Table 17 Data exposure risk (emulated).

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

Metric

Centralized

FL (simulated)

% Data shared across network

100%

0%

Potential attack surface (nodes)

1 (server)

5 (isolated)

Simulated inference leakage risk

High

Minimal