Table 10.
Accuracy, sensitivity, and specificity obtained from each experiment. The accuracy, sensitivity, and specificity are reported as the mean ± standard deviation of the values of accuracy, sensitivity, and specificity obtained for all the tissues performing each experiment.
Tissue | Accuracy | Sensitivity | Specificity |
---|---|---|---|
Fine-tuned AlexNet | 0.96±0.04 | 0.92±0.08 | 0.99±0.01 |
Fine-tuned VGG-19 | 0.98±0.02 | 0.97±0.03 | 1.00±0.00 |
Fine-tuned Inception-v3 | 0.98±0.02 | 0.96±0.04 | 1.00±0.00 |
RF(AlexNet features) | 0.93±0.07 | 0.89±0.13 | 0.98±0.02 |
RF(VGG-19 features) | 0.96±0.04 | 0.92±0.07 | 0.99±0.01 |
RF(Inception-v3 features) | 0.94±0.03 | 0.90±0.06 | 0.98±0.01 |
Majority voting RF | 0.99±0.01 | 0.98±0.02 | 1.00±0.00 |
RF(combination of features) | 0.94±0.06 | 0.90±0.10 | 0.99±0.01 |