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CORDIS - Forschungsergebnisse der EU
CORDIS

Earth Observation & Weather Data Federation with AI Embeddings

CORDIS bietet Links zu öffentlichen Ergebnissen und Veröffentlichungen von HORIZONT-Projekten.

Links zu Ergebnissen und Veröffentlichungen von RP7-Projekten sowie Links zu einigen Typen spezifischer Ergebnisse wie Datensätzen und Software werden dynamisch von OpenAIRE abgerufen.

Leistungen

Use Case Implementation Report (öffnet in neuem Fenster)

This deliverable will describe the implementation features of the Use Cases of the first development phase, also considering the requirements.

Dissemination, Communication Report and Exploitation Mid-Term Report (öffnet in neuem Fenster)

This deliverable presents the intermediate version of the report on Embed2Scale’s communication and dissemination activities carried out during the first half of the project together with the exploitation objectives and plan. It will be led by Tasks 5.1 and 5.2 with inputs from Task 5.3

Analysis of ARD data and APIs (öffnet in neuem Fenster)

Report on current state of the ARD and associated data processing APIs

Data access for AI-compressors (öffnet in neuem Fenster)

Documentation, complete source code and configuration files. Pull Requests on OpenEO and OpenDataCube git repositories.

Reference Code for AI-compressors (öffnet in neuem Fenster)

Python code as sample reference of the AI-compressor methodologies for Earth observation

Dissemination and Communication Strategy and Plan (öffnet in neuem Fenster)

This deliverable provides the dissemination and communication foundation, including the strategic guidance to direct Embed2Scale community building activities for broad and durable impact. It will be led by Task 5.1.

SSL4EO-S12-downstream benchmark dataset (öffnet in neuem Fenster)

Provides an open-source benchmark dataset to assess AI-compressor methodologies

AI-compressor workflow execution, scaling and life-cycle management (öffnet in neuem Fenster)

Documentation, complete source code and configuration files. Pull Requests on OpenEO, OpenDataCube, Kubeflow and MLFlow git repositories.

AI-compressor containerization CICD pipeline (öffnet in neuem Fenster)

Documentation, complete source code and configuration files

Standardisation, Exploitation and Sustainability Strategy and Plan (öffnet in neuem Fenster)

This deliverable presents the exploitation and sustainability strategy and plan reporting on the activities pursued in the first reporting period and indicating the plan for the second part of the project. It will be led by Task 5.3.

Report on State-of-the-Art in AI-compressors (öffnet in neuem Fenster)

Review on AI-compressors in the light of the Embed2Scale application pillars Embed2{Train,Infer,Transfer,Find}

Benchmarking environment for AI-compressors (öffnet in neuem Fenster)

Benchmarking environment to evaluate AI-compressor performance available to run an Earth observation community data challenge

Veröffentlichungen

ClimateBenchPress: A Benchmark for Compression of Climate Data (öffnet in neuem Fenster)

Autoren: Tim Reichelt, Juniper Tyree, Milan Kloewer, Peter Dueben, Bryan Lawrence, Dorit Hammerling, Allison Baker, Sara Faghih-Naini, Philip Stier
Herausgeber: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU25-15912

SSL4EO-S12 v1.1: A Multimodal, Multiseasonal Dataset for Pretraining, Updated (öffnet in neuem Fenster)

Autoren: Benedikt Blumenstiel, Nassim Ait Ali Braham, Conrad M Albrecht, Stefano Maurogiovanni, Paolo Fraccaro
Herausgeber: arXiv
DOI: 10.48550/ARXIV.2503.00168

Scalable Efficient Compression in Large-Scale Earth Observation (öffnet in neuem Fenster)

Autoren: Erik Scheurer, Jiangtao Wang, Rocco Sedona, Stefano Maurogiovanni, Benedikt Blumenstiel, Johannes Jakubik, Paolo Fraccaro, Thomas Brunschwiler, Stefan Kesselheim, Gabriele Cavallaro
Veröffentlicht in: 2025
Herausgeber: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU25-19016

"Neural Embedding Compression for Earth Observation Data – an Ablation Study" (öffnet in neuem Fenster)

Autoren: Amelie Koch, Isabelle Wittmann, Carlos Gomez, Rikard Vinge, Michael Marszalek, Conrad Albrecht, Thomas Brunschwiler
Veröffentlicht in: 2025
Herausgeber: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU25-17172

Towards Efficient Neural Compression for Earth Observation Data

Autoren: Michael L Marszalek, Rikard Vinge, Amelie Koch, Isabelle Wittmann, Conrad M Albrecht
Herausgeber: ESA Living Planet Symposium 2025

Earth Observation embeddings at the test: A novel benchmark to evaluate (neural) compression for satellite imagery (öffnet in neuem Fenster)

Autoren: Rikard Vinge, Michael L Marszalek, Jannik Schneider, Conrad M Albrecht
Veröffentlicht in: 2025
Herausgeber: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU25-16756

Embed2Scale: Transforming Earth Observation through AI-Driven Data Compression and Collaboration

Autoren: Thomas Brunschwiler, Conrad Albrecht
Herausgeber: ESA-NASA Workshop: AI Foundation Models for Earth Observation

Leveraging Neural Compression for Earth Observation Data

Autoren: Isabelle Wittman
Herausgeber: ESA-NASA Workshop: AI Foundation Models for Earth Observation

The E2S data challenge at the CVPR EARTHVISION workshop in Nashville, TN, USA (invited presentation)

Autoren: Isabelle Wittmann, Conrad M Albrecht
Herausgeber: 2025 CVPR EARTHVISION workshop

Earth Observation Applications through Neural Embedding Compression from Foundation Models (öffnet in neuem Fenster)

Autoren: Carlos Gomes, Thomas Brunschwiler
Veröffentlicht in: 2024
Herausgeber: Copernicus GmbH
DOI: 10.5194/egusphere-egu24-19460

Geospatial Foundation Models for Efficient Retrieval of Remote Sensing Images (öffnet in neuem Fenster)

Autoren: Brunschwiler, T., Blumenstiel, B., Moor, V., and Kienzler, R.
Veröffentlicht in: 2024
Herausgeber: EGU General Assembly 2024
DOI: 10.5194/egusphere-egu24-18300

Guided Super-Resolution for Biomass Upsampling

Autoren: Kaan Karaman, Yuchang Jiang, Damien Robert, Vivien Sainte Fare Garnot, Maria João Santos, Jan Dirk Wegner
Herausgeber: ESA Living Planet Symposium 2025

Leveraging Neural Compression for Earth Observation

Autoren: Isabelle Wittmann, Johannes Jakubik, Carlos Gomes, Benedikt Blumenstiel, Thomas Brunschwiler, Conrad M Albrecht
Herausgeber: ESA Living Planet Symposium 2025

Self-Supervised Learning for Earth Observation (SSL4EO) Put to the Test - a perspective through the lens of two Horizon Europe projects (invited presentation)

Autoren: Conrad M Albrecht
Herausgeber: ESA Living Planet Symposium 2025

Spaceborne SAR compression with AI for data-efficient vessel detection

Autoren: Michele Lazzarini, Miguel Angel Belenguer-Plomer, Conrad M Albrecht, Rikard Vinge, Michael Marszalek, Sergio Albani
Herausgeber: ESA Living Planet Symposium 2025

Spectral Super-Resolution for Greenhouse Gas Detection

Autoren: Ruben Gonzalez, Benedikt Blumenstiel, Ranjini Bangalore, Nassim Ait Ali Braham, Johannes Jakubik, Paolo Fraccaro, Conrad M Albrecht, Thomas Brunschwiler
Herausgeber: ESA Living Planet Symposium 2025

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