Table 13 Setup and qualitative analysis on privacy preservation in healthcare through federated learning.

From: A federated learning-based privacy-preserving image processing framework for brain tumor detection from CT scans

Setup

Accuracy

F1-score

Communication overhead

Privacy risk (qualitative)

Centralized

0.9912

0.9871

Low

High

Federated (FL)

0.9863

0.9827

Moderate

Low