- Article
(1397 KB) - Metadata XML
- August 22, 2025
- |
- Home
- |
- Sitemap
- |
- The ISPRS Foundation
- |
- 𝕏
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Articles | Volume XLVIII-1/W1-2023
https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-131-2023
© 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-archives-XLVIII-1-W1-2023-131-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
25 May 2023
| 25 May 2023
POINT CLOUD CLASSIFICATION OF AN URBAN ENVIRONMENT USING A SEMI-AUTOMATIC APPROACH
F. Di Stefano
DICEA, Facoltà di Ingegneria, Università Politecnica delle Marche, 60131 Ancona, Italy
R. Pierdicca
DICEA, Facoltà di Ingegneria, Università Politecnica delle Marche, 60131 Ancona, Italy
E. S. Malinverni
DICEA, Facoltà di Ingegneria, Università Politecnica delle Marche, 60131 Ancona, Italy
A. Corneli
DICEA, Facoltà di Ingegneria, Università Politecnica delle Marche, 60131 Ancona, Italy
B. Naticchia
DICEA, Facoltà di Ingegneria, Università Politecnica delle Marche, 60131 Ancona, Italy
Related authors
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
Francesco Di Stefano and Eva Savina Malinverni
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-G-2025, 375–382, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-375-2025, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-375-2025, 2025
S. Pansoni, S. Tiribelli, M. Paolanti, F. Di Stefano, E. Frontoni, E. S. Malinverni, and B. Giovanola
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 1149–1155, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1149-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1149-2023, 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
F. Di Stefano, M. Sanità, E. S. Malinverni, and G. Doti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 511–518, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-511-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-511-2023, 2023
F. Di Stefano, M. Cuevas-Gonzalez, G. Luzi, and E. S. Malinverni
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 263–270, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-263-2022, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-263-2022, 2022
F. Di Stefano, A. Gorreja, E. S. Malinverni, and C. Mariotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIV-4-W1-2020, 19–26, https://doi.org/10.5194/isprs-archives-XLIV-4-W1-2020-19-2020, https://doi.org/10.5194/isprs-archives-XLIV-4-W1-2020-19-2020, 2020
E. S. Malinverni, F. Mariano, F. Di Stefano, L. Petetta, and F. Onori
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W11, 777–784, https://doi.org/10.5194/isprs-archives-XLII-2-W11-777-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W11-777-2019, 2019
E. S. Malinverni, R. Pierdicca, F. Di Stefano, M. Sturari, M. Mameli, E. Frontoni, R. Orazi, and F. Colosi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W11, 785–792, https://doi.org/10.5194/isprs-archives-XLII-2-W11-785-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W11-785-2019, 2019
R. Quattrini, R. Pierdicca, A. Lucidi, F. Di Stefano, and E. S. Malinverni
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W9, 647–654, https://doi.org/10.5194/isprs-archives-XLII-2-W9-647-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W9-647-2019, 2019
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
Francesco Di Stefano and Eva Savina Malinverni
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-G-2025, 375–382, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-375-2025, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-375-2025, 2025
Ewa Głowienka, Eva Savina Malinverni, Marcin Kucza, Krystyna Michałowska, and Marsia Sanità
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-G-2025, 521–527, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-521-2025, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-521-2025, 2025
Ewa Głowienka, Eva Savina Malinverni, Marsia Sanità, Krystyna Michałowska, and Marcin Kucza
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-7-2025, 127–132, https://doi.org/10.5194/isprs-archives-XLVIII-M-7-2025-127-2025, https://doi.org/10.5194/isprs-archives-XLVIII-M-7-2025-127-2025, 2025
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
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
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
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
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
S. Pansoni, S. Tiribelli, M. Paolanti, F. Di Stefano, E. Frontoni, E. S. Malinverni, and B. Giovanola
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 1149–1155, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1149-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1149-2023, 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
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
F. Di Stefano, M. Sanità, E. S. Malinverni, and G. Doti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 511–518, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-511-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-511-2023, 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
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.
F. Di Stefano, M. Cuevas-Gonzalez, G. Luzi, and E. S. Malinverni
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 263–270, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-263-2022, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-263-2022, 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
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
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
F. Di Stefano, A. Gorreja, E. S. Malinverni, and C. Mariotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIV-4-W1-2020, 19–26, https://doi.org/10.5194/isprs-archives-XLIV-4-W1-2020-19-2020, https://doi.org/10.5194/isprs-archives-XLIV-4-W1-2020-19-2020, 2020
C. Morbidoni, R. Pierdicca, R. Quattrini, and E. Frontoni
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIV-4-W1-2020, 95–102, https://doi.org/10.5194/isprs-archives-XLIV-4-W1-2020-95-2020, https://doi.org/10.5194/isprs-archives-XLIV-4-W1-2020-95-2020, 2020
S. Chiappini, A. Fini, E. S. Malinverni, E. Frontoni, G. Racioppi, and R. Pierdicca
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B4-2020, 441–448, https://doi.org/10.5194/isprs-archives-XLIII-B4-2020-441-2020, https://doi.org/10.5194/isprs-archives-XLIII-B4-2020-441-2020, 2020
F. Matrone, A. Lingua, R. Pierdicca, E. S. Malinverni, M. Paolanti, E. Grilli, F. Remondino, A. Murtiyoso, and T. Landes
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2020, 1419–1426, https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-1419-2020, https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-1419-2020, 2020
E. S. Malinverni, R. Pierdicca, M. Paolanti, M. Martini, C. Morbidoni, F. Matrone, and A. Lingua
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W15, 735–742, https://doi.org/10.5194/isprs-archives-XLII-2-W15-735-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W15-735-2019, 2019
M. Paolanti, R. Pierdicca, M. Martini, A. Felicetti, E. S. Malinverni, E. Frontoni, and P. Zingaretti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W15, 871–878, https://doi.org/10.5194/isprs-archives-XLII-2-W15-871-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W15-871-2019, 2019
E. S. Malinverni, S. Chiappini, and R. Pierdicca
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W11, 771–776, https://doi.org/10.5194/isprs-archives-XLII-2-W11-771-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W11-771-2019, 2019
E. S. Malinverni, F. Mariano, F. Di Stefano, L. Petetta, and F. Onori
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W11, 777–784, https://doi.org/10.5194/isprs-archives-XLII-2-W11-777-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W11-777-2019, 2019
E. S. Malinverni, R. Pierdicca, F. Di Stefano, M. Sturari, M. Mameli, E. Frontoni, R. Orazi, and F. Colosi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W11, 785–792, https://doi.org/10.5194/isprs-archives-XLII-2-W11-785-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W11-785-2019, 2019
R. Quattrini, R. Pierdicca, A. Lucidi, F. Di Stefano, and E. S. Malinverni
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W9, 647–654, https://doi.org/10.5194/isprs-archives-XLII-2-W9-647-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W9-647-2019, 2019
G. Fangi, R. Pierdicca, M. Sturari, and E. S. Malinverni
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 331–337, https://doi.org/10.5194/isprs-archives-XLII-2-331-2018, https://doi.org/10.5194/isprs-archives-XLII-2-331-2018, 2018
R. Pierdicca, E. S. Malinverni, F. Piccinini, M. Paolanti, A. Felicetti, and P. Zingaretti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 893–900, https://doi.org/10.5194/isprs-archives-XLII-2-893-2018, https://doi.org/10.5194/isprs-archives-XLII-2-893-2018, 2018
E. S. Malinverni, R. Pierdicca, M. Sturari, F. Colosi, and R. Orazi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-5-W1, 203–210, https://doi.org/10.5194/isprs-archives-XLII-5-W1-203-2017, https://doi.org/10.5194/isprs-archives-XLII-5-W1-203-2017, 2017
R. Quattrini, R. Pierdicca, C. Morbidoni, and E. S. Malinverni
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-5-W1, 275–281, https://doi.org/10.5194/isprs-archives-XLII-5-W1-275-2017, https://doi.org/10.5194/isprs-archives-XLII-5-W1-275-2017, 2017
E. S. Malinverni and R. Pierdicca
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W3, 459–465, https://doi.org/10.5194/isprs-archives-XLII-2-W3-459-2017, https://doi.org/10.5194/isprs-archives-XLII-2-W3-459-2017, 2017
E. S. Malinverni, C. Conati Barbaro, R. Pierdicca, C. A. Bozzi, and A. N. Tassetti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B1, 1149–1155, https://doi.org/10.5194/isprs-archives-XLI-B1-1149-2016, https://doi.org/10.5194/isprs-archives-XLI-B1-1149-2016, 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.
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