Maschio, and Andrea Lingua
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W10-2025, 295–302, https://doi.org/10.5194/isprs-archives-XLVIII-2-W10-2025-295-2025, https://doi.org/10.5194/isprs-archives-XLVIII-2-W10-2025-295-2025, 2025
Alessandra Spadaro, Filiberto Chiabrando, Andrea Lingua, and Paolo Maschio
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W10-2025, 279–286, https://doi.org/10.5194/isprs-archives-XLVIII-2-W10-2025-279-2025, https://doi.org/10.5194/isprs-archives-XLVIII-2-W10-2025-279-2025, 2025
Valeria Longhi, Nives Grasso, Paolo Felice Maschio, Fabio Menna, Arianna Pansini, Andrea Maria Lingua, Filiberto Chiabrando, Erica Nocerino, Giulia Ceccherelli, and Sabrina Rossi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W10-2025, 177–184, https://doi.org/10.5194/isprs-archives-XLVIII-2-W10-2025-177-2025, https://doi.org/10.5194/isprs-archives-XLVIII-2-W10-2025-177-2025, 2025
Francesca Gallitto, Andrea Maria Lingua, Francesca Matrone, Filiberto Chiabrando, Xinchen Li, Silvia Secco, Alessandro Acierno, and Massimiliano Scalici
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W10-2025, 79–86, https://doi.org/10.5194/isprs-archives-XLVIII-2-W10-2025-79-2025, https://doi.org/10.5194/isprs-archives-XLVIII-2-W10-2025-79-2025, 2025
Arnadi Murtiyoso, Normand Overney, and Deni Suwardhi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W8-2024, 343–348, https://doi.org/10.5194/isprs-archives-XLVIII-2-W8-2024-343-2024, https://doi.org/10.5194/isprs-archives-XLVIII-2-W8-2024-343-2024, 2024
Cyprien Raymi Fol, Arnadi Murtiyoso, Gabriele Mazzacca, Thomas Saint-André, Fabio Remondino, and Verena Christiane Griess
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W8-2024, 163–168, https://doi.org/10.5194/isprs-archives-XLVIII-2-W8-2024-163-2024, https://doi.org/10.5194/isprs-archives-XLVIII-2-W8-2024-163-2024, 2024
Hervé Daudigny and Pierre Grussenmeyer
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W8-2024, 117–123, https://doi.org/10.5194/isprs-archives-XLVIII-2-W8-2024-117-2024, https://doi.org/10.5194/isprs-archives-XLVIII-2-W8-2024-117-2024, 2024
Mattia Balestra, Carlos Cabo, Arnadi Murtiyoso, Alessandro Vitali, Flor Alvarez-Taboada, Alejandro Cantero-Amiano, Rodolfo Bolaños, Diego Laino, and Roberto Pierdicca
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W8-2024, 9–15, https://doi.org/10.5194/isprs-archives-XLVIII-2-W8-2024-9-2024, https://doi.org/10.5194/isprs-archives-XLVIII-2-W8-2024-9-2024, 2024
Etienne Sommer, Mathieu Koehl, and Pierre Grussenmeyer
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W7-2024, 161–168, https://doi.org/10.5194/isprs-archives-XLVIII-2-W7-2024-161-2024, https://doi.org/10.5194/isprs-archives-XLVIII-2-W7-2024-161-2024, 2024
Mattia Balestra, Federico Fattorini, Renato Angeloni, Laura Nanni, Adriano Mancini, Roberto Papa, and Roberto Pierdicca
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 17–24, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-17-2024, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-17-2024, 2024
Vinicius Silva Werneck Orlando, Maria de Lourdes Bueno Trindade Galo, George Deroco Martins, Andrea Maria Lingua, and Vanessa Andaló
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-3-2024, 285–291, https://doi.org/10.5194/isprs-annals-X-3-2024-285-2024, https://doi.org/10.5194/isprs-annals-X-3-2024-285-2024, 2024
Stefano Chiappini, Mattia Balestra, Federico Giulioni, Ernesto Marcheggiani, Eva Savina Malinverni, and Roberto Pierdicca
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-3-2024, 61–68, https://doi.org/10.5194/isprs-annals-X-3-2024-61-2024, https://doi.org/10.5194/isprs-annals-X-3-2024-61-2024, 2024
Marsia Sanità, Jonathan Fratini, Nikhil Muralikrishna, Roberto Pierdicca, and Eva Savina Malinverni
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-2024, 389–395, https://doi.org/10.5194/isprs-archives-XLVIII-4-2024-389-2024, https://doi.org/10.5194/isprs-archives-XLVIII-4-2024-389-2024, 2024
Agus Ambarwari, Deni Suwardhi, Medria Shekar Rani, Emir Husni, Deny Willy Junaidy, Fauzan Alfi Agirachman, Arnadi Murtiyoso, and Verena Christiane Griess
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-2024, 7–12, https://doi.org/10.5194/isprs-archives-XLVIII-4-2024-7-2024, https://doi.org/10.5194/isprs-archives-XLVIII-4-2024-7-2024, 2024
Fabio Menna, Scott McAvoy, Erica Nocerino, Beatrice Tanduo, Louise Giuseffi, Alessio Calantropio, Filiberto Chiabrando, Lorenzo Teppati Losè, Andrea Maria Lingua, Stuart Sandin, Clinton Edwards, Brian Zgliczynski, Dominique Rissolo, and Falko Kuester
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-2024, 265–272, https://doi.org/10.5194/isprs-archives-XLVIII-2-2024-265-2024, https://doi.org/10.5194/isprs-archives-XLVIII-2-2024-265-2024, 2024
Francesca Matrone, Francesca Gallitto, Andrea Maria Lingua, and Paolo Felice Maschio
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-2024, 233–240, https://doi.org/10.5194/isprs-archives-XLVIII-2-2024-233-2024, https://doi.org/10.5194/isprs-archives-XLVIII-2-2024-233-2024, 2024
Alessio Calantropio, Fabio Menna, Dimitrios Skarlatos, Caterina Balletti, Gottfried Mandlburger, Panagiotis Agrafiotis, Filiberto Chiabrando, Andrea Maria Lingua, Alessia Giaquinto, and Erica Nocerino
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-2-2024, 33–40, https://doi.org/10.5194/isprs-annals-X-2-2024-33-2024, https://doi.org/10.5194/isprs-annals-X-2-2024-33-2024, 2024
Francesco Messina, Andrea Maria Lingua, Alessio Martino, Francesca Matrone, and Paolo Maschio
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-2024, 495–502, https://doi.org/10.5194/isprs-archives-XLVIII-1-2024-495-2024, https://doi.org/10.5194/isprs-archives-XLVIII-1-2024-495-2024, 2024
Alessio Martino, Andrea Maria Lingua, and Paolo Maschio
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-2024, 487–493, https://doi.org/10.5194/isprs-archives-XLVIII-1-2024-487-2024, https://doi.org/10.5194/isprs-archives-XLVIII-1-2024-487-2024, 2024
Valeria Longhi, Alessio Martino, Andrea Maria Lingua, Paolo Felice Maschio, and Elena Belcore
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-2024, 443–450, https://doi.org/10.5194/isprs-archives-XLVIII-1-2024-443-2024, https://doi.org/10.5194/isprs-archives-XLVIII-1-2024-443-2024, 2024
Giulia Ceccherelli, Filiberto Chiabrando, Francesca Gallitto, Andrea Lingua, Valeria Longhi, Paolo Maschio, Francesca Matrone, Fabio Menna, Erica Nocerino, Massimiliano Scalici, Silvia Secco, and Beatrice Tanduo
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-2024, 65–71, https://doi.org/10.5194/isprs-archives-XLVIII-1-2024-65-2024, https://doi.org/10.5194/isprs-archives-XLVIII-1-2024-65-2024, 2024
A. Murtiyoso, J. Markiewicz, A. K. Karwel, P. Grussenmeyer, and P. Kot
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
E. Sommer, M. Koehl, and P. Grussenmeyer
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W4-2024, 405–412, https://doi.org/10.5194/isprs-archives-XLVIII-2-W4-2024-405-2024, https://doi.org/10.5194/isprs-archives-XLVIII-2-W4-2024-405-2024, 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
R. Pierdicca, L. Nepi, A. Mancini, E. S. Malinverni, and M. Balestra
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 1089–1096, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-1089-2023, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-1089-2023, 2023
M. Balestra, R. Pierdicca, L. Cesaretti, G. Quattrini, A. Mancini, A. Galli, E. S. Malinverni, S. Casavecchia, and S. Pesaresi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 33–40, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-33-2023, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-33-2023, 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
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
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
R. Pierdicca, L. Gorgoglione, M. Martuscelli, and S. Usmanov
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 1225–1232, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1225-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1225-2023, 2023
E. Pellis, A. Masiero, P. Grussenmeyer, M. Betti, and G. Tucci
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 1189–1196, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1189-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1189-2023, 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
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
D. Abate, A. Agapiou, K. Toumbas, A. Lampropoulos, K. Petrides, R. Pierdicca, M. Paolanti, F. Di Stefano, A. Felicetti, E. S. Malinverni, and P. Zingaretti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 3–10, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-3-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-3-2023, 2023
E. Balloni, L. Gorgoglione, M. Paolanti, A. Mancini, and R. Pierdicca
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 155–162, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-155-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-155-2023, 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
E. Pellis, A. Masiero, I. Cortesi, G. Tucci, M. Betti, and P. Grussenmeyer
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W1-2023, 379–386, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-379-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-379-2023, 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
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. Di Stefano, R. Pierdicca, E. S. Malinverni, A. Corneli, and B. Naticchia
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W1-2023, 131–138, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-131-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-131-2023, 2023
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
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
R. Haenel, Q. Semler, E. Semin, P. Grussenmeyer, and S. Tabbone
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W1-2022, 101–108, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-101-2022, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-101-2022, 2022
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
E. Barçon, T. Landes, P. Grussenmeyer, and G. Berson
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W1-2022, 7–14, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-7-2022, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-7-2022, 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
Roberto Pierdicca and Marina Paolanti
Geosci. Instrum. Method. Data Syst., 11, 195–218, https://doi.org/10.5194/gi-11-195-2022, https://doi.org/10.5194/gi-11-195-2022, 2022
Short summary
Short summary
For the processing of geomatics data, artificial intelligence (AI) offers overwhelming opportunities. The integration of AI approaches in geomatics has developed into the concept of geospatial artificial intelligence (GeoAI), which is a new paradigm for geographic knowledge discovery and beyond. This contribution outlines AI-based techniques for analysing and interpreting complex geomatics data. How AI approaches have been exploited for the interpretation of geomatic data is explained.
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
M. Balestra, S. Chiappini, A. Vitali, E. Tonelli, F. Malandra, A. Galli, C. Urbinati, E. S. Malinverni, and R. Pierdicca
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 833–839, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-833-2022, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-833-2022, 2022
L. Roy, C. Marchand, T. Landes, H. Macher, and P. Grussenmeyer
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 691–697, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-691-2022, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-691-2022, 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
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
D. Abate, M. Paolanti, R. Pierdicca, A. Lampropoulos, K. Toumbas, A. Agapiou, S. Vergis, E. Malinverni, K. Petrides, A. Felicetti, and P. Zingaretti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 729–736, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-729-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-729-2022, 2022
E. Barçon, T. Landes, P. Grussenmeyer, and G. Berson
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 351–358, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-351-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-351-2022, 2022
R. Haenel, Q. Semler, E. Semin, P. Grussenmeyer, and E. Alby
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 201–208, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-201-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-201-2022, 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
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
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-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
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
E. Pellis, A. Masiero, G. Tucci, M. Betti, and P. Grussenmeyer
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 539–546, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-539-2021, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-539-2021, 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
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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