What is AlphaEarth Foundations?
AlphaEarth Foundations, an advanced AI model launched by DeepMind, operates as a "virtual satellite" by integrating a wide array of Earth observation data, including optical and radar imagery, 3D laser mapping, and climate simulations, into a cohesive and compact embedding for every 10x10 meter segment of land and coastal areas. This state-of-the-art method enables rapid, on-demand mapping of global landscapes while significantly minimizing storage needs compared to previous systems. By combining diverse data sources, it effectively tackles the challenges of data overload and inconsistencies, resulting in summaries that are 16 times more compact than those produced by conventional approaches, while also achieving an impressive 24% reduction in errors for various tasks, even when faced with limited labeled data. The embeddings, compiled annually, are released as the Satellite Embedding dataset on Google Earth Engine, and they have already been leveraged by numerous organizations to identify previously uncharted ecosystems and to track agricultural and environmental changes, demonstrating the real-world utility of this innovative technology. Furthermore, this model not only deepens our comprehension of Earth's intricate dynamics but also sets the stage for upcoming improvements in environmental oversight and conservation initiatives, highlighting its transformative potential in the field.
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Screenshots and Video
Company Facts
Company Name:
Google DeepMind
Date Founded:
2010
Company Location:
United States
Company Website:
deepmind.google/discover/blog/alphaearth-foundations-helps-map-our-planet-in-unprecedented-detail/
Product Details
Deployment
SaaS
Training Options
Documentation Hub
On-Site Training
Video Library
Support
Standard Support
Web-Based Support
Product Details
Target Company Sizes
Individual
1-10
11-50
51-200
201-500
501-1000
1001-5000
5001-10000
10001+
Target Organization Types
Mid Size Business
Small Business
Enterprise
Freelance
Nonprofit
Government
Startup
Supported Languages
English