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article-journal
Hephaestus Minicubes: A Global, Multi-Modal Dataset for Volcanic Unrest Monitoring
Ground deformation is regarded in volcanology as a key precursor signal preceding volcanic eruptions. Satellite-based Interferometric …
Nikolas Papadopoulos
,
Nikolaos-Ioannis Bountos
,
Maria Sdraka
,
Andreas Karavias
,
Ioannis Papoutsis
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Artificial intelligence for modeling and understanding extreme weather and climate events
In recent years, artificial intelligence (AI) has deeply impacted various fields, including Earth system sciences, by improving weather …
Gustau Camps-Valls
,
Miguel-Ángel Fernández-Torres
,
Kai-Hendrik Cohrs
,
Adrian Höhl
,
Andrea Castelletti
,
Aytac Pacal
,
Claire Robin
,
Francesco Martinuzzi
,
Ioannis Papoutsis
,
Ioannis Prapas
,
Jorge Pérez-Aracil
,
Katja Weigel
,
Maria Gonzalez-Calabuig
,
Markus Reichstein
,
Martin Rabel
,
Matteo Giuliani
,
Miguel D. Mahecha
,
Oana-Iuliana Popescu
,
Oscar J. Pellicer-Valero
,
Said Ouala
,
Sancho Salcedo-Sanz
,
Sebastian Sippel
,
Spyros Kondylatos
,
Tamara Happé
,
Tristan Williams
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Mind the modality gap: Towards a remote sensing vision-language model via cross-modal alignment
Deep Learning (DL) is undergoing a paradigm shift with the emergence of foundation models. In this work, we focus on Contrastive …
Angelos Zavras
,
Dimitrios Michail
,
Begüm Demir
,
Ioannis Papoutsis
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On the Generalization of Representation Uncertainty in Earth Observation
Spyros Kondylatos
,
Nikolaos-Ioannis Bountos
,
Dimitrios Michail
,
Xiao Xiang Zhu
,
Gustau Camps-Valls
,
Ioannis Papoutsis
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Towards a unified copernicus foundation model for earth vision
Yi Wang
,
Zhitong Xiong
,
Chenying Liu
,
Adam J Stewart
,
Thomas Dujardin
,
Nikolaos-Ioannis Bountos
,
Angelos Zavras
,
Franziska Gerken
,
Ioannis Papoutsis
,
Laura Leal-Taixé
,
others
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FLOGA: A machine learning ready dataset, a benchmark and a novel deep learning model for burnt area mapping with Sentinel-2
Over the last decade there has been an increasing frequency and intensity of wildfires across the globe, posing significant threats to …
Maria Sdraka
,
Alkinoos Dimakos
,
Alexandros Malounis
,
Zisoula Ntasiou
,
Konstantinos Karantzalos
,
Dimitrios Michail
,
Ioannis Papoutsis
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Kuro Siwo: 33 billion $ m^ 2$ under the water. A global multi-temporal satellite dataset for rapid flood mapping
Nikolaos-Ioannis Bountos
,
Maria Sdraka
,
Angelos Zavras
,
Andreas Karavias
,
Ilektra Karasante
,
Themistocles Herekakis
,
Angeliki Thanasou
,
Dimitrios Michail
,
Ioannis Papoutsis
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Neural plasticity-inspired multimodal foundation model for earth observation
Zhitong Xiong
,
Yi Wang
,
Fahong Zhang
,
Adam J Stewart
,
Joëlle Hanna
,
Damian Borth
,
Ioannis Papoutsis
,
Bertrand Le Saux
,
Gustau Camps-Valls
,
Xiao Xiang Zhu
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Plato: A Semantic Data Cube System Using Ontology-Based Data Access Technologies
We present Plato, a novel semantic data cube system leveraging Ontology-Based Data Access technologies. The concept of semantic data …
Anastasios Mantas
,
Filippos Yfantis
,
Dimitris Bilidas
,
George Stamoulis
,
Spyros Kondylatos
,
Ioannis Prapas
,
Ioannis Papoutsis
,
José María Tárraga Habas
,
Eva Sevillano Marco
,
Fabien Castel
,
Camille Laine
,
Manolis Koubarakis
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Mesogeos: A multi-purpose dataset for data-driven wildfire modeling in the Mediterranean
Spyridon Kondylatos
,
Ioannis Prapas
,
Gustau Camps-Valls
,
Ioannis Papoutsis
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