Martin Stefan Brandt

Martin Stefan Brandt

Associate Professor

ORCID: 0000-0001-9531-1239

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  1. Published

    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. 655-667

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

  2. 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

  3. 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

  4. 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

  5. Published

    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

  6. Published

    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

  7. Published

    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, Wen, J., Chen, X., Yang, H., van Wees, D. & Fensholt, Rasmus, 2023, In: Nature Geoscience. 16, p. 56–62

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

  8. 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

  9. 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

  10. Published

    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

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