Martin Stefan Brandt
Associate Professor
Geography 2
Øster Voldgade 10
1350 København K
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Beyond tree cover: Characterizing southern China's forests using deep learning
Li, Q., Yue, Y., Liu, Siyu, Brandt, Martin Stefan, Chen, Z., Tong, Xiaowei, Wang, K., Chang, J. & Fensholt, Rasmus, 2023, In: Remote Sensing in Ecology and Conservation. 9, 1, p. 17-32Research output: Contribution to journal › Journal article › Research › peer-review
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Deep learning enables image-based tree counting, crown segmentation and height prediction at national scale
Li, Sizhuo, Brandt, Martin Stefan, Fensholt, Rasmus, Kariryaa, Ankit, Igel, Christian, Gieseke, Fabian Cristian, Nord-Larsen, Thomas, Oehmcke, Stefan, Carlsen, Ask Holm, Junttila, S., Tong, Xiaoye, d’Aspremont, A. & Ciais, P., 2023, In: PNAS Nexus. 2, 4, 16 p., pgad076.Research output: Contribution to journal › Journal article › Research › peer-review
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Deep learning for mapping water bodies in the Sahel
de FLEURY, M., Kergoat, L., Brandt, Martin Stefan, Fensholt, Rasmus, Kariryaa, Ankit, Kovács, Gyula Mate, Horion, Stéphanie & Grippa, M., 2023. 1 p.Research output: Contribution to conference › Conference abstract for conference › Research › peer-review
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FORMS: Forest Multiple Source height, wood volume, and biomass maps in France at 10 to 30 m resolution based on Sentinel-1, Sentinel-2, and Global Ecosystem Dynamics Investigation (GEDI) data with a deep learning approach
Schwartz, M., Ciais, P., De Truchis, A., Chave, J., Ottlé, C., Vega, C., Wigneron, J., Nicolas, M., Jouaber, S., Liu, Siyu, Brandt, Martin Stefan & Fayad, I., 2023, In: Earth System Science Data. 15, 11, p. 4927-4945 19 p.Research output: Contribution to journal › Journal article › Research › peer-review
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Forest Plan - pilot project on mapping of forest resources
Nord-Larsen, Thomas, Tsatsakis, M., Li, Sizhuo, Avila, Linsey Marie, Brandt, Martin Stefan, Liu, Siyu, Morueta-Holme, Naia, Davison, Charles W. & Fensholt, Rasmus, 2023, Copenhagen: Department of Geosciences and Natural Resource Management, University of Copenhagen. 128 p. (IGN Report; No. March 2023).Research output: Book/Report › Report › Commissioned › peer-review
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Global increase in biomass carbon stock dominated by growth of northern young forests over past decade
Yang, H., Ciais, P., Frappart, F., Li, X., Brandt, Martin Stefan, Fensholt, Rasmus, Fan, L., Saatchi, S., Besnard, S., Deng, Z., Bowring, S. & Wigneron, J. P., 2023, In: Nature Geoscience. 16, 10, p. 886-892Research output: Contribution to journal › Journal article › Research › peer-review
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Iterative integration of deep learning in hybrid Earth surface system modelling
Chen, M., Qian, Z., Boers, N., Jakeman, A. J., Kettner, A. J., Brandt, M., Kwan, M. P., Batty, M., Li, W., Zhu, R., Luo, W., Ames, D. P., Barton, C. M., Cuddy, S. M., Koirala, S., Zhang, F., Ratti, C., Liu, J., Zhong, T., Liu, J. & 12 others, , 2023, In: Nature Reviews Earth & Environment. 4, p. 568–581Research output: Contribution to journal › Journal article › Research › peer-review
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MAPPING TREE MORTALITY IN CALIFORNIA FROM VERY HIGH RESOLUTION IMAGERY USING DEEP LEARNING
Cheng, Yan, Oehmcke, Stefan, Brandt, Martin Stefan, Das, A., Rosenthal, L., Saatchi, S., Wagner, F., Vrieling, A., Verbruggen, Wim, Beier, Claus & Horion, Stéphanie, 2023.Research output: Contribution to conference › Conference abstract for conference › Research › peer-review
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Mapping and characterising tree mortality in California at individual tree level using deep learning
Cheng, Yan, Oehmcke, Stefan, Brandt, Martin Stefan, Das, A., Rosenthal, L., Saatchi, S., Wagner, F., Verbruggen, Wim, Vrieling, A., Beier, Claus & Horion, Stéphanie, 2023. 1 p.Research output: Contribution to conference › Conference abstract for conference › Research
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Mapping tree species diversity of temperate forests using multi-temporal Sentinel-1 and -2 imagery
Xi, Y., Zhang, Wenmin, Brandt, Martin Stefan, Tian, Q. & Fensholt, Rasmus, 2023, In: Science of Remote Sensing. 8, 13 p., 100094.Research output: Contribution to journal › Journal article › Research › peer-review
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Mapping tropical forest degradation with deep learning and Planet NICFI data
Dalagnol, R., Wagner, F. H., Galvão, L. S., Braga, D., Osborn, F., Sagang, L. B., da Conceição Bispo, P., Payne, M., Silva Junior, C., Favrichon, S., Silgueiro, V., Anderson, L. O., Aragão, L. E. O. E. C. D., Fensholt, Rasmus, Brandt, Martin Stefan, Ciais, P. & Saatchi, S., 2023, In: Remote Sensing of Environment. 298, 18 p., 113798.Research output: Contribution to journal › Journal article › Research › peer-review
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More than one quarter of Africa's tree cover is found outside areas previously classified as forest
Reiner, F., Brandt, M., Tong, X., Skole, D., Kariryaa, A., Ciais, P., Davies, A., Hiernaux, P., Chave, J., Mugabowindekwe, M., Igel, C., Oehmcke, S., Gieseke, F., Li, S., Liu, S., Saatchi, S., Boucher, P., Singh, J., Taugourdeau, S., Dendoncker, M. & 4 others, , 2023, In: Nature Communications. 14, 10 p., 2258.Research output: Contribution to journal › Journal article › Research › peer-review
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Nation-wide mapping of tree-level aboveground carbon stocks in Rwanda
Mugabowindekwe, M., Brandt, M., Chave, J., Reiner, F., Skole, D. L., Kariryaa, A., Igel, C., Hiernaux, P., Ciais, P., Mertz, O., Tong, X., Li, S., Rwanyiziri, G., Dushimiyimana, T., Ndoli, A., Uwizeyimana, V., Lillesø, J-P. B., Gieseke, F., Tucker, C. J., Saatchi, S. & 1 others, , 2023, In: Nature climate change. 13, p. 91-97Research output: Contribution to journal › Journal article › Research › peer-review
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Projected Rainfall-Driven Expansion of Woody Cover in African Drylands
Zhang, Wenmin, Fensholt, Rasmus & Brandt, Martin Stefan, 2023, In: Geophysical Research Letters. 50, 15, 10 p., e2023GL103932.Research output: Contribution to journal › Journal article › Research › peer-review
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Recent decrease of the impact of tropical temperature on the carbon cycle linked to increased precipitation
Zhang, Wenmin, Schurgers, Guy, Peñuelas, J., Fensholt, Rasmus, Yang, H., Tang, Jing, Tong, Xiaowei, Ciais, P. & Brandt, Martin Stefan, 2023, In: Nature Communications. 14, 1, 9 p., 965.Research output: Contribution to journal › Journal article › Research › peer-review
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Reforestation policies around 2000 in southern China led to forest densification and expansion in the 2010s
Tong, Xiaowei, Brandt, Martin Stefan, Yue, Y., Zhang, Xiaoxin, Fensholt, Rasmus, Ciais, P., Wang, K., Liu, Siyu, Zhang, Wenmin, Mao, C. & Jepsen, Martin Rudbeck, 2023, In: Communications Earth and Environment. 4, 8 p., 260.Research output: Contribution to journal › Journal article › Research › peer-review
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Reliability of using vegetation optical depth for estimating decadal and interannual carbon dynamics
Dou, Y., Tian, F., Wigneron, J. P., Tagesson, Håkan Torbern, Du, J., Brandt, Martin Stefan, Liu, Y., Zou, L., Kimball, J. S. & Fensholt, Rasmus, 2023, In: Remote Sensing of Environment. 285, 14 p., 113390.Research output: Contribution to journal › Journal article › Research › peer-review
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Rural outmigration generates a carbon sink in South China karst
Chang, J., Yue, Y., Tong, Xiaowei, Brandt, Martin Stefan, Zhang, C., Zhang, Xuemei, Qi, X. & Wang, K., 2023, In: Progress in Physical Geography. 47, 5, p. 655-667Research output: Contribution to journal › Journal article › Research › peer-review
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Siberian carbon sink reduced by forest disturbances
Fan, L., Wigneron, J. P., Ciais, P., Chave, J., Brandt, M., Sitch, S., Yue, C., Bastos, A., Li, X., Qin, Y., Yuan, W., Schepaschenko, D., Mukhortova, L., Li, X., Liu, X., Wang, M., Frappart, F., Xiao, X., Chen, J., Ma, M. & 5 others, , 2023, In: Nature Geoscience. 16, p. 56–62Research output: Contribution to journal › Journal article › Research › peer-review
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Sub-continental-scale carbon stocks of individual trees in African drylands
Tucker, C., Brandt, M., Hiernaux, P., Kariryaa, A., Rasmussen, K., Small, J., Igel, C., Reiner, F., Melocik, K., Meyer, J., Sinno, S., Romero, E., Glennie, E., Fitts, Y., Morin, A., Pinzon, J., McClain, D., Morin, P., Porter, C., Loeffler, S. & 10 others, , 2023, In: Nature. 615, 7950, p. 80-86Research output: Contribution to journal › Journal article › Research › peer-review
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The overlooked contribution of trees outside forests to tree cover and woody biomass across Europe
Liu, Siyu, Brandt, Martin Stefan, Nord-Larsen, Thomas, Chave, J., Reiner, Florian, Lang, Nico, Tong, Xiaoye, Ciais, P., Igel, Christian, Pascual, A., Guerra-hernandez, J., Li, Sizhuo, Mugabowindekwe, Maurice, Saatchi, S., Yue, Y., Chen, Z. & Fensholt, Rasmus, 2023, In: Science Advances. 9, 37, 15 p., eadh4097.Research output: Contribution to journal › Journal article › Research › peer-review
ID: 129616635
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Quantifying the effectiveness of ecological restoration projects on long-term vegetation dynamics in the karst regions of Southwest China
Research output: Contribution to journal › Journal article › Research › peer-review
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535
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Revisiting the coupling between NDVI trends and cropland changes in the Sahel drylands: a case study in western Niger
Research output: Contribution to journal › Journal article › Research › peer-review
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526
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Mapping gains and losses in woody vegetation across global tropical drylands
Research output: Contribution to journal › Journal article › Research › peer-review
Published