#PublicationYearDownload
1José María Tárraga, Maria Piles, Gustau Camps-Valls
Learning drivers of climate-induced human migrations with Gaussian processes
Presented at NeurIPS 2020 Workshop on Machine Learning for the Developing World
20202011.08901
2Ioannis Papoutsis, Alkyoni Baglatzi, Souzana Touloumtzi, Markus Reichstein, Nuno Carvalhais, Fabian Gans, Gustau Camps-Valls, Maria Piles, Theofilos Kakantousis, Jim Dowling, Manolis Koubarakis, Dimitris Bilidas, Despina-Athanasia Pantazi, George Stamoulis, Christophe Demange, Leo-Gad Journel, Marco Bianchi, Chiara Gervasi, Alessio Rucci, Ioannis Tsampoulatidis, Eleni Kamateri, Tarek Habib, Alejandro Diaz Bolivar, Zisoula Ntasiou, Anastasios Paschalis
DEEPCUBE: EXPLAINABLE AI PIPELINES FOR BIG COPERNICUS DATA
Proceedings of the 2021 conference on Big Data from Space (BiDS’21)
2021pdf
3Nikolaos Ioannis Bountos, Ioannis Papoutsis, Dimitrios Michail, Nantheera Anantrasirichai
Self-Supervised Contrastive Learning for Volcanic Unrest Detection
Published in IEEE Geoscience and Remote Sensing Letters (Early Access)
2021
4Ioannis Prapas, Spyros Kondylatos, Ioannis Papoutsis, Gustau Camps-Valls, Michele Ronco, Miguel-Ángel Fernández-Torres, Maria Piles Guillem, Nuno Carvalhais
Deep Learning Methods for Daily Wildfire Danger Forecasting
Accepted to the workshop on Artificial Intelligence for Humanitarian Assistance and Disaster Response at the 35th Conference on Neural Information Processing Systems (NeurIPS 2021)
20212111.02736
5Dimitris Sykas, Ioannis Papoutsis, Dimitrios Zografakis
Sen4AgriNet: A Harmonized Multi-Country, Multi-Temporal Benchmark Dataset for Agricultural Earth Observation Machine Learning Applications
IEEE International Geoscience and Remote Sensing Symposium IGARSS, 2021, pp. 5830-5833
DOI: https://doi.org/10.1109/IGARSS47720.2021.9553603
2021
6Ioannis Papoutsis, Nikolaos-Ioannis Bountos, Angelos Zavras, Dimitrios Michail, Christos Tryfonopoulos
Efficient deep learning models for land cover image classification
Open access: https://arxiv.org/abs/2111.09451
2021
7José María Tárraga, Michele Ronco, Maria Teresa Miranda Espinosa, Maria Piles, Eva Sevillano Marco, Jordi Muñoz, Gustau Camps-Valls
Climate-Induced Displacement with Explainable Machine Learning Models
AGU American Geophysical Union, New Orleans LA USA & Online, 13-17 December 2021, https://www.agu.org/Fall-Meeting 2021
2021
8Nikolaos Ioannis Bountos, Dimitrios Michail, Ioannis Papoutsis
Learning class prototypes from Synthetic InSAR with Vision Transformers
Open access: https://arxiv.org/abs/2201.03016
2022
9Dimitrios Sykas, Maria Sdraka, Dimitrios Zografakis, Ioannis Papoutsis
A Sentinel-2 Multiyear, Multicountry Benchmark Dataset for Crop Classification and Segmentation With Deep Learning
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 15, p. 3323 - 3339
DOI: https://doi.org/10.1109/JSTARS.2022.3164771
2022