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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-2025-23-2025
© 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-2025-23-2025
© Author(s) 2025. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
28 Jul 2025
| 28 Jul 2025
Voxel-based vegetation change detection using multi-source data
Debaditya Acharya
Geospatial Science, RMIT University, Melbourne, 3000, Australia
Ben Gorte
GRID, Built Environment, UNSW, Sydney, 2033, Australia
Min Zhang
LSGI, The Hong Kong Polytechnic University, Hong Kong SAR, China
Daping Yang
LSGI, The Hong Kong Polytechnic University, Hong Kong SAR, China
Wenzhong Shi
LSGI, The Hong Kong Polytechnic University, Hong Kong SAR, China
Sisi Zlatanova
Geospatial Science, RMIT University, Melbourne, 3000, Australia
GRID, Built Environment, UNSW, Sydney, 2033, Australia
Monica Wachowicz
Geospatial Science, RMIT University, Melbourne, 3000, Australia
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Short summary
Short summary
This study developed a new satellite-based global land daily FMF dataset (Phy-DL FMF) by synergizing the advantages of physical and deep learning methods at a 1° spatial resolution by covering the period from 2001 to 2020. The Phy-DL FMF was extensively evaluated against ground-truth AERONET data and tested on a global scale against conventional satellite-based FMF products to demonstrate its superiority in accuracy.
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Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIV-3-W1-2020, 21–28, https://doi.org/10.5194/isprs-archives-XLIV-3-W1-2020-21-2020, https://doi.org/10.5194/isprs-archives-XLIV-3-W1-2020-21-2020, 2020
J. Jia, S. Zlatanova, and K. Zhang
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIV-3-W1-2020, 73–80, https://doi.org/10.5194/isprs-archives-XLIV-3-W1-2020-73-2020, https://doi.org/10.5194/isprs-archives-XLIV-3-W1-2020-73-2020, 2020
P. Helmholz, S. Zlatanova, J. Barton, and M. Aleksandrov
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-3-W1-2020, 1–2, https://doi.org/10.5194/isprs-annals-VI-3-W1-2020-1-2020, https://doi.org/10.5194/isprs-annals-VI-3-W1-2020-1-2020, 2020
J. Barton, B. Gorte, M. S. R. S. Eusuf, and S. Zlatanova
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-3-W1-2020, 3–10, https://doi.org/10.5194/isprs-annals-VI-3-W1-2020-3-2020, https://doi.org/10.5194/isprs-annals-VI-3-W1-2020-3-2020, 2020
W. Li, S. Zlatanova, and B. Gorte
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-3-W1-2020, 35–42, https://doi.org/10.5194/isprs-annals-VI-3-W1-2020-35-2020, https://doi.org/10.5194/isprs-annals-VI-3-W1-2020-35-2020, 2020
J. Jia, S. Zlatanova, S. Hawken, and K. F. Zhang
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-4-W2-2020, 79–86, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-79-2020, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-79-2020, 2020
J. Yan, S. Zlatanova, and A. A. Diakite
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-4-W1-2020, 175–182, https://doi.org/10.5194/isprs-annals-VI-4-W1-2020-175-2020, https://doi.org/10.5194/isprs-annals-VI-4-W1-2020-175-2020, 2020
H. Bayat, M. R. Delavar, W. Barghi, S. A. EslamiNezhad, P. Hanachi, and S. Zlatanova
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B4-2020, 321–327, https://doi.org/10.5194/isprs-archives-XLIII-B4-2020-321-2020, https://doi.org/10.5194/isprs-archives-XLIII-B4-2020-321-2020, 2020
A. A. Diakité, S. Zlatanova, A. F. M. Alattas, and K. J. Li
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B4-2020, 337–344, https://doi.org/10.5194/isprs-archives-XLIII-B4-2020-337-2020, https://doi.org/10.5194/isprs-archives-XLIII-B4-2020-337-2020, 2020
S. Zlatanova, S. Dragicevic, and G. Sithole
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B4-2020, 7–9, https://doi.org/10.5194/isprs-archives-XLIII-B4-2020-7-2020, https://doi.org/10.5194/isprs-archives-XLIII-B4-2020-7-2020, 2020
K. Khoshelham, H. Tran, D. Acharya, L. Díaz Vilariño, Z. Kang, and S. Dalyot
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B5-2020, 207–211, https://doi.org/10.5194/isprs-archives-XLIII-B5-2020-207-2020, https://doi.org/10.5194/isprs-archives-XLIII-B5-2020-207-2020, 2020
M. S. R. S. Eusuf, J. Barton, B. Gorte, and S. Zlatanova
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2020, 1199–1206, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1199-2020, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1199-2020, 2020
H. Zhao, D. Acharya, M. Tomko, and K. Khoshelham
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2020, 541–547, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-541-2020, https://doi.org/10.5194/isprs-archives-XLIII-B1-2020-541-2020, 2020
S. Zlatanova, S. Dragicevic, and G. Sithole
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-4-2020, 7–9, https://doi.org/10.5194/isprs-annals-V-4-2020-7-2020, https://doi.org/10.5194/isprs-annals-V-4-2020-7-2020, 2020
W. Li, S. Zlatanova, J. J. Yan, A. Diakite, and M. Aleksandrov
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W20, 55–63, https://doi.org/10.5194/isprs-archives-XLII-4-W20-55-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W20-55-2019, 2019
C. Ellul, A. Abdul Rahman, V. Coors, S. Zlatanova, R. Laurini, and M. Rumor
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W9, 1–2, https://doi.org/10.5194/isprs-annals-IV-4-W9-1-2019, https://doi.org/10.5194/isprs-annals-IV-4-W9-1-2019, 2019
M. Aleksandrov, A. Diakité, J. Yan, W. Li, and S. Zlatanova
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W9, 3–10, https://doi.org/10.5194/isprs-annals-IV-4-W9-3-2019, https://doi.org/10.5194/isprs-annals-IV-4-W9-3-2019, 2019
B. Gorte, M. Aleksandrov, and S. Zlatanova
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W9, 43–47, https://doi.org/10.5194/isprs-annals-IV-4-W9-43-2019, https://doi.org/10.5194/isprs-annals-IV-4-W9-43-2019, 2019
C. Ellul, A. Abdul Rahman, V. Coors, S. Zlatanova, R. Laurini, and M. Rumor
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W17, 1–2, https://doi.org/10.5194/isprs-archives-XLII-4-W17-1-2019, https://doi.org/10.5194/isprs-archives-XLII-4-W17-1-2019, 2019
M. Aleksandrov, S. Zlatanova, L. Kimmel, J. Barton, and B. Gorte
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W8, 11–17, https://doi.org/10.5194/isprs-annals-IV-4-W8-11-2019, https://doi.org/10.5194/isprs-annals-IV-4-W8-11-2019, 2019
J. Yan, S. Zlatanova, M. Aleksandrov, A. A. Diakite, and C. Pettit
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W8, 147–154, https://doi.org/10.5194/isprs-annals-IV-4-W8-147-2019, https://doi.org/10.5194/isprs-annals-IV-4-W8-147-2019, 2019
K. Khoshelham, H. Tran, and D. Acharya
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 805–810, https://doi.org/10.5194/isprs-archives-XLII-2-W13-805-2019, https://doi.org/10.5194/isprs-archives-XLII-2-W13-805-2019, 2019
D. Acharya, S. Singha Roy, K. Khoshelham, and S. Winter
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W5, 247–254, https://doi.org/10.5194/isprs-annals-IV-2-W5-247-2019, https://doi.org/10.5194/isprs-annals-IV-2-W5-247-2019, 2019
B. Gorte, S. Zlatanova, and F. Fadli
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W5, 279–283, https://doi.org/10.5194/isprs-annals-IV-2-W5-279-2019, https://doi.org/10.5194/isprs-annals-IV-2-W5-279-2019, 2019
S. Nikoohemat, A. Diakité, S. Zlatanova, and G. Vosselman
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W5, 285–292, https://doi.org/10.5194/isprs-annals-IV-2-W5-285-2019, https://doi.org/10.5194/isprs-annals-IV-2-W5-285-2019, 2019
C. Ellul, V. Coors, S. Zlatanova, R. Laurini, and M. Rumor
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W7, 1–2, https://doi.org/10.5194/isprs-annals-IV-4-W7-1-2018, https://doi.org/10.5194/isprs-annals-IV-4-W7-1-2018, 2018
X. den Duijn, G. Agugiaro, and S. Zlatanova
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W7, 43–50, https://doi.org/10.5194/isprs-annals-IV-4-W7-43-2018, https://doi.org/10.5194/isprs-annals-IV-4-W7-43-2018, 2018
C. Ellul, V. Coors, S. Zlatanova, R. Laurini, and M. Rumor
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W11, 1–2, https://doi.org/10.5194/isprs-archives-XLII-4-W11-1-2018, https://doi.org/10.5194/isprs-archives-XLII-4-W11-1-2018, 2018
S. Zlatanova, S. Dragicevic, and G. Sithole
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4, 1–3, https://doi.org/10.5194/isprs-annals-IV-4-1-2018, https://doi.org/10.5194/isprs-annals-IV-4-1-2018, 2018
T. Ghawana, M. Aleksandrov, and S. Zlatanova
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4, 49–57, https://doi.org/10.5194/isprs-annals-IV-4-49-2018, https://doi.org/10.5194/isprs-annals-IV-4-49-2018, 2018
B. G. H. Gorte, K. Zhou, C. J. van der Sande, and C. Valk
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4, 67–71, https://doi.org/10.5194/isprs-annals-IV-4-67-2018, https://doi.org/10.5194/isprs-annals-IV-4-67-2018, 2018
J. Yan, A. A. Diakité, and S. Zlatanova
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4, 247–254, https://doi.org/10.5194/isprs-annals-IV-4-247-2018, https://doi.org/10.5194/isprs-annals-IV-4-247-2018, 2018
S. Zlatanova, S. Dragicevic, and G. Sithole
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4, 1–3, https://doi.org/10.5194/isprs-archives-XLII-4-1-2018, https://doi.org/10.5194/isprs-archives-XLII-4-1-2018, 2018
A. Alattas, P. van Oosterom, S. Zlatanova, D. Hoeneveld, and E. Verbree
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4, 11–23, https://doi.org/10.5194/isprs-archives-XLII-4-11-2018, https://doi.org/10.5194/isprs-archives-XLII-4-11-2018, 2018
L. Díaz-Vilariño, L. González-deSantos, E. Verbree, G. Michailidou, and S. Zlatanova
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4, 149–154, https://doi.org/10.5194/isprs-archives-XLII-4-149-2018, https://doi.org/10.5194/isprs-archives-XLII-4-149-2018, 2018
F. Fadli, N. Kutty, Z. Wang, S. Zlatanova, L. Mahdjoubi, P. Boguslawski, and V. Zverovich
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4, 161–168, https://doi.org/10.5194/isprs-archives-XLII-4-161-2018, https://doi.org/10.5194/isprs-archives-XLII-4-161-2018, 2018
K. Khoshelham, H. Tran, L. Díaz-Vilariño, M. Peter, Z. Kang, and D. Acharya
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4, 297–302, https://doi.org/10.5194/isprs-archives-XLII-4-297-2018, https://doi.org/10.5194/isprs-archives-XLII-4-297-2018, 2018
L. Liu, B. Li, S. Zlatanova, and H. Liu
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4, 373–378, https://doi.org/10.5194/isprs-archives-XLII-4-373-2018, https://doi.org/10.5194/isprs-archives-XLII-4-373-2018, 2018
E. Widyaningrum, R. C. Lindenbergh, B. G. H. Gorte, and K. Zhou
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 1199–1205, https://doi.org/10.5194/isprs-archives-XLII-2-1199-2018, https://doi.org/10.5194/isprs-archives-XLII-2-1199-2018, 2018
K. Zhou, B. Gorte, R. Lindenbergh, and E. Widyaningrum
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 1229–1235, https://doi.org/10.5194/isprs-archives-XLII-2-1229-2018, https://doi.org/10.5194/isprs-archives-XLII-2-1229-2018, 2018
A. A. Diakité, S. Zlatanova, and K.-J. Li
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W5, 41–48, https://doi.org/10.5194/isprs-annals-IV-4-W5-41-2017, https://doi.org/10.5194/isprs-annals-IV-4-W5-41-2017, 2017
O. Cervantes, C. Ellu, D. Sol, G. Agugiaro, S. Zlatanova, R. Laurini, V. Coors, and M. Rumor
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W3, 1–3, https://doi.org/10.5194/isprs-annals-IV-4-W3-1-2017, https://doi.org/10.5194/isprs-annals-IV-4-W3-1-2017, 2017
O. Cervantes, C. Ellu, D. Sol, G. Agugiaro, S. Zlatanova, R. Laurini, V. Coors, and M. Rumor
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W3, 1–3, https://doi.org/10.5194/isprs-archives-XLII-4-W3-1-2017, https://doi.org/10.5194/isprs-archives-XLII-4-W3-1-2017, 2017
L. Liu, S. Zlatanova, Q. Zhu, and K. Li
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W4, 343–348, https://doi.org/10.5194/isprs-annals-IV-2-W4-343-2017, https://doi.org/10.5194/isprs-annals-IV-2-W4-343-2017, 2017
M. Ramezani, D. Acharya, F. Gu, and K. Khoshelham
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W4, 371–376, https://doi.org/10.5194/isprs-annals-IV-2-W4-371-2017, https://doi.org/10.5194/isprs-annals-IV-2-W4-371-2017, 2017
B. R. Staats, A. A. Diakité, R. L. Voûte, and S. Zlatanova
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W4, 393–400, https://doi.org/10.5194/isprs-annals-IV-2-W4-393-2017, https://doi.org/10.5194/isprs-annals-IV-2-W4-393-2017, 2017
M. Xu, S. Wei, S. Zlatanova, and R. Zhang
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W4, 417–423, https://doi.org/10.5194/isprs-annals-IV-2-W4-417-2017, https://doi.org/10.5194/isprs-annals-IV-2-W4-417-2017, 2017
N. Grasso, E. Verbree, S. Zlatanova, and M. Piras
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W4, 311–317, https://doi.org/10.5194/isprs-annals-IV-2-W4-311-2017, https://doi.org/10.5194/isprs-annals-IV-2-W4-311-2017, 2017
L. Díaz-Vilariño, E. Verbree, S. Zlatanova, and A. Diakité
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W7, 345–352, https://doi.org/10.5194/isprs-archives-XLII-2-W7-345-2017, https://doi.org/10.5194/isprs-archives-XLII-2-W7-345-2017, 2017
J. Yan, N. Grasso, S. Zlatanova, R. C. Braggaar, and D. B. Marx
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W7, 423–430, https://doi.org/10.5194/isprs-archives-XLII-2-W7-423-2017, https://doi.org/10.5194/isprs-archives-XLII-2-W7-423-2017, 2017
S. Zlatanova, P. J. M. Van Oosterom, J. Lee, K.-J. Li, and C. H. J. Lemmen
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W1, 257–263, https://doi.org/10.5194/isprs-annals-IV-2-W1-257-2016, https://doi.org/10.5194/isprs-annals-IV-2-W1-257-2016, 2016
S. Zlatanova, R. Laurini, M. Baucic, M. Rumor, C. Ellul, and V. Coors
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W1, 1–1, https://doi.org/10.5194/isprs-annals-IV-4-W1-1-2016, https://doi.org/10.5194/isprs-annals-IV-4-W1-1-2016, 2016
Z. Wang, S. Zlatanova, and J. Steenbruggen
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W1, 45–49, https://doi.org/10.5194/isprs-annals-IV-4-W1-45-2016, https://doi.org/10.5194/isprs-annals-IV-4-W1-45-2016, 2016
E. Demir Ozbek, S. Zlatanova, S. Ates Aydar, and T. Yomralioglu
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B2, 101–108, https://doi.org/10.5194/isprs-archives-XLI-B2-101-2016, https://doi.org/10.5194/isprs-archives-XLI-B2-101-2016, 2016
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