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Prof. Dr. Fabian Gieseke

Current affiliations

Chair of Machine Learning and Data Engineering (Prof. Gieseke) (MLDE)

Curriculum Vitae (CV)

Data Mining and Machine Learning
High-Performance Computing
Distributed Computing
Deep Learning
Applications (Geosciences, Smart Cities/Grids, Astrophysics, ...)

Academic Education
12/2006 - 02/2012	PhD in Computer Science: "From Supervised to Unsupervised Support Vector Machines and Applications in Astronomy", Carl von Ossietzky University of Oldenburg, Germany
10/2001 - 12/2006	University studies in Mathematics/University studies in Computer Science, University of Münster, Germany

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. (no publisher available). 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. (no publisher available). 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)

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Projects

Detaillierte Waldüberwachung mittels skalierbarer KI-Methoden (Al4Forest) Duration: 01/06/2023 - 31/05/2027 Funded by: Federal Ministry of Education and Research Type of project: Participation in BMBF-joint project
Verbund - KI: Energie- und ressourceneffiziente künstliche Intelligenz für moderne IoT-Anwendungen (TinyAIoT) Duration: 01/01/2023 - 31/12/2025 Funded by: Federal Ministry for the Environment, Nature Conservation, Nuclear Safety and Consumer Protection Type of project: Participation in other joint projects
Monitoring Changes in Big Satellite Data via Massively-Parallel Artificial Intelligence Duration: since 01/10/2020 Type of project: Own resources project
DeepCrop: Quantification of Carbon Stocks via Deep Learning (DeepCrop) Duration: since 01/04/2020 Type of project: Own resources project