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.
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Introducing NeuCo-Bench: Benchmarking Compact Earth Observation Embeddings with Purpose
We are pleased to announce the release of NeuCo-Bench, a lightweight, task-driven benchmarking framework for evaluating compact Earth Observation (EO) embeddings. Originally developed to support submissions for the EARTHVISION 2025 Challenge at CVPR, NeuCo-Bench is now available as a standalone toolkit for local evaluation and research use. What is NeuCo-Bench? NeuCo-Bench is a model-agnostic evaluation framework…
Embed2Scale to Present AI-Driven Earth Observation Research at ESA’s Living Planet Symposium 2025
We’re proud to announce that the Embed2Scale project will be strongly represented at the upcoming ESA Living Planet Symposium 2025 (LPS25), the international event gathering the Earth Observation community to advance the transition from satellite-based observation to climate action and sustainable innovation. Dr. Conrad Albrecht from the German Aerospace Center (DLR) will present a series…