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CORDIS - Risultati della ricerca dell’UE
CORDIS

Earth Observation & Weather Data Federation with AI Embeddings

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Risultati finali

Use Case Implementation Report (si apre in una nuova finestra)

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 (si apre in una nuova finestra)

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 (si apre in una nuova finestra)

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

Data access for AI-compressors (si apre in una nuova finestra)

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

Reference Code for AI-compressors (si apre in una nuova finestra)

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

Dissemination and Communication Strategy and Plan (si apre in una nuova finestra)

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 (si apre in una nuova finestra)

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

AI-compressor workflow execution, scaling and life-cycle management (si apre in una nuova finestra)

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

AI-compressor containerization CICD pipeline (si apre in una nuova finestra)

Documentation, complete source code and configuration files

Standardisation, Exploitation and Sustainability Strategy and Plan (si apre in una nuova finestra)

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 (si apre in una nuova finestra)

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

Benchmarking environment for AI-compressors (si apre in una nuova finestra)

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

Pubblicazioni

ClimateBenchPress: A Benchmark for Compression of Climate Data (si apre in una nuova finestra)

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

SSL4EO-S12 v1.1: A Multimodal, Multiseasonal Dataset for Pretraining, Updated (si apre in una nuova finestra)

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

Scalable Efficient Compression in Large-Scale Earth Observation (si apre in una nuova finestra)

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

"Neural Embedding Compression for Earth Observation Data – an Ablation Study" (si apre in una nuova finestra)

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

Towards Efficient Neural Compression for Earth Observation Data

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

Earth Observation embeddings at the test: A novel benchmark to evaluate (neural) compression for satellite imagery (si apre in una nuova finestra)

Autori: Rikard Vinge, Michael L Marszalek, Jannik Schneider, Conrad M Albrecht
Pubblicato in: 2025
Editore: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU25-16756

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

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

Leveraging Neural Compression for Earth Observation Data

Autori: Isabelle Wittman
Editore: ESA-NASA Workshop: AI Foundation Models for Earth Observation

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

Autori: Isabelle Wittmann, Conrad M Albrecht
Editore: 2025 CVPR EARTHVISION workshop

Earth Observation Applications through Neural Embedding Compression from Foundation Models (si apre in una nuova finestra)

Autori: Carlos Gomes, Thomas Brunschwiler
Pubblicato in: 2024
Editore: Copernicus GmbH
DOI: 10.5194/egusphere-egu24-19460

Geospatial Foundation Models for Efficient Retrieval of Remote Sensing Images (si apre in una nuova finestra)

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

Guided Super-Resolution for Biomass Upsampling

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

Leveraging Neural Compression for Earth Observation

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

Autori: Conrad M Albrecht
Editore: ESA Living Planet Symposium 2025

Spaceborne SAR compression with AI for data-efficient vessel detection

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

Spectral Super-Resolution for Greenhouse Gas Detection

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

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