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 New TerraTorch Extension for EO Embedding Workflows
The Embed2Scale project has launched a TerraTorch extension designed to enable Earth Observation (EO) embedding workflows. The extension adds low‑code and no‑code tools to generate, analyse, and reuse EO embeddings across a wide range of downstream tasks. What the extension enables In typical TerraTorch workflows, models are trained end‑to‑end on raw imagery. The new embedding…
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Embed2Scale Expert to Present at AI for Good GeoAI Workshop
On 25 February 2026, Isabelle Wittman (IBM) will speak at the AI for Good GeoAI Workshop in a session dedicated to embedding‑based workflows for Earth Observation (EO) applications. She will introduce TerraTorch, an open‑source library designed to streamline the extraction and visualisation of EO embeddings, and NeuCo‑Bench, a benchmarking framework developed within Embed2Scale that enables…
