Publications

Learning From Synthetic InSAR With Vision Transformers: The Case of Volcanic Unrest Detection

Published in IEEE Transactions on Geoscience and Remote Sensing ( Volume: 60), 2022

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Recommended citation: N. I. Bountos, D. Michail and I. Papoutsis, "Learning From Synthetic InSAR With Vision Transformers: The Case of Volcanic Unrest Detection," in IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-12, 2022, Art no. 4509712, doi: 10.1109/TGRS.2022.3180891. https://arxiv.org/pdf/2201.03016.pdf

Hephaestus: A large scale multitask dataset towards InSAR understanding

Published in Computer Vision and Pattern Recognition (CVPR) 2022 Conference Workshop: EARTHVISION, 2022

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Recommended citation: Nikolaos Ioannis Bountos, Ioannis Papoutsis, Dimitrios Michail, Andreas Karavias, Panagiotis Elias, Isaak Parcharidis; Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2022, pp. 1453-1462 https://openaccess.thecvf.com/content/CVPR2022W/EarthVision/papers/Bountos_Hephaestus_A_Large_Scale_Multitask_Dataset_Towards_InSAR_Understanding_CVPRW_2022_paper.pdf

Benchmarking and scaling of deep learning models for land cover image classification

Published in ISPRS Journal of Photogrammetry and Remote Sensing, 2022

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Recommended citation: Ioannis Papoutsis, Nikolaos Ioannis Bountos, Angelos Zavras, Dimitrios Michail, Christos Tryfonopoulos, Benchmarking and scaling of deep learning models for land cover image classification, ISPRS Journal of Photogrammetry and Remote Sensing, Volume 195, 2023, Pages 250-268, ISSN 0924-2716, https://doi.org/10.1016/j.isprsjprs.2022.11.012. https://www.sciencedirect.com/science/article/pii/S0924271622003057