Table 2.
Detection performance results for the proposed CNN models with a 75/25 training/testing ratio on the second dataset.
| Models | Evaluation metrics | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ACC | SEN | SPE | PRECI | F1_score | MCC | Error | Kappa | FPR | |
| InceptionResNetv2 | 0.9689 | 0.9578 | 0.9800 | 0.9795 | 0.9685 | 0.9380 | 0.0311 | 0.9378 | 0.0200 |
| Inceptionv3 | 0.9633 | 0.9622 | 0.9644 | 0.9644 | 0.9633 | 0.9267 | 0.0367 | 0.9267 | 0.0356 |
| ResNet50 | 0.9656 | 0.9822 | 0.9489 | 0.9505 | 0.9661 | 0.9316 | 0.0344 | 0.9311 | 0.0511 |
| BRAIN-TUMOR-net | 0.9700 | 0.9644 | 0.9756 | 0.9753 | 0.9698 | 0.9401 | 0.0300 | 0.9400 | 0.0244 |