Integrating Physics and Machine Learning for Soil Moisture Retrieval Using CYGNSS Observations In Proceedings
2024 AGU Annual Meeting Preprint Collection on ESS Open Archive
Publications
https://spl.ics.forth.gr/publications/
Quantifying Uncertainty in Machine Learning Based Soil Moisture Retrieval From GNSS-R Measurements In Proceedings
2024 International Conference on Electromagnetics in Advanced Applications (ICEAA), Lisbon, Portugal, 2024, pp. 492-492, doi: 10.1109/ICEAA61917.2024.10701691.
Mapping Wildfire Burned Area Using GNSS-Reflectometry in Densely Vegetated Regions with Complex Topography: A Machine Learning Approach, In Proceedings
IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, Athens, Greece, 2024, pp. 2072-2076, doi: 10.1109/IGARSS53475.2024.10641487
Uncertainty Quantification in Machine Learning Based Retrieval of Soil Moisture from GNSS-R Observations In Proceedings
IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, Athens, Greece, 2024, pp. 1824-1828, doi: 10.1109/IGARSS53475.2024.10642241
Physics-Constrained Deep Learning Models for Microwave Retrieval of High-Resolution Soil Moisture In Proceedings
IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, Athens, Greece, 2024, pp. 1478-1480, doi: 10.1109/IGARSS53475.2024.10641600
Leveraging Sparse Input and Sparse Models: Efficient Distributed Learning in Resource-Constrained Environments In Proceedings
Tsagkatakis GrigoriosTsakalides Panagiotiset al.
in Proc. Conference on Parsimony and Learning (CPAL ‘24), Hong Kong, Jan. 3-6, 2024
Soil Moisture Retrieval Using in Situ and Data Simulation Regularized Deep Learning Model In Proceedings
Tsagkatakis GrigoriosTsakalides Panagiotiset al.
in Proc. 2024 IEEE International Geoscience and Remote Sensing Symposium (IGARSS ‘24), Athens, Greece
Unsupervised Change Detection on Multi-Temporal Satellite Images Using Tensor Decomposition Learning In Proceedings
Aidini AnastasiaTsagkatakis GrigoriosTsakalides Panagiotis
in Proc. 2024 IEEE International Geoscience and Remote Sensing Symposium (IGARSS ‘24), Athens, Greece
Deep Learning for Multilabel Land Cover Scene Categorization Using Data Augmentation Journal Article Journal Articles
Stivaktakis RadamanthysTsagkatakis Grigorios
IEEE Geoscience and Remote Sensing Letters, 16 (7), pp. 1031 - 1035, 2019.
Convolutional Neural Networks for Video Quality Assessment Journal Articles
Giannopoulos MichalisTsagkatakis Grigorios
arXiv preprint arXiv:1809.10117, 2018.