Table 5.
Computational times of the examined approaches.
| MRI dataset | CNN model | Elapsed time (s) |
|---|---|---|
| Dataset 1 | InceptionResNetv2 | 31.66 |
| Inceptionv3 | 7.67 | |
| ResNet50 | 4.68 | |
| BRAIN-TUMOR-net | 53 | |
| BRAIN-TUMOR-net with K-fold | 376 | |
| Dataset 2 | InceptionResNetv2 | 68.95 |
| Inceptionv3 | 23.91 | |
| ResNet50 | 9.44 | |
| BRAIN-TUMOR-net | 1,069.2 | |
| BRAIN-TUMOR-net with k-fold cross validation | 3418 | |
| Dataset 3 | InceptionResNetv2 | 210.0371 |
| Inceptionv3 | 71.83508 | |
| ResNet50 | 24.6754 | |
| BRAIN-TUMOR-net | 11,702.6 | |
| BRAIN-TUMOR-net with k-fold cross validation | 16284.818355 |