Research output per year
Research output per year
Personal profile
Primary fields of research
I work in the interdisciplinary field of deep learning and remote sensing and I am interested in applying advanced neural networks to popular remote sensing problems, including intelligent forest management and carbon stock estimation. Development and adaptation of deep learning methods are the main focuses of my studies.
Current research
An automatic and scalable tree inventory framework based on UNet, enabling individual crown segmentation, tree counting, and tree height estimation at the country scale.
Fields of interest
Deep learning, remote sensing
Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Deep Learning for Forest Resource Mapping from Sub-Meter Resolution Imagery: Technical Insights and Methodologies
Li, S., 2024, Department of Geosciences and Natural Resource Management, Faculty of Science, University of Copenhagen. 204 p.Research output: Book/Report › Ph.D. thesis › Research
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Global area boom for greenhouse cultivation revealed by satellite mapping
Tong, X., Zhang, X., Fensholt, R., Jensen, P. R. D., Li, S., Larsen, M. N., Reiner, F., Tian, F. & Brandt, M., 2024, In: Nature Food. 5, p. 513–523Research output: Contribution to journal › Journal article › Research › peer-review
5 Citations (Scopus) -
Mapping every adult baobab (Adansonia digitata L.) across the Sahel and relationships to rural livelihoods
Huang, K., Brandt, M., Hiernaux, P., Tucker, C. J., Rasmussen, L. V., Reiner, F., Li, S., Kariryaa, A., Mugabowindekwe, M., den Braber, B., Small, J., Sino, S. & Fensholt, R., 2024, In: Nature Ecology and Evolution. 8, p. 1632–1640Research output: Contribution to journal › Journal article › Research › peer-review
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Trees on smallholder farms and forest restoration are critical for Rwanda to achieve net zero emissions
Mugabowindekwe, M., Brandt, M., Mukuralinda, A., Ciais, P., Reiner, F., Kariryaa, A., Igel, C., Chave, J., Mertz, O., Hiernaux, P., Tong, X., Rwanyiziri, G., Gominski, D., Li, S., Liu, S., Gasangwa, I., Hategekimana, Y., Ndoli, A., Nduwamungu, J., Saatchi, S. & 1 others, , 2024, In: Communications Earth & Environment. 5, 1, 10 p., 113.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile4 Citations (Scopus)17 Downloads (Pure) -
Deep learning enables image-based tree counting, crown segmentation and height prediction at national scale
Li, S., Brandt, M., Fensholt, R., Kariryaa, A., Igel, C., Gieseke, F., Nord-Larsen, T., Oehmcke, S., Carlsen, A. H., Junttila, S., Tong, X., d’Aspremont, A. & Ciais, P., 2023, In: PNAS Nexus. 2, 4, 16 p., pgad076.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile23 Citations (Scopus)131 Downloads (Pure) -
Forest Plan - pilot project on mapping of forest resources
Nord-Larsen, T., Tsatsakis, M., Li, S., Avila, L. M., Brandt, M. S., Liu, S., Morueta-Holme, N., Davison, C. & Fensholt, R., 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
Open AccessFile905 Downloads (Pure) -
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
Open AccessFile47 Citations (Scopus)52 Downloads (Pure) -
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
Open AccessFile39 Citations (Scopus)75 Downloads (Pure)