- Article
(1651 KB) - Metadata XML
- July 21, 2026
- |
- Home
- |
- Sitemap
- |
- The ISPRS Foundation
- |
- 𝕏
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Articles | Volume X-G-2025
https://doi.org/10.5194/isprs-annals-X-G-2025-649-2025
© 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-G-2025-649-2025
© Author(s) 2025. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
11 Jul 2025
| 11 Jul 2025
Fuel detection in forest environments training deep learners with smartphone imagery
Francesco Pirotti
Department of Land, Environment, Agriculture and Forestry (TESAF), University of Padova. Via dell’Università 16, 35020 Legnaro, Italy
Interdepartmental Research Centre in Geomatics (CIRGEO), University of Padova. Corte Benedettina, Via Roma 34, 35020 Legnaro, Italy
Alessandro Carmelo
Department of Land, Environment, Agriculture and Forestry (TESAF), University of Padova. Via dell’Università 16, 35020 Legnaro, Italy
Erico Kutchartt
Forest Science and Technology Centre of Catalonia (CTFC). Carretera de Sant Llorenç de Morunys Km 2, 25280 Solsona, Spain
Joint Research Unit CTFC – AGROTECNIO. Carretera de Sant Llorenç de Morunys Km 2, 25280 Solsona, Spain
Department of Land, Environment, Agriculture and Forestry (TESAF), University of Padova. Via dell’Università 16, 35020 Legnaro, Italy
Related authors
Larissa Maria Granja, Erico Kutchartt, Enrico Magazzino, Thomas Zieher, Rasoul Eskandari, Michele Crosetto, Caterina Balletti, Andrea Martino, Mattia Balestra, Roberto Pierdicca, Lindo Nepi, Carlos Cabo, Anna Iglseder, Mauricio Acuna, Borja García Pascual, and Francesco Pirotti
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-5-2026, 9–16, https://doi.org/10.5194/isprs-annals-XI-5-2026-9-2026, https://doi.org/10.5194/isprs-annals-XI-5-2026-9-2026, 2026
Francesco Pirotti and Felix Enyimah Toffah
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 413–420, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-413-2024, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-413-2024, 2024
Luka Mamić, Gordana Kaplan, and Francesco Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 331–335, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-331-2024, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-331-2024, 2024
Erico Kutchartt, José Ramón González-Olabarria, Núria Aquilué, Antoni Trasobares, and Francesco Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 279–285, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-279-2024, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-279-2024, 2024
Larissa Maria Granja and Francesco Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 203–208, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-203-2024, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-203-2024, 2024
Giusti Ghivarry, Erico Kutchartt, and Francesco Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 183–190, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-183-2024, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-183-2024, 2024
Harin Aiyanna Cheriyanda Raveendra, Lorenzo Picco, and Francesco Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 63–70, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-63-2024, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-63-2024, 2024
Perla Rivadeneyra, Angela Favaro, Paolo Meneguzzo, and Francesco Pirotti
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-3-2024, 355–362, https://doi.org/10.5194/isprs-annals-X-3-2024-355-2024, https://doi.org/10.5194/isprs-annals-X-3-2024-355-2024, 2024
F. Pirotti, J. R. González-Olabarria, and E. Kutchartt
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 1763–1769, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1763-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1763-2023, 2023
F. Pirotti, A. Guarnieri, S. Chiodini, and C. Bettanini
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 581–587, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-581-2023, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-581-2023, 2023
F. Pirotti, E. Kutchartt, and M. Piragnolo
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W1-2022, 365–370, https://doi.org/10.5194/isprs-archives-XLVIII-4-W1-2022-365-2022, https://doi.org/10.5194/isprs-archives-XLVIII-4-W1-2022-365-2022, 2022
F. Pirotti, M. Piragnolo, M. Yoshimura, J. P. Hernandez, M. A. Brovelli, B. Leblon, and M. Yamashita
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B5-2022, 45–50, https://doi.org/10.5194/isprs-archives-XLIII-B5-2022-45-2022, https://doi.org/10.5194/isprs-archives-XLIII-B5-2022-45-2022, 2022
F. Tonion and F. Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 1011–1017, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-1011-2022, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-1011-2022, 2022
E. Kutchartt, J. Hernández, P. Corvalán, Á. Promis, and F. Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 913–920, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-913-2022, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-913-2022, 2022
F. Tonion and F. Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 749–756, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-749-2022, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-749-2022, 2022
A. H. Kanan and F. Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 625–632, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-625-2022, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-625-2022, 2022
F. Pirotti, M. Piragnolo, A. Vettore, and A. Guarnieri
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2022, 353–359, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-353-2022, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-353-2022, 2022
E. Kutchartt, M. Pedron, and F. Pirotti
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-3-2022, 431–438, https://doi.org/10.5194/isprs-annals-V-3-2022-431-2022, https://doi.org/10.5194/isprs-annals-V-3-2022-431-2022, 2022
Larissa Maria Granja, Erico Kutchartt, Enrico Magazzino, Thomas Zieher, Rasoul Eskandari, Michele Crosetto, Caterina Balletti, Andrea Martino, Mattia Balestra, Roberto Pierdicca, Lindo Nepi, Carlos Cabo, Anna Iglseder, Mauricio Acuna, Borja García Pascual, and Francesco Pirotti
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-5-2026, 9–16, https://doi.org/10.5194/isprs-annals-XI-5-2026-9-2026, https://doi.org/10.5194/isprs-annals-XI-5-2026-9-2026, 2026
Francesco Pirotti and Felix Enyimah Toffah
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 413–420, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-413-2024, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-413-2024, 2024
Luka Mamić, Gordana Kaplan, and Francesco Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 331–335, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-331-2024, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-331-2024, 2024
Erico Kutchartt, José Ramón González-Olabarria, Núria Aquilué, Antoni Trasobares, and Francesco Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 279–285, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-279-2024, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-279-2024, 2024
Larissa Maria Granja and Francesco Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 203–208, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-203-2024, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-203-2024, 2024
Giusti Ghivarry, Erico Kutchartt, and Francesco Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 183–190, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-183-2024, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-183-2024, 2024
Harin Aiyanna Cheriyanda Raveendra, Lorenzo Picco, and Francesco Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 63–70, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-63-2024, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-63-2024, 2024
Perla Rivadeneyra, Angela Favaro, Paolo Meneguzzo, and Francesco Pirotti
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-3-2024, 355–362, https://doi.org/10.5194/isprs-annals-X-3-2024-355-2024, https://doi.org/10.5194/isprs-annals-X-3-2024-355-2024, 2024
F. Pirotti, J. R. González-Olabarria, and E. Kutchartt
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 1763–1769, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1763-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1763-2023, 2023
F. Pirotti, A. Guarnieri, S. Chiodini, and C. Bettanini
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 581–587, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-581-2023, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-581-2023, 2023
F. Pirotti, E. Kutchartt, and M. Piragnolo
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W1-2022, 365–370, https://doi.org/10.5194/isprs-archives-XLVIII-4-W1-2022-365-2022, https://doi.org/10.5194/isprs-archives-XLVIII-4-W1-2022-365-2022, 2022
F. Pirotti, M. Piragnolo, M. Yoshimura, J. P. Hernandez, M. A. Brovelli, B. Leblon, and M. Yamashita
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B5-2022, 45–50, https://doi.org/10.5194/isprs-archives-XLIII-B5-2022-45-2022, https://doi.org/10.5194/isprs-archives-XLIII-B5-2022-45-2022, 2022
F. Tonion and F. Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 1011–1017, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-1011-2022, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-1011-2022, 2022
E. Kutchartt, J. Hernández, P. Corvalán, Á. Promis, and F. Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 913–920, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-913-2022, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-913-2022, 2022
F. Tonion and F. Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 749–756, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-749-2022, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-749-2022, 2022
A. H. Kanan and F. Pirotti
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 625–632, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-625-2022, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-625-2022, 2022
F. Pirotti, M. Piragnolo, A. Vettore, and A. Guarnieri
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2022, 353–359, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-353-2022, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-353-2022, 2022
E. Kutchartt, M. Pedron, and F. Pirotti
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-3-2022, 431–438, https://doi.org/10.5194/isprs-annals-V-3-2022-431-2022, https://doi.org/10.5194/isprs-annals-V-3-2022-431-2022, 2022
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