Search Results for author: Ece Isik-Polat

Found 3 papers, 2 papers with code

Evaluation and Analysis of Different Aggregation and Hyperparameter Selection Methods for Federated Brain Tumor Segmentation

1 code implementation16 Feb 2022 Ece Isik-Polat, Gorkem Polat, Altan Kocyigit, Alptekin Temizel

Availability of large, diverse, and multi-national datasets is crucial for the development of effective and clinically applicable AI systems in the medical imaging domain.

Brain Tumor Segmentation Federated Learning +1

ARFED: Attack-Resistant Federated averaging based on outlier elimination

1 code implementation8 Nov 2021 Ece Isik-Polat, Gorkem Polat, Altan Kocyigit

ARFED mainly considers the outlier status of participant updates for each layer of the model architecture based on the distance to the global model.

Data Poisoning Model Poisoning +1

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