IGARSS 2026 || Washington, D.C. || 9

FR1.R10: Multimodal Foundation Models for Earth Observation: Unifying Multi-source Geospatial Data for a Holistic Planet Understanding (1/2)

Friday, 14 August, 08:30 - 09:45

Location: Gunston

Session Type: Oral

Session Co-Chairs: Felix Von Hagen, University of the Bundeswehr Munihc and Jiaqi Yang,

Track: Community Contributed Themes

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; Nassim Ait Ali Braham, Conrad M Albrecht, German Aerospace Center; Stefano Maurogiovanni, Julich Supercomputing Centre; Paolo Fraccaro, IBM Research Europe

Fri, 14 Aug, 08:45 - 09:00

FR1.R10.2: Evaluating TerraMind's Generative Capabilities Across Geographies

Aaron Banze, German Aerospace Center; Mojgan Madadikhaljan, University of the Bundeswehr Munich; Rıdvan Salih Kuzu, German Aerospace Center; Michael Schmitt, University of the Bundeswehr Munich

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; Selime Gürol, Centre Europeen de Recherche et de Formation Avancee en Calcul Scientifique; Vincent Poulain, Thales Services Numériques

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