Copernicus Foundation Models for a Thinking Earth

Informazioni relative al progetto

ThinkingEarth

ID dell’accordo di sovvenzione: 101130544

DOI

10.3030/101130544

Data della firma CE 14 Dicembre 2023

Data di avvio 1 Gennaio 2024

Data di completamento 31 Dicembre 2026

Finanziato da

• Digital, Industry and Space

Costo totale

€ 2 999 875,00

Contributo UE

€ 2 999 875,00

Coordinato da

ETHNIKO ASTEROSKOPEIO ATHINON
Greece

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

Data Management Plan (1)

Data Management Plan v1

1st version of the DMP formulation, contributing in making data FAIR.

Websites, patent fillings, videos etc. (1)

Website & Communication Plan and Material

Website up and running along with any other material will support outreach activities (brochures, leaflets, video, newsletter etc.). This will be accompanied by a short report on the project communication and dissemination plan, identifying target audiences, key messages, channels, tools and metrics.

Documents, reports (2)

Earth as a Graph Model v1

1st version of the Earth as a Graph model including graph SSL and Causal analysis methods for capturing teleconnections.

Copernicus Foundation Models v1

1st version of the Copernicus foundation models, including methods for SSL, fusion and out-of-distribution generalization.

Pubblicazioni

Peer reviewed articles (6)

Multilabel-Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining

Autori: Yi Wang, Conrad M. Albrecht, Xiao Xiang Zhu
Pubblicato in: IEEE Transactions on Geoscience and Remote Sensing, Numero 62, 2024, ISSN 0196-2892
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TGRS.2024.3466896

Comparative Analysis of Learning-Based Approaches for Change Detection in Satellite Images

Autori: Maria-Eirini Pegia, Björn Þór Jónsson, Anastasia Moumtzidou, Ilias Gialampoukidis, Stefanos Vrochidis, Ioannis Kompatsiaris
Pubblicato in: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Numero 18, 2025, ISSN 1939-1404
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JSTARS.2024.3522350

Self-Supervised Pretraining With Monocular Height Estimation for Semantic Segmentation

Autori: Zhitong Xiong, Sining Chen, Yilei Shi, Xiao Xiang Zhu
Pubblicato in: IEEE Transactions on Geoscience and Remote Sensing, Numero 62, 2024, ISSN 0196-2892
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TGRS.2024.3412629

Photovoltaics Energy Potential in the Largest Greek Cities: Atmospheric and Urban Fabric Effects, Climatic Trends Influences and Socio-Economic Benefits

Autori: Stavros Vigkos, Panagiotis G. Kosmopoulos
Pubblicato in: Energies, Numero 17, 2024, ISSN 1996-1073
Editore: MDPI AG
DOI: 10.3390/EN17153821

Ray-Tracing modeling for urban photovoltaic energy planning and management

Autori: Panagiotis Kosmopoulos, Harshal Dhake, Danai Kartoudi, Anastasios Tsavalos, Pelagia Koutsantoni, Apostolos Katranitsas, Nikolaos Lavdakis, Eftihia Mengou, Yashwant Kashyap
Pubblicato in: Applied Energy, Numero 369, 2024, ISSN 0306-2619
Editore: Elsevier BV
DOI: 10.1016/J.APENERGY.2024.123516

Multi-Layer Cloud Motion Vector Forecasting for Solar Energy Applications

Autori: Panagiotis Kosmopoulos, Harshal Dhake, Nefeli Melita, Konstantinos Tagarakis, Aggelos Georgakis, Avgoustinos Stefas, Orestis Vaggelis, Valentina Korre, Yashwant Kashyap
Pubblicato in: Applied Energy, Numero 353, 2024, ISSN 0306-2619
Editore: Elsevier BV
DOI: 10.1016/J.APENERGY.2023.122144

Conference proceedings (4)

MUDDAT: A Sentinel-2 Image-Based Muddy Water Benchmark Dataset for Environmental Monitoring

Autori: Christos Psychalas, Konstantinos Vlachos, Anastasia Moumtzidou, Ilias Gialampoukidis, Stefanos Vrochidis, Ioannis Kompatsiaris
Pubblicato in: IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, 2024
Editore: IEEE
DOI: 10.1109/IGARSS53475.2024.10642051

Kuro Siwo: 33 billion m2 under the water A global multi-temporal satellite dataset for rapid flood mapping

Autori: Nikolaos Ioannis Bountos, Maria Sdraka, Angelos Zavras, Ilektra Karasante, Andreas Karavias, Themistocles Herekakis, Angeliki Thanasou, Dimitrios Michail, Ioannis Papoutsis
Pubblicato in: NIPS '24: Proceedings of the 38th International Conference on Neural Information Processing Systems, 2025
Editore: Curran Associates Inc.
DOI: 10.5555/3737916.3739120

Assessing the Causal Impact of Humanitarian Aid on Food Security

Autori: Jordi Cerdà-Bautista, José María Tárraga, Vasileios Sitokonstantinou, Gustau Camps-Valls
Pubblicato in: IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, 2024
Editore: IEEE
DOI: 10.1109/IGARSS53475.2024.10642230

FoMo: Multi-Modal, Multi-Scale and Multi-Task Remote Sensing Foundation Models for Forest Monitoring

Autori: Nikolaos Ioannis Bountos, Arthur Ouaknine, Ioannis Papoutsis, David Rolnick
Pubblicato in: Proceedings of the AAAI Conference on Artificial Intelligence, Numero 39, 2025, ISSN 2374-3468
Editore: Association for the Advancement of Artificial Intelligence (AAAI)
DOI: 10.1609/AAAI.V39I27.35002