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Publikationen

Predictability of abrupt shifts in dryland ecosystem functioning

Bernardino, Paulo Negri; Keersmaecker, Wanda De; Horion, Stéphanie; Kerchove, Ruben Van De; Lhermitte, Stef; Fensholt, Rasmus; Oehmcke, Stefan; Gieseke, Fabian; Meerbeek, Koenraad Van; Abel, Christin; Verbesselt, Jan; Somers, Ben (2025)
In: Nature Climate Change, 15
Art der Publikation: Forschungsartikel (Zeitschrift)

Capturing Temporal Dynamics in Large-Scale Tree Canopy Height Estimation

Pauls, Jan; Zimmer, Max; Turan, Berkant; Saatchi, Sassan; Ciais, Philippe; Pokutta, Sebastian; Gieseke, Fabian (2025)
In: (Hrsg.), Proceedings of the 42nd International Conference on Machine Learining (ICML)..
Art der Publikation: Forschungsartikel in Sammelband (Konferenz)

DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications

Fayad, Ibrahim; Zimmer, Max; Schwartz, Martin; Ciais, Philippe; Gieseke, Fabian; de Truchis, Aurélien; Brood, Sarah; Belouze, Gabriel; d'Aspremont, Alexandre (2025)
In: (Hrsg.), Proceedings of the 42nd Conference on Machine Learning (ICML)..
Art der Publikation: Forschungsartikel in Sammelband (Konferenz)

High-resolution sensors and deep learning models for tree resource monitoring

Brandt, Martin; Chave, Jerome; Li, Sizhuo; Fensholt, Rasmus; Ciais, Philippe; Wigneron, Jean-Pierre; Gieseke, Fabian; Saatchi, Sassan; Tucker, C. J.; Igel, Christian (2025)
In: Nature Reviews Electrical Engineering, 2
Art der Publikation: Forschungsartikel (Zeitschrift)

Deep point cloud regression for above-ground forest biomass estimation from airborne LiDAR

Oehmcke, Stefan; Li, Lei; Trepekli, Katerina; Revenga, Jaime C.; Nord-Larsen, Thomas; Gieseke, Fabian; Igel, Christian (2024)
In: Remote Sensing of Environment, 302
Art der Publikation: Forschungsartikel (Zeitschrift)

CLIP-Branches: Interactive Fine-Tuning for Text-Image Retrieval

Lülf, Christian; Lima Martins, Denis Mayr; Vaz Salles, Marcos Antonio; Zhou, Yongluan; Gieseke, Fabian (2024)
In: (Hrsg.), Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval..
Art der Publikation: Forschungsartikel in Sammelband (Konferenz)

Estimating Canopy Height at Scale

Pauls, Jan; Zimmer, Max; Kelly, Una M.; Schwartz, Martin; Saatchi, Sassan; Ciais, Philippe; Pokutta, Sebastian; Brandt, Martin; Gieseke, Fabian (2024)
In: (Hrsg.), Proceedings of the 41st International Conference on Machine Learning (ICML)..
Art der Publikation: Forschungsartikel in Sammelband (Konferenz)

More than one quarter of Africa's tree cover is found outside areas previously classified as forest

Reiner, Florian; Brandt, Martin; Tong, Xiaoye; Skole, David; Kariryaa, Ankit; Ciais, Philippe; Davies, Andrew; Hiernaux, Pierre; Chave, Jerome; Mugabowindekwe, Maurice; Igel, Christian; Oehmcke, Stefan; Gieseke, Fabian; Li, Sizhuo; Liu, Siyu; Saatchi, Sassan S; Boucher, Peter; Singh, Jenia; Taugourdeau, Simon; Dendoncker, Morgane; Song, Xiao-Peng; Mertz, Ole; Tucker, Compton; Fensholt, Rasmus (2023)
In: Nature Communications
Art der Publikation: Forschungsartikel (Zeitschrift)

Fast Search-By-Classification for Large-Scale Databases Using Index-Aware Decision Trees and Random Forests

Lülf, Christian; Lima Martins, Denis Mayr; Vaz Salles, Marcos Antonio; Zhou, Yongluan; Gieseke, Fabian (2023)
In: VLDB Endowment (Hrsg.), Proceedings of the VLDB Endowment. Vancouver: .
Art der Publikation: Forschungsartikel in Sammelband (Konferenz)

End-to-End Neural Network Training for Hyperbox-Based Classification

Lima Martins, Denis Mayr; Lülf, Christian; Gieseke, Fabian (2023)
In: (Hrsg.), 31th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning..
Art der Publikation: Forschungsartikel in Sammelband (Konferenz)