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remote sensing
GAIA: A Global, Multi-modal, Multi-scale Vision-Language Dataset for Remote Sensing Image Analysis
The continuous operation of Earth-orbiting satellites generates vast and ever-growing archives of Remote Sensing (RS) images. Natural …
Angelos Zavras
,
Dimitrios Michail
,
Xiao Xiang Zhu
,
Begüm Demir
,
Ioannis Papoutsis
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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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Kuro Siwo: 12.1 billion $m^2$ under the water. A global multi-temporal satellite dataset for rapid flood mapping
Global floods, exacerbated by climate change, pose severe threats to human life, infrastructure, and the environment. This urgency is …
Nikolaos-Ioannis Bountos
,
Maria Sdraka
,
Angelos Zavras
,
Ilektra Karasante
,
Andreas Karavias
,
Themistocles Herekakis
,
Angeliki Thanasou
,
Dimitrios Michail
,
Ioannis Papoutsis
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Data curation and model finetuning for burnt area mapping
Orion Lab has assembled a novel benchmark dataset, namely FLOGA [1], for the mapping of burnt areas in the Greek region. The dataset comprises bitemporal image acquisitions from Sentinel-2 and MODIS satellites and the ground truth labels are photointerpretation mappings produced by Hellenic Fire Brigade experts.
A sentinel-2 multiyear, multicountry benchmark dataset for crop classification and segmentation with deep learning
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Dimitrios Sykas
,
Maria Sdraka
,
Dimitrios Zografakis
,
Ioannis Papoutsis
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Deep learning for downscaling remote sensing images: Fusion and super-resolution
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Maria Sdraka
,
Ioannis Papoutsis
,
Bill Psomas
,
Konstantinos Vlachos
,
Konstantinos Ioannidis
,
Konstantinos Karantzalos
,
Ilias Gialampoukidis
,
Stefanos Vrochidis
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