Embed2Scale project

Monitoring ships across the Mediterranean without moving terabytes of satellite imagery?🚢 @eusatellitecentre.bsky.social shows full-accuracy vessel detection with up to 100x less data, using IBM & esa.int's TerraMind embeddings. 📅 10 Nov, 10:00 CET 🔗 Register: lnkd.in/ekGN7t5A @euspa.bsky.social

Forests change faster than maps can keep up. 🌲 How can AI embeddings enable near real-time tracking of forest disturbances using Sentinel-1/2 time series? Join our #Embed2Scale webinar with Damien Robert ( @uzh-ch.bsky.social)! 📅 Nov 19 | 16:00 CET 🔗 ti.to/embed2scale/... @euspa.bsky.social

Km-scale weather forecasts generate massive data volumes, requiring intelligent compression. ☁️ Join our #Embed2Scale webinar led by @ox.ac.uk to explore Neural Compression for Cloud Analytics & Earth Observation! 📅 Nov 16 | 15:00 CET 📍 Online 🔗 ti.to/embed2scale/... @euspa.bsky.social

Last week, we gathered in Madrid for two productive days at our final face-to-face General Assembly meeting. 🇪🇸 A sincere thank you to our hosts at the @eusatellitecentre.bsky.social, project partners, and Advisory Board members for the collaboration and insightful exchanges! 💡 @euspa.bsky.social

Monitoring of crop phenology is essential for food security, but processing massive satellite data is a bottleneck. 🌾 How can AI embeddings scale crop monitoring? Join our #Embed2Scale webinar led by @fz-juelich.de! 📅 Nov 12 | 10:00 CET 🔗 Register here ti.to/embed2scale/... @euspa.bsky.social

Can we accurately monitor oceans using 100x less satellite data? 🌊 Join our webinar with @eusatellitecentre.bsky.social to learn how IBM & @esa.int's TerraMind model transforms vessel monitoring. 📅 Nov 10 | 10:00 CET 🔗 europeanunionsatellitecentre.my.webex.com/webappng/sit... @euspa.bsky.social

Our validation webinars will mark a major milestone in our mission to transform geospatial data 🌍 We will explore how AI embeddings solve the data gravity bottleneck and enable accurate, fast, and affordable EO. 🔗 Read our press release: embed2scale.eu/download/emb... @euspa.bsky.social

At BKG’s 3rd Geo.KI Forum in Frankfurt, E2S partners Jonas Hurst (Uni of Münster) & Peter Zellner (@dlr-spaceagency.bsky.social) presented our latest developments on processing embedding-based datacubes through the openEO API and explored new embedding-based approaches to EO 🌍 @euspa.bsky.social

In a colloquium at the Max Planck Institute for Biogeochemistry, Dr. Conrad M. Albrecht (@ox.ac.uk) explored how E2S uses self-supervised foundation models to distill complex hyperspectral data cubes into compact, semantically rich embeddings. ➡️ embed2scale.eu/2026/09/30/f... @euspa.bsky.social

🌍 The 6th E2S newsletter is now available! As E2S approaches its final stage, this edition highlights major project’s achievements in standardized benchmarking, open-source resources, and real-world Earth Observation applications. 🔗 preview.mailerlite.io/emails/webvi... @euspa.bsky.social

The growth of EO datasets make high-ratio compression solutions critical🌎 At the hybrid #ESiWACE3 Hackathon with experts from DKRZ, NVIDIA Earth-2, U. of Helsinki, Asterisk Labs & @fz_juelich, Conrad M. Albrecht (ox.ac.uk) presented NeuCo-Bench: 🔗 embed2scale.eu/2026/09/22/t... @euspa.bsky.social

🌍 At BKG's 3rd Forum Geo.KI in Frankfurt, E2S partners Jonas Hurst (University of Münster) & Peter Zellner (@dlr-spaceagency.bsky.social) will present: “Embedding-getriebene Analyse von EO-Daten mit der openEO-API auf der terrabyte-Plattform” 🗓️ Oct 1 | 16:00 🔗 bkg.bund.de/forum-geoki-...

The growth of EO datasets makes high-ratio compression solutions critical🌎 At the #ESiWACE3 Hackathon with experts from DKRZ, NVIDIA Earth-2, U. of Helsinki, Asterisk Labs & @fz-juelich.de, Conrad M. Albrecht (ox.ac.uk) presented NeuCo-Bench: 🔗 embed2scale.eu/2026/09/22/t... @euspa.bsky.social

Forests change faster than maps can keep up. 🌲 How can AI embeddings enable near real-time tracking of forest disturbances using Sentinel-1/2 time series? Join our #Embed2Scale webinar with Damien Robert (@uzh-ch.bsky.social)! 📅 Nov 19 | 16:00 CET 🔗 ti.to/embed2scale/... @euspa.bsky.social

Km-scale weather forecasts generate massive data volumes, requiring intelligent compression. ☁️ Join our #Embed2Scale webinar led by @ox.ac.uk to explore Neural Compression for Cloud Analytics & Earth Observation! 📅 Nov 16 | 15:00 CET 📍 Online 🔗 ti.to/embed2scale/... @euspa.bsky.social

Weather extremes threaten food security, but processing massive satellite data is a bottleneck. 🌾 How can AI embeddings scale crop monitoring? Join our #Embed2Scale webinar led by @fz-juelich.bsky.social! 📅 Nov 12 | 10:00 CET 🔗 ti.to/embed2scale/... @euspa.bsky.social

Can we accurately monitor oceans using 100x less satellite data? 🌊 Join our webinar with @eusatellitecentre.bsky.social to learn how IBM & @esa.int's TerraMind model transforms vessel monitoring. 📅 Nov 10 | 10:00 CET 🔗 europeanunionsatellitecentre.my.webex.com/webappng/sit... @euspa.bsky.social

📍SPIE Security+Defence in Edinburgh On Sept 15, Miguel Belenguer from SatCen presents #Embed2Scale research on MDA using TerraMind embeddings (IBM&ESA)! 🌊 @euspa.bsky.social 🔗 spie.org/spie-sensors-imaging/presentation/Enhancing-maritime-domain-awareness-using-latent-space-representations/1429

🛰️ While the EO community adopts embedding‑based methods, the lack of standardised evaluation has made it difficult to compare results. NeuCo‑Bench provides reproducible, consistent benchmarking across embedding approaches. 🔗 embed2scale.eu/2026/07/30/n... @euspa.bsky.social

🛰️ This scientific publication introduces NeuCo‑Bench, a benchmark framework for evaluating neural compression and representation learning in EO. The framework will be featured in a tutorial by Embed2Scale partners at #IGARSS2026. ➡️ Read more: embed2scale.eu/download/neu... @euspa.bsky.social

🌍 Researchers from the University of Zurich introduced Climplicit, a lightweight geolocation encoder generating implicit climatic representations for any land location. 🌐 ecovision-uzh.github.io/climplicit/ 📄 arxiv.org/pdf/2504.05089 💻 github.com/ecovision-uzh/climplicit @euspa.bsky.social

🌍 Monthly Earth2Vec Community Meeting - today at 3pm CEST Spotlight talk this month: "Learned Image Compression in Remote Sensing", with Cédric Léonard, from @dlr-en.bsky.social 💬 Join via Discord: discord.com/invite/Ym6ngDhgGH @euspa.bsky.social

🌍 The new Embed2Scale newsletter is out It features ESA–NASA workshop insights, datasets and source code repositories, recent events, new publications, and Earth2Vec community updates. 👉 preview.mailerlite.io/emails/webvi... @euspa.bsky.social

🌍 Reflections from the ESA–NASA Foundation Models Workshop: strong momentum around geospatial embeddings, and growing interest from practitioners Clear needs emerged around practical tooling, transparent evaluation, and real‑world examples. ➡️ embed2scale.eu/2026/06/09/h... @euspa.bsky.social

⛰️ Embed2Scale was represented at CVPR EarthVision 2026 in Denver. Rikard Vinge presented a poster for NeuCo-Bench, an open‑source benchmarking framework for evaluating EO embeddings. ➡️ embed2scale.eu/2026/05/18/e... @cvprconference.bsky.social @dlr-spaceagency.bsky.social @euspa.bsky.social

🌍 Reminder: Monthly Earth2Vec Community Meeting, today at 3pm CEST. • BetaEarth — Emulating Earth Embeddings    Mikolaj Czerkawski · @asterisk-labs.bsky.social • Geometric Interpolation in Satellite‑based EO    Erik Scheurer · @fzj-jsc.bsky.social Join via Discord: discord.com/invite/Ym6ng...

🇪🇸 @fzj-jsc.bsky.social will lead a full workshop day at HDCRS 2026 in Santiago de Compostela. On 11 June, the programme covers Geospatial Foundation Models, TerraMind, and the Embed2Scale use case "Crop Stress and Yield Early Detection." ➡️ embed2scale.eu/2026/05/26/f... @euspa.bsky.social

🛰️ Good engagement at the Embed2Scale session during the ESA/NASA EO Foundation Models Workshop in Huntsville, Alabama. Around 60 people registered, and those who joined stayed for the full four‑hour session with active discussion throughout.

🌊 For European Maritime Day, discover the SatCen‑led Maritime awareness use case applying embedding‑based methods to vessel detection and multi‑sensor monitoring across the Mediterranean. ➡️ embed2scale.eu/use-cases/ma... @euspa.bsky.social

🇺🇸 Embed2Scale partners will take part in EarthVision #CVPR2026 this June in Denver, contributing three papers on neural embeddings and spatiotemporal representations for EO. ➡️ Read more: embed2scale.eu/2026/05/18/e... @cvprconference.bsky.social @dlr-spaceagency.bsky.social @euspa.bsky.social

🌍 Next Earth2Vec Monthly Meeting - two topics this month! May 29, 3pm CEST • BetaEarth: Emulating Earth Embeddings - Mikolaj Czerkawski, @asterisk-labs.bsky.social • Geometric Interpolation - Erik Scheurer, @fzj-jsc.bsky.social Join via Discord: discord.com/invite/Ym6ng... @euspa.bsky.social

🛰️ Embed2Scale will join the ESA/NASA EO Foundation Models Workshop in Huntsville, Alabama. Romeo Kienzler and Isabelle Wittmann (IBM) will lead a session on May 22 on scalable EO workflows with TerraTorch and TerraTorch Iterate. More details: embed2scale.eu/2026/05/12/e... @euspa.bsky.social

Great to see Embed2Scale represented at #EGU26. Earlier this week, Damien Robert (UZH) presented a poster about the Forest Biomass Disturbance Monitoring use case, highlighting preliminary results and feasibility. More on the use case: embed2scale.eu/use-cases/fo... @euspa.bsky.social @egu.eu

📢 The second webinar in the Embed2Scale × Earth2Vec series took place last Friday. It introduced embedding space metric‑constrained finetuning for GeoFMs and opened a discussion on its implications for embedding‑based EO methods. 🎥 Watch the recording: youtu.be/Lv0G2IhhwKI?... @euspa.bsky.social

Embed2Scale partners Damien Robert and Jan Dirk Wegner (UZH) will present the "Forest Biomass Disturbance Monitoring" use case at #EGU26, focusing on embedding‑based workflows for forest disturbance detection. 🔗 embed2scale.eu/2026/04/28/e... @egu.eu @euspa.bsky.social

⚠️ April 24 · 3 p.m. CEST Embed2Scale × Earth2Vec webinar:"Embedding Space Metrics & Constrained Fine‑Tuning" Linh Le (IBM) presents ESM‑CFT in TerraTorch — preserving the structural integrity of the latent space during supervised fine‑tuning. 🎟️ ti.to/embed2scale/... @euspa.bsky.social

📢 Embed2Scale at #IGARSS2026 On 9 August 2026, Embed2Scale will host a tutorial at IGARSS 2026, titled “A Hands‑On Introduction to Benchmarking Neural Compression and Representation Learning for Earth Observation.” 🔗 More info: embed2scale.eu/2026/04/16/e... @euspa.bsky.social

Over the past two years, Embed2Scale has released open datasets supporting research in embedding models. 👉 Explore the datasets, reuse them, or connect with their authors to collaborate further: embed2scale.eu/datasets/ @euspa.bsky.social

Embed2Scale × Earth2Vec are already back with a new technical webinar: "Embedding Space Metrics & Constrained Fine-Tuning" Introducing ESM-CFT in TerraTorch — preserving latent space structure during supervised fine-tuning. 📅 April 24, 3 p.m. CET 🎟️ ti.to/embed2scale/... @euspa.bsky.social

Embed2Scale × Earth2Vec are already back with a new technical webinar: "Embedding Space Metrics & Constrained Fine-Tuning" Introducing ESM-CFT in TerraTorch — preserving latent space structure during supervised fine-tuning. 📅 April 24, 3 p.m. CET 🎟️ ti.to/embed2scale/... @euspa.bsky.social

Last Friday, March 27, Embed2Scale and the Earth2Vec community hosted the webinar “Visual Prompting for Geospatial Image Segmentation based on Embedding Maps.” 🎥 The recording is now available: youtu.be/1_qi3RwcOxc?... @euspa.bsky.social

🚀 Today’s the day! The webinar “Visual Prompting for Geospatial Image Segmentation based on Embedding Maps” is live at 3 p.m. CET. The session includes a demo, an overview of the approach, and future outlook. 👉 Register: ti.to/embed2scale/... @euspa.bsky.social

Researchers from UZH demonstrated that existing biomass rasters can be super‑resolved to 10m resolution by using Sentinel‑1 and Sentinel‑2 imagery. Their model delivers more accurate estimates than direct regression from satellite data alone. 🔗 link.springer.com/article/10.1... @euspa.bsky.social

The 4th Embed2Scale newsletter is out❗ Read about two upcoming webinars, new tools like TerraCodec and the TerraTorch extension, plus the latest project news and publication. 👉 The full newsletter here: preview.mailerlite.io/preview/7618... @euspa.bsky.social

The EUSPA AI Week in January highlighted how Horizon Europe projects are advancing AI‑powered space solutions toward commercial uptake. Embed2Scale contributed to one of the sessions during the week. Read the AI Week summary: www.euspa.europa.eu/newsroom-eve... @euspa.bsky.social

Embed2Scale has released TerraCodec, an open‑source family of neural compression models for optical Earth observation data. Unlike most work that focuses on RGB imagery, TerraCodec is built for multispectral satellite data. Read more: embed2scale.eu/2026/03/16/e... @euspa.bsky.social

🌍 The AI4Good Workshop held on February 25 2026 is now available online. The session features Isabelle Wittmann (IBM) presenting TerraTorch, together with NeuCo‑Bench. ▶️ Watch the recording on YouTube: www.youtube.com/live/jF4xHyk... @euspa.bsky.social