Table 5 Results of evaluation parameters for Inception-v4.
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 | 100 | 98.13 | 99.83 | 99.04 | 100 | 98.13 | 99.06 | 99.06 | 99.06 | 0.17 |
2 | Ependymoma | 98.59 | 100 | 99.88 | 99.28 | 99.86 | 99.86 | 99.93 | 99.92 | 99.93 | 0.12 |
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 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 |
6 | Meningioma | 100 | 99.62 | 99.95 | 99.80 | 100 | 99.62 | 99.81 | 99.80 | 99.81 | 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 | 99.63 | 100 | 99.95 | 99.80 | 99.94 | 99.94 | 99.97 | 99.97 | 99.97 | 0.05 |
10 | Schwannoma | 99.39 | 100 | 99.95 | 99.68 | 99.94 | 99.94 | 99.97 | 99.97 | 99.97 | 0.05 |
