2025

 

Research article in proceedings (conference)

Fayad, I., Zimmer, M., Schwartz, M., Ciais, P., Gieseke, F., de Truchis, A., Brood, S., Belouze, G., & d'Aspremont, A. (2025). DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications. In Proceedings of the 42nd International Conference on Machine Learning (ICML), Vancouver. (accepted / in press (not yet published))
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Pauls, J., Zimmer, M., Turan, B., Saatchi, S., Ciais, P., Pokutta, S., & Gieseke, F. (2025). Capturing Temporal Dynamics in Large-Scale Tree Canopy Height Estimation. In Proceedings of the 42nd International Conference on Machine Learning (ICML), Vancouver. (accepted / in press (not yet published))
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Research article (journal)

Bernardino, P. N., Keersmaecker, W. D., Horion, S., Kerchove, R. V. D., Lhermitte, S., Fensholt, R., Oehmcke, S., Gieseke, F., Meerbeek, K. V., Abel, C., Verbesselt, J., & Somers, B. (2025). Predictability of abrupt shifts in dryland ecosystem functioning. Nature Climate Change, 15, 86–91.
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Brandt, M., Chave, J., Li, S., Fensholt, R., Ciais, P., Wigneron, J.-P., Gieseke, F., Saatchi, S., Tucker, C. J., & Igel, C. (2025). High-resolution sensors and deep learning models for tree resource monitoring. Nature Reviews Electrical Engineering, 2, 13–26.
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2024

 

Research article in proceedings (conference)

Lülf, C., Lima Martins, D. M., Vaz, S. M. A., Zhou, Y., & Gieseke, F. (2024). CLIP-Branches: Interactive Fine-Tuning for Text-Image Retrieval. In Proceedings of the ACM SIGIR Conference on Research and Development in Information Retrieval (Demo Track), Washington, D.C. (accepted / in press (not yet published))
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Pauls, J., Zimmer, M., Kelly, U. M., Schwartz, M., Saatchi, S., Ciais, P., Pokutta, S., Brandt, M., & Gieseke, F. (2024). Estimating Canopy Height at Scale. In Proceedings of the 41st International Conference on Machine Learning (ICML), Wien. (accepted / in press (not yet published))
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Research article (journal)

Herrmann, N., Dieckmann, J., & Kuchen, H. (2024). Optimizing Three-Dimensional Stencil-Operations on Heterogeneous Computing Environments. International Journal of Parallel Programming, 52(4), 274–297.
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Oehmcke, S., Li, L., Trepekli, K., Revenga, J. C., Nord-Larsen, T., Gieseke, F., & Igel, C. (2024). Deep point cloud regression for above-ground forest biomass estimation from airborne LiDAR. Remote Sensing of Environment, 302.
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2023

 

Research article in proceedings (conference)

Lima, M., Denis, M. L., Christian;, G., & Fabian, (2023). End-to-End Neural Network Training for Hyperbox-Based Classification. In Proceedings of the 31th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Brügge. (accepted / in press (not yet published))
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Lülf, C., Lima Martins, D. M., Vaz, S. M. A., Zhou, Y., & Gieseke, F. (2023). Fast Search-By-Classification for Large-Scale Databases Using Index-Aware Decision Trees and Random Forests. In VLDB, E. (Ed.), Proceedings of the VLDB Endowment (11, pp. 2845–2857). Vancouver: ACM Press.
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Lülf, C., Lima Martins, D. M., Vaz, S. M. A., Zhou, Y., & Gieseke, F. (2023). RapidEarth: A Search Engine for Large-Scale Geospatial Imagery. In Proceedings of the ACM SIGSPATIAL 2023, Hamburg. (accepted / in press (not yet published))
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Research article (journal)

Li, , Sizhuo;, B., Martin;, F., Rasmus;, K., Ankit;, I., Christian;, G., Fabian;, N.-L., Thomas;, O., Stefan;, C., Ask, H. J., Samuli;, T., Xiaoye;, d., Alexandre;, C., & Philippe, (2023). Deep learning enables image-based tree counting, crown segmentation, and height prediction at national scale. PNAS Nexus, 2(4).
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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. S., Boucher, P., Singh, J., Taugourdeau, S., Dendoncker, M., Song, X.-P., Mertz, O., Tucker, C., & Fensholt, R. (2023). More than one quarter of Africa's tree cover is found outside areas previously classified as forest. Nature Communications. (accepted / in press (not yet published))
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