Table 18 K-fold analysis.

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

Metric

Fold-1

Fold-2

Fold-3

Fold-4

Fold-5

Mean ± Std

Accuracy

0.9854

0.9831

0.9817

0.9865

0.984

0.9841 ± 0.0018

Precision

0.979

0.9762

0.9741

0.9818

0.9785

0.9779 ± 0.0028

Sensitivity

0.9915

0.9907

0.9882

0.9924

0.9901

0.9906 ± 0.0015

F1-Score

0.9852

0.9833

0.9811

0.9869

0.9841

0.9841.0019