Table 2 Performance metrics obtained from Baseline experiments.

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

Model

Accuracy

Precision

Recall

F1-Score

Tumor

No tumor

Tumor

No tumor

Tumor

No tumor

ResNet50 –

0.5400

0.5400

0.5300

0.5200

0.5500

0.5300

0.5400

Adam Optimizer

ResNet50 –

0.4700

0.4800

0.4600

0.5800

0.3600

0.5200

0.4000

RMSProp

ResNet50 –

0.5100

0.5100

0.5100

0.4700

0.5600

0.4900

0.5300

SGD Optimizer

ResNet101 –

0.5100

0.5100

0.5100

0.5100

0.5100

0.5100

0.5100

Adam Optimizer

ResNet152 –

0.5100

0.5000

0.5200

0.5000

0.5200

0.5000

0.5200

Adam Optimizer

Xception –

0.4900

0.4900

0.4900

0.4900

0.4900

0.4900

0.4900

Adam Optimizer