IEEE GRSS
First Slide
2026 IEEE International Geoscience and Remote Sensing Symposium
9 - 14 August 2026 • Washington, D.C.
TH1.R15: Large-scale GeoAI for Earth Observation Applications
Thursday, 13 August, 08:30 - 09:45
Location: Jefferson West
Session Type: Oral
Session Co-Chairs: Ronny Hänsch, DLR and Christopher Ummerle, University of the Bundeswehr Munich
Track: AI and Big Data
Thu, 13 Aug, 08:30 - 08:45

TH1.R15.1: A Geospatial Deep Learning Deployment Framework at Continental Scale: Naturalness Mapping from Sentinel-2
Burak Ekim, Michael Schmitt, University of the Bundeswehr Munich, Germany
Thu, 13 Aug, 08:45 - 09:00

TH1.R15.2: FLOOD MAPPING FROM RGB IMAGERY USING A VISION FOUNDATION MODEL
Vladyslav Polushko, Fraunhofer Institute for Industrial Mathematics, Germany; Tilman Bucher, German Aerospace Center, Germany; Ronald Rösch, Fraunhofer Institute for Industrial Mathematics, Germany; Thomas März, Darmstadt University of Applied Sciences, Germany; Markus Rauhut, Fraunhofer Institute for Industrial Mathematics, Germany; Andreas Weinmann, Technical University of Applied Sciences Würzburg-Schweinfurt, Germany
Thu, 13 Aug, 09:00 - 09:15

TH1.R15.3: EVALUATING TRANSFORMER AND LSTM FRAMEWORKS FOR STREAMFLOW PREDICTION IN UNGAUGED BASINS
Taye Akinrele, Noorbakhsh Amiri Golilarz, University of Alabama, United States; James Halgren, Alabama Water Institute, United States; Sudip Mittal, Shahram Rahimi, University of Alabama, United States
Thu, 13 Aug, 09:15 - 09:30

TH1.R15.4: EARTH EMBEDDINGS AS PRODUCTS: TAXONOMY, ECOSYSTEM, AND STANDARDIZED ACCESS
Heng Fang, KTH Royal Institute of Technology, Sweden; Adam J. Stewart, Technical University of Munich, Germany; Isaac Corley, Wherobots, United States; Xiao Xiang Zhu, Technical University of Munich, Germany; Hossein Azizpour, KTH Royal Institute of Technology, Sweden