Table 7 Results of evaluation parameters for EfficientNet-B4.
From: Automatic smart brain tumor classification and prediction system using deep learning
S.No | Brain Tumor Type | Prec(%) | Sens(%) | Acc(%) | Fs(%) | Spec(%) | Y_index(%) | BAcc(%) | GM(%) | ROC(%) | Err(%) |
|---|---|---|---|---|---|---|---|---|---|---|---|
1 | Astrocytoma | 99.7 | 99.4 | 99.92 | 99.54 | 99.97 | 99.37 | 99.68 | 99.68 | 99.68 | 0.08 |
2 | Ependymoma | 99.73 | 99.73 | 99.95 | 99.72 | 99.97 | 99.70 | 99.80 | 99.84 | 99.85 | 0.05 |
3 | Germinoma | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 |
4 | Glioblastoma | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 |
5 | Medulloblastoma | 99.71 | 100 | 99.97 | 99.84 | 99.97 | 99.97 | 99.98 | 99.98 | 99.98 | 0.03 |
6 | Meningioma | 99.59 | 100 | 99.95 | 99.78 | 99.94 | 99.94 | 99.97 | 99.97 | 99.97 | 0.05 |
7 | No Tumor | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 |
8 | Oligodendroglioma | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 |
9 | Pituitary | 100 | 99.6 | 99.95 | 99.78 | 100 | 99.6 | 99.8 | 99.79 | 99.8 | 0.05 |
10 | Schwannoma | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 |
