Szwarcman, Daniela
- Foundation Models for Generalist Geospatial Artificial Intelligence
2023/10/28 by Johannes Jakubik, Sujit Roy, Jakubik, Johannes +58 · 30 citations
Computer Science · Engineering · Environmental Science · #Advanced Neural Network Applications #Automated Road and Building Extraction #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Flood Risk Assessment and Management #Machine Learning (cs.LG)
- Prithvi-EO-2.0: A Versatile Multi-Temporal Foundation Model for Earth Observation Applications
2024/12/03 by Daniela Szwarcman, Sujit Roy, Szwarcman, Daniela +64 · 35 citations
Computer Science · Earth and Planetary Sciences · Environmental Science · #Advanced Computational Techniques and Applications #Atmospheric and Environmental Gas Dynamics #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Geological Modeling and Analysis
- Hard-Constrained Deep Learning for Climate Downscaling
2022/08/08 by Paula Harder, Harder, Paula, Álex Hernández-García +13 · 11 citations
Earth and Planetary Sciences · Environmental Science · #Atmospheric and Oceanic Physics (physics.ao-ph) #Climate variability and models #Cryospheric studies and observations #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Meteorological Phenomena and Simulations
- Prithvi WxC: Foundation Model for Weather and Climate
2024/09/20 by Johannes Schmude, Schmude, Johannes, Sujit Roy +63 · 1 voice · 7 citations
Earth and Planetary Sciences · #Geophysics and Gravity Measurements #cs.LG #physics.ao-ph
- Fourier Neural Operators for Arbitrary Resolution Climate Data Downscaling
2023/05/23 by Qidong Yang, Yang, Qidong, Álex Hernández-García +13 · 5 citations
Earth and Planetary Sciences · Computer Science · #Cryospheric studies and observations #Climate change and permafrost #Advanced Mathematical Modeling in Engineering
- TerraTorch: The Geospatial Foundation Models Toolkit
2025/03/26 by Carlos Gomes, Gomes, Carlos, Benedikt Blumenstiel +17 · 7 citations
Engineering · Social Sciences · #3D Modeling in Geospatial Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Geographic Information Systems Studies #Machine Learning (cs.LG)
- Evaluating the transferability potential of deep learning models for climate downscaling
2024/07/17 by Ayush Prasad, Prasad, Ayush, Paula Harder +11 · 3 citations
Decision Sciences · Environmental Science · #demographic modeling and climate adaptation #Climate variability and models #Atmospheric and Environmental Gas Dynamics
- Fine-tuning of Geospatial Foundation Models for Aboveground Biomass Estimation
2024/06/28 by Muszynski, Michal, Klein, Levente, da Silva, Ademir Ferreira +13 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences