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2026 Journal Article A CNN with spectral-channel adaptation for interpretable and edge-ready fractional vegetation cover mapping using UAS multispectral and imaging spectroscopySotomayor, Laura N., Lucieer, Arko, Turner, Darren, Haynes, Ryan, Barthelemy, Johan and Kattenborn, Teja (2026). A CNN with spectral-channel adaptation for interpretable and edge-ready fractional vegetation cover mapping using UAS multispectral and imaging spectroscopy. doi: 10.31223/X5PV20 |
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2026 Journal Article From 2D labels to 3D structure: Scalable label transfer and benchmarking of 3D vegetation models in rangeland ecosystemsSotomayor, Laura N., Lucieer, Arko, Turner, Darren, Barthelemy, Johan and Kattenborn, Teja (2026). From 2D labels to 3D structure: Scalable label transfer and benchmarking of 3D vegetation models in rangeland ecosystems. doi: 10.31223/X5948M |
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2025 Journal Article deadtrees.earth - An open-access and interactive database for centimeter-scale aerial imagery to uncover global tree mortality dynamicsMosig, Clemens, Vajna-Jehle, Janusch, Mahecha, Miguel D., Cheng, Yan, Hartmann, Henrik, Montero, David, Junttila, Samuli, Horion, Stephanie, Schwenke, Mirela Beloiu, Koontz, Michael J., Maulud, Khairul Nizam Abdul, Adu-Bredu, Stephen, Al-Halbouni, Djamil, Ali, Muhammad, Allen, Matthew, Altman, Jan, Amoros, Lot, Angiolini, Claudia, Astrup, Rasmus, Awada, Hassan, Barrasso, Caterina, Bartholomeus, Harm, Beck, Pieter S. A., Bozzini, Aurora, Braun-Wimmer, Joshua, Brede, Benjamin, Breunig, Fabio Marcelo, Brugnaro, Stefano, Buras, Allan ... Revuelto, Jesus (2025). deadtrees.earth - An open-access and interactive database for centimeter-scale aerial imagery to uncover global tree mortality dynamics. Remote Sensing of Environment, 332. doi: 10.1016/j.rse.2025.115027 |
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2025 Journal Article Mapping fractional vegetation cover in UAS RGB and multispectral imagery in semi-arid Australian ecosystems using CNN-based semantic segmentationSotomayor, Laura N., Lucieer, Arko, Turner, Darren, Lewis, Megan and Kattenborn, Teja (2025). Mapping fractional vegetation cover in UAS RGB and multispectral imagery in semi-arid Australian ecosystems using CNN-based semantic segmentation. Landscape Ecology, 40 (8) 169, 1-34. doi: 10.1007/s10980-025-02193-y |
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2023 Journal Article Supervised machine learning for predicting and interpreting dynamic drivers of plantation forest productivity in northern Tasmania, AustraliaSotomayor, Laura N., Cracknell, Matthew J. and Musk, Robert (2023). Supervised machine learning for predicting and interpreting dynamic drivers of plantation forest productivity in northern Tasmania, Australia. Computers and Electronics in Agriculture, 209 107804. doi: 10.1016/j.compag.2023.107804 |
