Table 9 Brain tumor classification results for ResNet101 + Xception integrated using feature fusion technique.

From: Hybrid model integration with explainable AI for brain tumor diagnosis: a unified approach to MRI analysis and prediction

Fold

Accuracy

Precision

Recall

F1-score

Tumor

No tumor

Tumor

No tumor

Tumor

No tumor

Tumor

No tumor

1

0.973

0.973

0.976

0.970

0.970

0.976

0.973

0.973

2

0.968

0.968

0.976

0.960

0.960

0.976

0.968

0.968

3

0.970

0.970

0.976

0.963

0.963

0.976

0.970

0.970

4

0.970

0.970

0.976

0.963

0.963

0.976

0.970

0.970

5

0.975

0.975

0.976

0.973

0.973

0.976

0.975

0.975