Fraccaro, Paolo
- Foundation Models for Generalist Geospatial Artificial Intelligence
2023/10/28 by Johannes Jakubik, Sujit Roy, Jakubik, Johannes +58 · 36 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, Szwarcman, Daniela, Sujit Roy +64 · 41 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
- EarthDial: Turning Multi-sensory Earth Observations to Interactive Dialogues
2024/12/19 by Sagar Soni, Akshay Dudhane, Soni, Sagar +19 · 26 citations
Social Sciences · Computer Science · #Geographic Information Systems Studies #Speech and dialogue systems #Semantic Web and Ontologies
- TerraMind: Large-Scale Generative Multimodality for Earth Observation
2025/04/15 by Johannes Jakubik, Jakubik, Johannes, Felix Yang +29 · 1 voice · 29 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #cs.AI #cs.CV
- GEOBench-VLM: Benchmarking Vision-Language Models for Geospatial Tasks
2024/11/28 by Danish, Muhammad Sohail, Munir, Muhammad Akhtar, Shah, Syed Roshaan Ali +5 · 16 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- 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)
- Fine-tuning of Geospatial Foundation Models for Aboveground Biomass Estimation
2024/06/28 by Michał Muszyński, Muszynski, Michal, Levente J. Klein +29 · 2 citations
Engineering · Environmental Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Forest Biomass Utilization and Management #Forest Management and Policy #Remote Sensing and LiDAR Applications
- ThinkGeo: Evaluating Tool-Augmented Agents for Remote Sensing Tasks
2025/05/29 by Shabbir, Akashah, Muhammad Akhtar Munir, Munir, Muhammad Akhtar +13 · 4 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #Mobile Crowdsensing and Crowdsourcing #Multimodal Machine Learning Applications
- TerraMesh: A Planetary Mosaic of Multimodal Earth Observation Data
2025/04/15 by Benedikt Blumenstiel, Paolo Fraccaro, Blumenstiel, Benedikt +19 · 4 citations
Engineering · Environmental Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Remote Sensing in Agriculture #Remote-Sensing Image Classification #Synthetic Aperture Radar (SAR) Applications and Techniques
- SSL4EO-S12 v1.1: A Multimodal, Multiseasonal Dataset for Pretraining, Updated
2025/02/28 by Benedikt Blumenstiel, Blumenstiel, Benedikt, Nassim Ait Ali Braham +7 · 3 citations
Engineering · Environmental Science · Social Sciences · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Geographic Information Systems Studies #Remote Sensing in Agriculture #Remote-Sensing Image Classification
- Lossy Neural Compression for Geospatial Analytics: A Review
2025/03/03 by Gomes, Carlos, Wittmann, Isabelle, Robert, Damien +24 · 4 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Geophysics (physics.geo-ph) #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Fine-tune Smarter, Not Harder: Parameter-Efficient Fine-Tuning for Geospatial Foundation Models
2025/04/24 by Marti-Escofet, Francesc, Blumenstiel, Benedikt, Scheibenreif, Linus +2 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences