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The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Articles | Volume XLVIII-2-2024
https://doi.org/10.5194/isprs-archives-XLVIII-2-2024-379-2024
© Author(s) 2024. 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-2-2024-379-2024
© Author(s) 2024. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
11 Jun 2024
| 11 Jun 2024
Towards Estimation of 3D Poses and Shapes of Animals from Oblique Drone Imagery
Vandita Shukla
3D Optical Metrology Unit (3DOM), Bruno Kessler Foundation (FBK), Trento, Italy
Computer Vision & Machine Learning Systems Group, Institut Für Geoinformatik, University of Münster, Germany
Luca Morelli
3D Optical Metrology Unit (3DOM), Bruno Kessler Foundation (FBK), Trento, Italy
Dept. of Civil, Environmental and Mechanical Engineering, University of Trento, Italy
Fabio Remondino
3D Optical Metrology Unit (3DOM), Bruno Kessler Foundation (FBK), Trento, Italy
Andrea Micheli
Planning, Scheduling and Optimization Unit (PSO), Bruno Kessler Foundation (FBK), Trento, Italy
Devis Tuia
Environmental Computational Science and Earth Observation Laboratory (ECEO), EPFL, Switzerland
Benjamin Risse
Computer Vision & Machine Learning Systems Group, Institut Für Geoinformatik, University of Münster, Germany
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Short summary
Short summary
This study evaluates machine learning approaches for upscaling evapotranspiration from the site to the global scale. Sequential models capture temporal dynamics better, especially with precipitation data, but all models show biases in data-scarce regions. Improved upscaling requires richer training data, informed covariate selection, and physical constraints to enhance robustness and reduce extrapolation errors.
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Z. Yan, G. Mazzacca, S. Rigon, E. M. Farella, P. Trybala, and F. Remondino
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G. Mazzacca, A. Karami, S. Rigon, E. M. Farella, P. Trybala, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 1051–1058, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1051-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1051-2023, 2023
O. Roman, M. Avena, E. M. Farella, F. Remondino, and A. Spanò
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 1345–1352, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1345-2023, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1345-2023, 2023
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V. E. Oniga, L. Morelli, M. Macovei, C. Chirila, A. I. Breaban, F. Remondino, and P. Sestraș
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W1-2023, 345–352, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-345-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-345-2023, 2023
N. Padkan, R. Battisti, F. Menna, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W1-2023, 363–370, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-363-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-363-2023, 2023
P. Trybała, D. Kasza, J. Wajs, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W1-2023, 517–524, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-517-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-517-2023, 2023
A. Karami, M. Varshosaz, F. Menna, F. Remondino, and T. Luhmann
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W1-2022, 363–370, https://doi.org/10.5194/isprs-annals-X-4-W1-2022-363-2023, https://doi.org/10.5194/isprs-annals-X-4-W1-2022-363-2023, 2023
F. Menna, A. Torresani, R. Battisti, E. Nocerino, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W1-2022, 153–162, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-153-2022, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-153-2022, 2022
L. Morelli, F. Bellavia, F. Menna, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W1-2022, 163–170, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-163-2022, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-163-2022, 2022
L. Morelli, F. Menna, A. Vitti, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W1-2022, 171–176, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-171-2022, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-171-2022, 2022
L. Morelli, A. Karami, F. Menna, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W2-2022, 77–84, https://doi.org/10.5194/isprs-archives-XLVIII-2-W2-2022-77-2022, https://doi.org/10.5194/isprs-archives-XLVIII-2-W2-2022-77-2022, 2022
P. Trybała, J. Szrek, F. Remondino, J. Wodecki, and R. Zimroz
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W2-2022, 135–142, https://doi.org/10.5194/isprs-archives-XLVIII-2-W2-2022-135-2022, https://doi.org/10.5194/isprs-archives-XLVIII-2-W2-2022-135-2022, 2022
A. Nurunnabi, F. N. Teferle, D. F. Laefer, F. Remondino, I. R. Karas, and J. Li
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W3-2022, 111–118, https://doi.org/10.5194/isprs-archives-XLVIII-4-W3-2022-111-2022, https://doi.org/10.5194/isprs-archives-XLVIII-4-W3-2022-111-2022, 2022
A. Yilmaz, J. D. Wegner, R. Qin, F. Remondino, T. Fuse, and I. Toschi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 7–7, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-7-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-7-2022, 2022
A. Azimi, A. Hosseininaveh, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 9–14, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-9-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-9-2022, 2022
F. Remondino, L. Morelli, E. Stathopoulou, M. Elhashash, and R. Qin
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 77–84, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-77-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-77-2022, 2022
M. Welponer, E. K. Stathopoulou, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 469–476, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-469-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-469-2022, 2022
A. Karami, R. Battisti, F. Menna, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 695–702, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-695-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-695-2022, 2022
F. Menna, E. Nocerino, S. Malek, F. Remondino, and S. Schiaparelli
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 935–943, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-935-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-935-2022, 2022
E. M. Farella, L. Morelli, F. Remondino, J. P. Mills, N. Haala, and J. Crompvoets
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 1175–1182, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-1175-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-1175-2022, 2022
M. V. Peppa, L. Morelli, J. P. Mills, N. T. Penna, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 1183–1190, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-1183-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-1183-2022, 2022
A. Yilmaz, J. D. Wegner, R. Qin, F. Remondino, T. Fuse, and I. Toschi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2022, 7–7, https://doi.org/10.5194/isprs-annals-V-2-2022-7-2022, https://doi.org/10.5194/isprs-annals-V-2-2022-7-2022, 2022
F. Bellavia, L. Morelli, F. Menna, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-2-W1-2022, 73–80, https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-73-2022, https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-73-2022, 2022
E. M. Farella, L. Morelli, E. Grilli, S. Rigon, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-2-W1-2022, 215–222, https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-215-2022, https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-215-2022, 2022
S. Kyriakaki-Grammatikaki, E. K. Stathopoulou, E. Grilli, F. Remondino, and A. Georgopoulos
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-2-W1-2022, 291–298, https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-291-2022, https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-291-2022, 2022
G. Mazzacca, E. Grilli, G. P. Cirigliano, F. Remondino, and S. Campana
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-2-W1-2022, 365–372, https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-365-2022, https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-365-2022, 2022
A. Torresani, S. Rigon, E. M. Farella, F. Menna, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 761–768, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-761-2021, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-761-2021, 2021
S. Teruggi, E. Grilli, F. Fassi, and F. Remondino
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VIII-M-1-2021, 155–162, https://doi.org/10.5194/isprs-annals-VIII-M-1-2021-155-2021, https://doi.org/10.5194/isprs-annals-VIII-M-1-2021-155-2021, 2021
A. Yilmaz, J. D. Wegner, F. Remondino, T. Fuse, and I. Toschi
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 7–7, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-7-2021, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-7-2021, 2021
E. Maset, E. Rupnik, M. Pierrot-Deseilligny, F. Remondino, and A. Fusiello
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 33–38, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-33-2021, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-33-2021, 2021
V. Mousavi, M. Varshosaz, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 39–46, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-39-2021, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-39-2021, 2021
E. K. Stathopoulou, S. Rigon, R. Battisti, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 391–398, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-391-2021, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-391-2021, 2021
E. Grilli, F. Poux, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 471–478, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-471-2021, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-471-2021, 2021
A. Karami, F. Menna, and F. Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 519–526, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-519-2021, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-519-2021, 2021
F. Remondino, F. Menna, and L. Morelli
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 549–556, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-549-2021, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-549-2021, 2021
F. Menna, E. Nocerino, B. Chemisky, F. Remondino, and P. Drap
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 667–672, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-667-2021, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-667-2021, 2021
A. Yilmaz, J. D. Wegner, F. Remondino, T. Fuse, and I. Toschi
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2021, 7–7, https://doi.org/10.5194/isprs-annals-V-2-2021-7-2021, https://doi.org/10.5194/isprs-annals-V-2-2021-7-2021, 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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