Table 3.
Detection performance results for the proposed CNN models with a 75/25 training/testing ratio on the third dataset.
| Models | Evaluation metric | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ACC | SEN | SPE | PRECI | F1_score | MCC | Error | Kappa | FPR | |
| InceptionResNetv2 | 0.9446 | 0.9988 | 0.8904 | 0.9011 | 0.9474 | 0.8944 | 0.0554 | 0.8892 | 0.1096 |
| Inceptionv3 | 0.9767 | 0.9855 | 0.9679 | 0.9685 | 0.9769 | 0.9535 | 0.0233 | 0.9534 | 0.0321 |
| ResNet50 | 0.9691 | 0.9970 | 0.9412 | 0.9443 | 0.9699 | 0.9397 | 0.0309 | 0.9382 | 0.0588 |
| BRAIN-TUMOR-net | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.0 | 1.00 | 0.0 |