Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification

no code implementations • 10 Nov 2023 • Barış Büyüktaş, Gencer Sumbul, Begüm Demir

To this end, we initially provide a systematic review of the FL algorithms presented in the computer vision community for image classification problems, and select several state-of-the-art FL algorithms based on their effectiveness with respect to training data heterogeneity across clients (known as non-IID data).

Federated Learning Image Classification +2

Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning

no code implementations • 1 Jun 2023 • Barış Büyüktaş, Gencer Sumbul, Begüm Demir

The MF module performs iterative model averaging to learn without accessing data on clients in the case that clients are associated with different data modalities.

Federated Learning Image Classification