Copernicus Foundation Models for a Thinking Earth

Información del proyecto

ThinkingEarth

Identificador del acuerdo de subvención: 101130544

DOI

10.3030/101130544

Fecha de la firma de la CE 14 Diciembre 2023

Fecha de inicio 1 Enero 2024

Fecha de finalización 31 Diciembre 2026

Financiado con arreglo a

• Digital, Industry and Space

Coste total

€ 2 999 875,00

Aportación de la UE

€ 2 999 875,00

Coordinado por

ETHNIKO ASTEROSKOPEIO ATHINON
Greece

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

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.

Publicaciones

Peer reviewed articles (6)

Multilabel-Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining

Autores: Yi Wang, Conrad M. Albrecht, Xiao Xiang Zhu
Publicado en: IEEE Transactions on Geoscience and Remote Sensing, Edición 62, 2024, ISSN 0196-2892
Editor: 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

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

Self-Supervised Pretraining With Monocular Height Estimation for Semantic Segmentation

Autores: Zhitong Xiong, Sining Chen, Yilei Shi, Xiao Xiang Zhu
Publicado en: IEEE Transactions on Geoscience and Remote Sensing, Edición 62, 2024, ISSN 0196-2892
Editor: 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

Autores: Stavros Vigkos, Panagiotis G. Kosmopoulos
Publicado en: Energies, Edición 17, 2024, ISSN 1996-1073
Editor: MDPI AG
DOI: 10.3390/EN17153821

Ray-Tracing modeling for urban photovoltaic energy planning and management

Autores: Panagiotis Kosmopoulos, Harshal Dhake, Danai Kartoudi, Anastasios Tsavalos, Pelagia Koutsantoni, Apostolos Katranitsas, Nikolaos Lavdakis, Eftihia Mengou, Yashwant Kashyap
Publicado en: Applied Energy, Edición 369, 2024, ISSN 0306-2619
Editor: Elsevier BV
DOI: 10.1016/J.APENERGY.2024.123516

Multi-Layer Cloud Motion Vector Forecasting for Solar Energy Applications

Autores: Panagiotis Kosmopoulos, Harshal Dhake, Nefeli Melita, Konstantinos Tagarakis, Aggelos Georgakis, Avgoustinos Stefas, Orestis Vaggelis, Valentina Korre, Yashwant Kashyap
Publicado en: Applied Energy, Edición 353, 2024, ISSN 0306-2619
Editor: 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

Autores: Christos Psychalas, Konstantinos Vlachos, Anastasia Moumtzidou, Ilias Gialampoukidis, Stefanos Vrochidis, Ioannis Kompatsiaris
Publicado en: IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, 2024
Editor: 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

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

Assessing the Causal Impact of Humanitarian Aid on Food Security

Autores: Jordi Cerdà-Bautista, José María Tárraga, Vasileios Sitokonstantinou, Gustau Camps-Valls
Publicado en: IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, 2024
Editor: IEEE
DOI: 10.1109/IGARSS53475.2024.10642230

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

Autores: Nikolaos Ioannis Bountos, Arthur Ouaknine, Ioannis Papoutsis, David Rolnick
Publicado en: Proceedings of the AAAI Conference on Artificial Intelligence, Edición 39, 2025, ISSN 2374-3468
Editor: Association for the Advancement of Artificial Intelligence (AAAI)
DOI: 10.1609/AAAI.V39I27.35002