@ARTICLE{10948516, author={Kopidaki, Christina and Tsagkatakis, Grigorios and Tsakalides, Panagiotis}, journal={IEEE Geoscience and Remote Sensing Letters}, title={Federated Learning for Remote Sensing Image Classification Using Sparse Image Representations}, year={2025}, volume={22}, number={}, pages={1-5}, keywords={Remote sensing;Training;Servers;Data models;Bandwidth;Federated learning;Distributed databases;Autoencoders;Transformers;Security;Federated learning (FL);masked autoencoders (MAE);remote sensing (RS)}, doi={10.1109/LGRS.2025.3557579}}