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Embed2Scale project

@embed2scale.bsky.social
33 followers 33 following 72 posts

We envision a future where the utilisation of geospatial data is not hindered by volume but empowered by efficiency and accessibility. Our goal is to break down the barriers of data gravity and enable innovative, fast, and accurate EO services.

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Embed2Scale project @embed2scale.bsky.social · 30/09/2026
🌍 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
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Embed2Scale project @embed2scale.bsky.social · 29/09/2026
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
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Embed2Scale project @embed2scale.bsky.social · 29/09/2026
🌍 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-...
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Embed2Scale project @embed2scale.bsky.social · 25/09/2026
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
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Embed2Scale project @embed2scale.bsky.social · 23/09/2026
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
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Embed2Scale project @embed2scale.bsky.social · 21/09/2026
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
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Embed2Scale project @embed2scale.bsky.social · 17/09/2026
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
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Embed2Scale project @embed2scale.bsky.social · 15/09/2026
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
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Embed2Scale project @embed2scale.bsky.social · 11/09/2026
📍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
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Embed2Scale project @embed2scale.bsky.social · 30/07/2026
🛰️ 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
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Embed2Scale project @embed2scale.bsky.social · 21/07/2026
🛰️ 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
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Embed2Scale project @embed2scale.bsky.social · 16/07/2026
🌍 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
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Embed2Scale project @embed2scale.bsky.social · 26/06/2026
🌍 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
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Embed2Scale project @embed2scale.bsky.social · 11/06/2026
🌍 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
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Embed2Scale project @embed2scale.bsky.social · 09/06/2026
🌍 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
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Embed2Scale project @embed2scale.bsky.social · 08/06/2026
⛰️ 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
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Embed2Scale project @embed2scale.bsky.social · 27/05/2026
🇪🇸 @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
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Embed2Scale project @embed2scale.bsky.social · 26/05/2026
🛰️ 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.
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Embed2Scale project @embed2scale.bsky.social · 19/05/2026
🇺🇸 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
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Embed2Scale project @embed2scale.bsky.social · 13/05/2026
🌍 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
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Embed2Scale project @embed2scale.bsky.social · 12/05/2026
🛰️ 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
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Embed2Scale project @embed2scale.bsky.social · 07/05/2026
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
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Embed2Scale project @embed2scale.bsky.social · 29/04/2026
📢 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
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Embed2Scale project @embed2scale.bsky.social · 28/04/2026
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
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Embed2Scale project @embed2scale.bsky.social · 17/04/2026
⚠️ 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
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Embed2Scale project @embed2scale.bsky.social · 16/04/2026
📢 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
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Embed2Scale project @embed2scale.bsky.social · 14/04/2026
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
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Embed2Scale project @embed2scale.bsky.social · 02/04/2026
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
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Embed2Scale project @embed2scale.bsky.social · 31/03/2026
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
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Embed2Scale project @embed2scale.bsky.social · 27/03/2026
🚀 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
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Embed2Scale project @embed2scale.bsky.social · 19/03/2026
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
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Embed2Scale project @embed2scale.bsky.social · 18/03/2026
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
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Embed2Scale project @embed2scale.bsky.social · 17/03/2026
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
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Embed2Scale project @embed2scale.bsky.social · 16/03/2026
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
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Embed2Scale project @embed2scale.bsky.social · 05/03/2026
🌍 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
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Embed2Scale project @embed2scale.bsky.social · 04/03/2026
🇸🇮 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
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Embed2Scale project @embed2scale.bsky.social · 03/03/2026
🇸🇮 Embed2Scale General Assembly – Day 1 The Embed2Scale consortium is meeting today in Ljubljana, hosted by project partner Sinergise, for the first day of its two‑day general assembly. The agenda includes a review of the latest project progress as the project has entered its third and final year.
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Embed2Scale project @embed2scale.bsky.social · 03/03/2026
📢 Embed2Scale and the Earth2Vec community will host a webinar on March 27, 3 p.m. CET: "Visual Prompting for Geospatial Image Segmentation based on Embedding Maps." 🔗 Register here: ti.to/embed2scale/...
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Embed2Scale project @embed2scale.bsky.social · 19/02/2026
🌍 Earth2Vec Community Meeting Next session on Friday 27 February, at 3 p.m. CET. Topic: “TESSERA: Time‑series embeddings for geospatial analysis” Guest speaker: Zhengpeng Feng, University of Cambridge. Join via Discord: discord.gg/Ym6ngDhgGH
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Embed2Scale project @embed2scale.bsky.social · 17/02/2026
🗓 April 24, 3 p.m. CET 🎙 Embedding Space Metrics Constrained Fine‑Tuning This webinar presents ESM‑CFT, an approach designed to preserve embedding‑space structure during fine‑tuning by adding a distance‑based geometric constraint. 🔗 Register: embed2scale.eu/event/webina...
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Embed2Scale project @embed2scale.bsky.social · 17/02/2026
🗓 March 27, 3 p.m. CET 🎙 "Visual Prompting for Geospatial Image Segmentation based on Embedding Maps" The webinar introduces VP‑GIS, a framework using embedding maps and visual prompts to guide zero‑shot segmentation toward domain‑specific features. 🔗 Register: embed2scale.eu/event/visual...
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Embed2Scale project @embed2scale.bsky.social · 03/02/2026
🌍 Embed2Scale has launched a new 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. Read more: embed2scale.eu/2026/02/02/e...
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Embed2Scale project @embed2scale.bsky.social · 21/01/2026
🌍 On 25 Feb 2026 at 2pm CET, Isabelle Wittmann (IBM) will speak at the AI for Good GeoAI Workshop, presenting TerraTorch and NeuCo‑Bench. This workshop is the first in a series of events running throughout 2026 showcasing outcomes from Embed2Scale. 🔗 Register: aiforgood.itu.int/event/embedd...
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Embed2Scale project @embed2scale.bsky.social · 19/01/2026
This morning, Thomas Brunschwiler (IBM), for Embed2Scale, contributed to the kick‑off of EUSPA AI Week, in a session focused on AI applications across the space downstream sector. Follow @euspa.bsky.social for updates on AI’s potential to enable and transform the space downstream market.
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Embed2Scale project @embed2scale.bsky.social · 30/12/2025
Two Embed2Scale partners - Erik Scheurer and Gabriele Cavallaro from the @fzj-jsc.bsky.social - presented new research at the workshop Advances in Representation Learning for Earth Observation at EurIPS 2025 in Copenhagen, Denmark. Learn more about their contribution: embed2scale.eu/2025/12/30/e...
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Embed2Scale project @embed2scale.bsky.social · 16/12/2025
𝗧𝗵𝗲 𝟯𝗿𝗱 𝗘𝗺𝗯𝗲𝗱𝟮𝗦𝗰𝗮𝗹𝗲 𝗻𝗲𝘄𝘀𝗹𝗲𝘁𝘁𝗲𝗿 𝗶𝘀 𝗼𝘂𝘁❗ 🎯 Catch up on the latest updates, including the growing 𝗘𝗮𝗿𝘁𝗵𝟮𝗩𝗲𝗰 𝗰𝗼𝗺𝗺𝘂𝗻𝗶𝘁𝘆, and highlights from recent events and upcoming workshops 🌍 👉 Read the full newsletter here: preview.mailerlite.io/emails/webvi...
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Embed2Scale project @embed2scale.bsky.social · 09/12/2025
🚀 Join us on 19 January 2026 at 10:15 CET for the online workshop “Advancing AI in Space Downstream Applications”, part of EUSPA AI Week, and discover how AI-driven projects are enhancing space downstream services. 👉 Register here: www.euspa.europa.eu/newsroom-eve... @euspa.bsky.social
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Embed2Scale project @embed2scale.bsky.social · 12/11/2025
🛥️ Mid-September, project partner @eusatellitecentre.bsky.social presented Embed2Scale’s latest research on vessel detection using radar imagery, AIS, and deep learning. Read more about the first findings: embed2scale.eu/2025/11/12/e...
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Embed2Scale project @embed2scale.bsky.social · 28/08/2025
🇪🇸 Project partner @eusatellitecentre.bsky.social will represent @embed2scale.bsky.social at the #SPIE Security+Defence 2025 on September 17. Miguel A. Belenguer-Plomer will give a presentation, titled "Insights into deep learning-based vessel detection and characterization using SAR and AIS data."
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Embed2Scale project @embed2scale.bsky.social · 25/06/2025
📣 We are proud to announce NeuCo-Bench: a lightweight, task-driven benchmarking framework for compact Earth Observation embeddings. 📄 Explore the repo and get started: github.com/embed2scale/NeuCo-Bench CVPR Challenge: www.grss-ieee.org/events/earth...
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