Martin Stefan Brandt

Martin Stefan Brandt

Associate Professor

ORCID: 0000-0001-9531-1239

Publication year:
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1 - 10 out of 21Page size: 10
  1. 2023
  2. 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. 17-32

    Research output: Contribution to journal › Journal article › Research › peer-review

  3. 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

  4. 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

  5. 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

  6. 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

  7. 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. 886-892

    Research output: Contribution to journal › Journal article › Research › peer-review

  8. 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, Wen, Y., Yue, S., Zhu, Z., Zhang, Z., Sun, Z., Lin, J., Ma, Z., He, Y., Xu, K., Zhang, C., Lin, H. & Lü, G., 2023, In: Nature Reviews Earth & Environment. 4, p. 568–581

    Research output: Contribution to journal › Journal article › Research › peer-review

  9. 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

  10. 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

  11. 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

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ID: 129616635