Martin Stefan Brandt
Associate Professor
Geography 2
Øster Voldgade 10
1350 København K
- 2023
- Published
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
- Published
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
- Published
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
- Published
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
- Published
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
- Published
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
- Published
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
- Published
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
- Published
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
- Published
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
ID: 129616635
Most downloads
-
832
downloads
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
Published -
534
downloads
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
Published -
526
downloads
Mapping gains and losses in woody vegetation across global tropical drylands
Research output: Contribution to journal › Journal article › Research › peer-review
Published