🛰️ 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
Embed2Scale project
@embed2scale.bsky.social
Embed2Scale (E2S) pioneers AI-based data compression in the Copernicus Programme, aiming to overcome the challenge of handling vast geospatial information. Through advanced AI-driven compression techniques, the project aims to streamline data transfer and
🛰️ 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...
🌍 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
🇪🇸 @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.
🛰️ 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
🌊 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
On EU Maritime Day, SatCen highlights the importance of cooperation across the EU maritime community in strengthening maritime situational awareness. The Centre's recent agreement with EFCA further reinforces the value of integrated EU approaches to maritime monitoring and informed decision-making.
🇺🇸 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
🇸🇮 Embed2Scale General Assembly – Day 2 The second day in Ljubljana focused on finalising dissemination, communication, and exploitation planning for the remainder of the year, alongside preparations for use case demonstrations. @euspa.bsky.social