IEEE GRSS
First Slide
2026 IEEE International Geoscience and Remote Sensing Symposium
9 - 14 August 2026 • Washington, D.C.
FR1.R10: Multimodal Foundation Models for Earth Observation: Unifying Multi-source Geospatial Data for a Holistic Planet Understanding (1/2)
Oral
Fri, 14 Aug, 08:30 - 09:45
Location: TBD
Session Type: Oral
Session Co-Chairs: Felix Von Hagen, University of the Bundeswehr Munihc and Jiaqi Yang,
Track: Community Contributed Themes
Click the to view the manuscript on IEEE Xplore Open Preview
Fri, 14 Aug, 08:30 - 08:45

FR1.R10.1: SSL4EO-S12 V1.1: A MULTIMODAL, MULTISEASONAL DATASET FOR PRETRAINING, UPDATED
Benedikt Blumenstiel, IBM Research Europe, Switzerland; Nassim Ait Ali Braham, Conrad M Albrecht, German Aerospace Center, Germany; Stefano Maurogiovanni, Julich Supercomputing Centre, Germany; Paolo Fraccaro, IBM Research Europe, Switzerland
Fri, 14 Aug, 08:45 - 09:00

FR1.R10.2: Evaluating TerraMind's Generative Capabilities Across Geographies
Aaron Banze, German Aerospace Center, Germany; Mojgan Madadikhaljan, University of the Bundeswehr Munich, Germany; Rıdvan Salih Kuzu, German Aerospace Center, Germany; Michael Schmitt, University of the Bundeswehr Munich, Germany
Fri, 14 Aug, 09:00 - 09:15

FR1.R10.3: PROBABILISTIC REPRESENTATION LEARNING OF SATELLITE IMAGE TIME SERIES VIA PERCEIVER-VAE
Richard Faucheron, Silvia Valero, Centre d'Etudes Spatiales de la Biosphere, France; Selime Gürol, Centre Europeen de Recherche et de Formation Avancee en Calcul Scientifique, France; Vincent Poulain, Thales Services Numériques, France
Fri, 14 Aug, 09:15 - 09:30

FR1.R10.4: Task-Driven Prompt Learning: A Joint Framework for Multi-modal Cloud Removal and Segmentation
Zaiyan Zhang, Jie Li, Shaowei Shi, Qiangqiang Yuan, Wuhan University, China