FR4.R14: Toward Foundation Models For EO II
Fri, 12 Jul, 17:20 - 19:00
Location: Banqueting Hall
Session Type: Oral
Session Co-Chairs: Devis Tuia, EPFL and Michael Mommert, Stuttgart University of Applied Sciences
Track: Community-Contributed Sessions
Fri, 12 Jul, 17:20 - 17:34

FR4.R14.1: MULTI-MODAL DIFFUSION FOR SELF-SUPERVISED PRETRAINING
Alexander Lontke, University of St. Gallen, Switzerland; Michael Mommert, Stuttgart University of Applied Sciences, Germany; Damian Borth, University of St. Gallen, Switzerland
Fri, 12 Jul, 17:34 - 17:48

FR4.R14.2: ENHANCED REMOTE SENSING MODEL PERFORMANCE THROUGH SELF-SUPERVISED LEARNING WITH MULTI-SPECTRAL DATA
Marlyne Hakizimana, Emelia Mavis, Yuting Chiu, Duke University, United States; Jordan Malof, University of Montana, United States; Kyle Bradbury, Duke University, United States
Fri, 12 Jul, 17:48 - 18:02

FR4.R14.3: SENSOR PARAMETER ENCODING FOR MULTI-SENSOR SELF-SUPERVISED LEARNING VIA MASKED AUTOENCODERS
Jonathan Prexl, Michael Schmitt, University of the Bundeswehr Munich, Germany
Fri, 12 Jul, 18:02 - 18:16

FR4.R14.4: LIGHTWEIGHT AND EFFICIENT: A FAMILY OF MULTIMODAL EARTH OBSERVATION FOUNDATION MODELS
Bart Beusen, Andreas Luyts, Xenia Ivashkovych, Tanja van Achteren, Flemish Institute for Technological Research (VITO), Belgium
Fri, 12 Jul, 18:16 - 18:30

FR4.R14.5: EFFICIENT SUBSEASONAL WEATHER FORECAST USING TELECONNECTION-INFORMED TRANSFORMERS
Shan Zhao, Zhitong Xiong, Xiao Xiang Zhu, Technical University of Munich, Germany
Fri, 12 Jul, 18:30 - 18:44

FR4.R14.6: GEOSPATIAL FOUNDATIONAL MODEL FOR CANOPY HEIGHT ESTIMATES ACROSS KENYA’S ECOREGIONS
Ademir Ferreira da Silva, Maciel Zortea, Julian Kuehnert, Anjani Atlouri, Gurkwandar Singh, Harini Srinivasan, Levente Klein, IBM Research, Brazil
Fri, 12 Jul, 18:44 - 18:58

FR4.R14.7: CROSSVG: VISUAL GROUNDING IN REMOTE SENSING WITH MODALITY-GUIDED INTERACTIONS
Shabnam Choudhury, Pratham Kurkure, Priyanka Talwar, Biplab Banerjee, INDIAN INSTITUTE OF TECHNOLOGY BOMBAY, India