Table 10 Communication Efficiency of the Proposed FedPer-B2.

From: A personalized communication efficient federated learning framework with low rank adaptation for intelligent leukemia diagnosis

Metric

EfficientNet-B2

Proposed

FedPer-B2

Reduction (%)

Trainable Parameters

9,109,994

1,079,024

88.16

Communication Cost

(Per Round)

34.75 MB

4.12 MB

88.16

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