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The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Articles | Volume XLVIII-G-2025
https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-839-2025
© 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-G-2025-839-2025
© Author(s) 2025. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
29 Jul 2025
| 29 Jul 2025
Open Source Deep Learning Solutions for the Classification of MMS Urban 3D Data
Marcello La Guardia
Department of Engineering, University of Messina, Messina, Italy
Andrea Masiero
Interdepartmental Research Center of Geomatics (CIRGEO), University of Padua, Italy
Department of Land, Environment, Agriculture and Forestry (TESAF), University of Padua, Italy
Valentina Bonora
Department of Civil and Environmental Engineering (DICEA), University of Florence, Florence, Italy
Adriano Alessandrini
Department of Civil and Environmental Engineering (DICEA), University of Florence, Florence, Italy
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A. Masiero, C. Toth, J. Gabela, and G. Retscher
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2021, 221–227, https://doi.org/10.5194/isprs-archives-XLIII-B1-2021-221-2021, https://doi.org/10.5194/isprs-archives-XLIII-B1-2021-221-2021, 2021
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Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B5-2020, 235–241, https://doi.org/10.5194/isprs-archives-XLIII-B5-2020-235-2020, https://doi.org/10.5194/isprs-archives-XLIII-B5-2020-235-2020, 2020
G. Tucci, E. I. Parisi, V. Bonora, L. Fiorini, A. Conti, M. Corongiu, J. P. Ortiz-Sanz, M. Gil-Docampo, T. Rego-Sanmartín, and M. Arza-García
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B5-2020, 257–264, https://doi.org/10.5194/isprs-archives-XLIII-B5-2020-257-2020, https://doi.org/10.5194/isprs-archives-XLIII-B5-2020-257-2020, 2020
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Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2020, 219–225, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-219-2020, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-219-2020, 2020
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Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2020, 259–264, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-259-2020, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-259-2020, 2020
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Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2020, 549–555, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-549-2020, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-549-2020, 2020
A. Masiero, A. Guarnieri, and A. Vettore
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W17, 187–193, https://doi.org/10.5194/isprs-archives-XLII-2-W17-187-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W17-187-2019, 2019
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Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 1695–1699, https://doi.org/10.5194/isprs-archives-XLII-2-W13-1695-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W13-1695-2019, 2019
S. Zahran, A. Masiero, M. M. Mostafa, A. M. Moussa, A. Vettore, and N. El-Sheimy
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 665–672, https://doi.org/10.5194/isprs-archives-XLII-2-W13-665-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W13-665-2019, 2019
A. Masiero and D. Costantino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W11, 831–836, https://doi.org/10.5194/isprs-archives-XLII-2-W11-831-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W11-831-2019, 2019
A. Masiero, G. Tucci, A. Conti, L. Fiorini, and A. Vettore
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W11, 837–842, https://doi.org/10.5194/isprs-archives-XLII-2-W11-837-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W11-837-2019, 2019
B. G. Marino, A. Masiero, F. Chiabrando, A. M. Lingua, F. Fissore, W. Błaszczak-Bak, and A. Vettore
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W11, 809–813, https://doi.org/10.5194/isprs-archives-XLII-2-W11-809-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W11-809-2019, 2019
A. Masiero, F. Chiabrando, A. M. Lingua, B. G. Marino, F. Fissore, A. Guarnieri, and A. Vettore
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W9, 473–478, https://doi.org/10.5194/isprs-archives-XLII-2-W9-473-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W9-473-2019, 2019
A. Masiero, F. Fissore, M. Piragnolo, A. Guarnieri, F. Pirotti, and A. Vettore
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-1, 289–293, https://doi.org/10.5194/isprs-archives-XLII-1-289-2018, https://doi.org/10.5194/isprs-archives-XLII-1-289-2018, 2018
M. Sakr, A. Masiero, and N. El-Sheimy
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-1, 379–385, https://doi.org/10.5194/isprs-archives-XLII-1-379-2018, https://doi.org/10.5194/isprs-archives-XLII-1-379-2018, 2018
S. Zahran, M. M. Mostafa, A. Masiero, A. M. Moussa, A. Vettore, and N. El-Sheimy
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-1, 469–476, https://doi.org/10.5194/isprs-archives-XLII-1-469-2018, https://doi.org/10.5194/isprs-archives-XLII-1-469-2018, 2018
A. Masiero, F. Fissore, A. Guarnieri, and A. Vettore
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 683–690, https://doi.org/10.5194/isprs-archives-XLII-2-683-2018, https://doi.org/10.5194/isprs-archives-XLII-2-683-2018, 2018
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Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W8, 141–145, https://doi.org/10.5194/isprs-archives-XLII-2-W8-141-2017, https://doi.org/10.5194/isprs-archives-XLII-2-W8-141-2017, 2017
A. Masiero, F. Fissore, A. Guarnieri, M. Piragnolo, and A. Vettore
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W8, 147–153, https://doi.org/10.5194/isprs-archives-XLII-2-W8-147-2017, https://doi.org/10.5194/isprs-archives-XLII-2-W8-147-2017, 2017
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