Table 16 Training, training analysis on real and synthetic data.

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

Fold

Training set (real + synthetic)

Validation set (real CT only)

Test set (real CT only)

1

1600 CT + 800 Synth MRI

200 CT

200 CT

2

1600 CT + 800 Synth MRI

200 CT

200 CT

3

1600 CT + 800 Synth MRI

200 CT

200 CT

4

1600 CT + 800 Synth MRI

200 CT

200 CT

5

1600 CT + 800 Synth MRI

200 CT

200 CT