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CORDIS - Resultados de investigaciones de la UE
CORDIS

Earth Observation & Weather Data Federation with AI Embeddings

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

Use Case Implementation Report (se abrirá en una nueva ventana)

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 (se abrirá en una nueva ventana)

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 (se abrirá en una nueva ventana)

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

Data access for AI-compressors (se abrirá en una nueva ventana)

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

Reference Code for AI-compressors (se abrirá en una nueva ventana)

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

Dissemination and Communication Strategy and Plan (se abrirá en una nueva ventana)

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 (se abrirá en una nueva ventana)

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

AI-compressor workflow execution, scaling and life-cycle management (se abrirá en una nueva ventana)

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

AI-compressor containerization CICD pipeline (se abrirá en una nueva ventana)

Documentation, complete source code and configuration files

Standardisation, Exploitation and Sustainability Strategy and Plan (se abrirá en una nueva ventana)

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 (se abrirá en una nueva ventana)

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

Benchmarking environment for AI-compressors (se abrirá en una nueva ventana)

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

Publicaciones

ClimateBenchPress: A Benchmark for Compression of Climate Data (se abrirá en una nueva ventana)

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

SSL4EO-S12 v1.1: A Multimodal, Multiseasonal Dataset for Pretraining, Updated (se abrirá en una nueva ventana)

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

Scalable Efficient Compression in Large-Scale Earth Observation (se abrirá en una nueva ventana)

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

"Neural Embedding Compression for Earth Observation Data – an Ablation Study" (se abrirá en una nueva ventana)

Autores: Amelie Koch, Isabelle Wittmann, Carlos Gomez, Rikard Vinge, Michael Marszalek, Conrad Albrecht, Thomas Brunschwiler
Publicado en: 2025
Editor: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU25-17172

Towards Efficient Neural Compression for Earth Observation Data

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

Earth Observation embeddings at the test: A novel benchmark to evaluate (neural) compression for satellite imagery (se abrirá en una nueva ventana)

Autores: Rikard Vinge, Michael L Marszalek, Jannik Schneider, Conrad M Albrecht
Publicado en: 2025
Editor: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU25-16756

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

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

Leveraging Neural Compression for Earth Observation Data

Autores: Isabelle Wittman
Editor: ESA-NASA Workshop: AI Foundation Models for Earth Observation

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

Autores: Isabelle Wittmann, Conrad M Albrecht
Editor: 2025 CVPR EARTHVISION workshop

Earth Observation Applications through Neural Embedding Compression from Foundation Models (se abrirá en una nueva ventana)

Autores: Carlos Gomes, Thomas Brunschwiler
Publicado en: 2024
Editor: Copernicus GmbH
DOI: 10.5194/egusphere-egu24-19460

Geospatial Foundation Models for Efficient Retrieval of Remote Sensing Images (se abrirá en una nueva ventana)

Autores: Brunschwiler, T., Blumenstiel, B., Moor, V., and Kienzler, R.
Publicado en: 2024
Editor: EGU General Assembly 2024
DOI: 10.5194/egusphere-egu24-18300

Guided Super-Resolution for Biomass Upsampling

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

Leveraging Neural Compression for Earth Observation

Autores: Isabelle Wittmann, Johannes Jakubik, Carlos Gomes, Benedikt Blumenstiel, Thomas Brunschwiler, Conrad M Albrecht
Editor: 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)

Autores: Conrad M Albrecht
Editor: ESA Living Planet Symposium 2025

Spaceborne SAR compression with AI for data-efficient vessel detection

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

Spectral Super-Resolution for Greenhouse Gas Detection

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

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