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Publications

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
Type of Publication: Research article (journal)

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: (eds.), Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval..
Type of Publication: Research article in edited proceedings (conference)

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: (eds.), Proceedings of the 41st International Conference on Machine Learning..
Type of Publication: Research article in edited proceedings (conference)

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 (2024)
In: Nature Climate Change
Type of Publication: Research article (journal)

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
Type of Publication: Research article (journal)

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 (eds.), Proceedings of the VLDB Endowment. Vancouver: .
Type of Publication: Research article in edited proceedings (conference)

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

Lima Martins, Denis Mayr; Lülf, Christian; Gieseke, Fabian (2023)
In: (eds.), 31th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning..
Type of Publication: Research article in edited proceedings (conference)

RapidEarth: A Search Engine for Large-Scale Geospatial Imagery

Lülf, Christian; Lima Martins, Denis Mayr; Vaz Salles, Marcos Antonio; Zhou, Yongluan; Gieseke, Fabian (2023)
In: (eds.), Proceedings of the 31st International Conference on Advances in Geographic Information Systems, SIGSPATIAL, Demo Paper, 2023..
Type of Publication: Research article in edited proceedings (conference)

Deep learning enables image-based tree counting, crown segmentation, and height prediction at national scale

Li,Sizhuo; Brandt, Martin; Fensholt, Rasmus; Kariryaa, Ankit; Igel, Christian; Gieseke, Fabian; Nord-Larsen, Thomas; Oehmcke, Stefan; Carlsen, Ask Holm; Junttila, Samuli; Tong, Xiaoye; d’Aspremont, Alexandre; Ciais, Philippe (2023)
In: PNAS Nexus, 2(4)
Type of Publication: Research article (journal)

Input Selection for Bandwidth-Limited Neural Network Inference

Oehmcke, Stefan; Gieseke, Fabian (2022)
In: Banerjee, Arindam; Zhou, Zhi-Hua; Papalexakis, Evangelos E.; Riondato, Matteo (eds.), Proceedings of the 2022 SIAM International Conference on Data Mining (SDM). USA: .
Type of Publication: Research article in edited proceedings (conference)