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

FR2.R10: Multimodal Foundation Models for Earth Observation: Unifying Multi-source Geospatial Data for a Holistic Planet Understanding (2/2)

Oral

Fri, 14 Aug, 11:00 - 12:15

Location: TBD

Session Type: Oral

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

Track: Community Contributed Themes

Fri, 14 Aug, 11:00 - 11:15

FR2.R10.1: GEO-MTL: A MULTI-TASK FRAMEWORK FOR JOINT SEMANTIC SEGMENTATION AND TEXTUAL SCENE REPORTING IN REMOTE SENSING

Tadie B. Medimem, Farid Melgani, Sandro Luigi Fiore, University of Trento, Italy; Valentine G. Anantharaj, Oak Ridge National Laboratory, United States

Fri, 14 Aug, 11:15 - 11:30

FR2.R10.2: JMC-S1/2: JOINT MASKED AUTOENCODING AND CONTRASTIVE LEARNING FOR MULTIMODAL SENTINEL-1/2 IMAGERY

Chen Qian, University of Chinese Academy of Sciences, China; Tang Liu, Institute of Geographic Sciences and Natural Resources Research, China; Bingxian Wu, University of Chinese Academy of Sciences, China; Yuxiang Lu, China University of Geosciences (Beijing), China; Ling Yao, Chenghu Zhou, Institute of Geographic Sciences and Natural Resources Research, China

Fri, 14 Aug, 11:30 - 11:45

FR2.R10.3: SPATIAL POSITIONAL ENCODING IN ATTENTION-BASED MODELS FOR EARTH OBSERVATION REPRESENTATION LEARNING

Julien Prissimitzis, Julien Michel, Jordi Inglada, CESBIO, France