Author

B. Demir

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#machine learning Preprint Sep 2026

FedMAD: Modulation-Aware Directional Aggregation for Federated Learning in Remote Sensing Image Classification

Federated learning (FL) has recently attracted increasing attention in remote sensing (RS) since it enables collaborative model training across decentralized RS image archives without requiring direct access to local data. However, FL performance significantly degrades when the data distributions between clients are he...

Barış Büyüktaş, B. Demir · 0 citations

Preprint Aug 2026

On the Effectiveness of Adaptation Strategies for VLM-Based Federated Learning in Remote Sensing

The first comparative study of VLM adaptation strategies for FL in the context of RS image classification is presented, and a guideline for the selection of an appropriate VLM adaptation strategy in FL for RS image classification under different operational constraints is derived.

Simon Lösche, Barış Büyüktaş, M. Adler et al. · 0 citations