Table 2.
Indicators for the classification of a single model.
| Dataset | Model | Tumor type | Precision | Recall | F1-score | Accuracy |
|---|---|---|---|---|---|---|
| Dataset 1 | ResNet101 | Glioma | 96.19% | 97.54% | 96.86% | |
| Meningioma | 94.16% | 91.49% | 92.81% | |||
| Pituitary | 98.92% | 98.92% | 98.92% | |||
| average | 96.43% | 95.99% | 96.20% | 96.57% | ||
| DenseNet121 | Glioma | 99.65% | 98.60% | 99.12% | ||
| Meningioma | 95.21% | 98.58% | 96.86% | |||
| Pituitary | 99.46% | 98.39% | 98.92% | |||
| average | 98.10% | 98.52% | 98.30% | 98.53% | ||
| EfficientNetB0 | Glioma | 96.86% | 97.54% | 97.20% | ||
| Meningioma | 92.91% | 92.91% | 92.91% | |||
| Pituitary | 98.37% | 97.31% | 97.84% | |||
| average | 96.05% | 95.92% | 95.98% | 96.41% | ||
| Dataset 2 | ResNet101 | Glioma | 95.29% | 98.38% | 96.81% | |
| Meningioma | 97.08% | 88.77% | 92.74% | |||
| NoTumor | 93.46% | 100.0% | 96.62% | |||
| Pituitary | 96.17% | 97.78% | 96.97% | |||
| Average | 95.50% | 96.23% | 95.78% | 95.71% | ||
| DenseNet121 | Glioma | 96.24% | 96.76% | 96.50% | ||
| Meningioma | 96.57% | 90.37% | 93.37% | |||
| NoTumor | 84.75% | 100.0% | 91.74% | |||
| Pituitary | 100.0% | 96.11% | 98.02% | |||
| Average | 94.39% | 95.81% | 94.91% | 95.25% | ||
| EfficientNetB0 | Glioma | 94.65% | 95.68% | 95.16% | ||
| Meningioma | 93.96% | 91.44% | 92.68% | |||
| NoTumor | 96.04% | 97.00% | 96.52% | |||
| Pituitary | 97.25% | 98.33% | 97.79% | |||
| Average | 95.48% | 95.61% | 95.54% | 95.40% |