Earth Observation & Weather Data Federation with AI Embeddings
Embed2Scale wants to unlock the true potential of the Copernicus Programme, leveraging AI-based data compression to streamline the exchange of vast geospatial information. This initiative aims to pioneer compressed embeddings, enabling quicker access, decentralized applications and accelerated analytics across four different domains: maritime awareness, aboveground biomass estimation, climate and air pollution prediction, and crop stress & early yield detection.
Revolutionising Geospatial Data with AI Compression
In this introduction to Embed2Scale, our team shares the ambitious vision behind the project: transforming how Earth Observation (EO) data is accessed, processed and utilised. Leveraging AI-powered embeddings, Embed2Scale aims to solve the data gravity problem and democratise EO data, making it accessible for real-world applications like climate change monitoring, vegetation analysis and more. Learn how our innovative AI compressors reduce data size by up to 1000x, enabling faster, more efficient global assessments at scale. Hear from our expert partners on the groundbreaking potential of AI in environmental and satellite data analysis.
Check out latest updates!
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Embed2Scale Introduces TerraCodec: Neural Compression for Optical Earth Observation Data
The Embed2Scale project has released TerraCodec, an open-source family of neural compression models designed for optical Earth observation data. Earth observation satellites continuously produce massive streams of multispectral and temporal imagery, creating growing challenges for storage, transmission, and large-scale analysis. TerraCodec addresses these challenges using neural compression models that encode multispectral imagery into compact latent…
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Embed2Scale Consortium gathers in Ljubljana for General Assembly
The Embed2Scale consortium met in Ljubljana on 3 and 4 March for a two‑day general assembly hosted by project partner Sinergise, bringing partners together as the project moves through its third and final year. Across the meeting, partners reviewed recent progress and aligned on the next steps for the months ahead. Advisory Board members joined…
