Table 2.
The SVM classification accuracy (%) achieved with deep feature obtained from the three CNNs constructed with radiomics images of Dataset II.
| Kernel |
LDA | Linear-SVM | Quadratic-SVM | ESD |
|---|---|---|---|---|
| Radiomics | ||||
| DarkNet-53 | ||||
| GLCM | 96 | 96.3 | 96.5 | 96 |
| GLRLM | 94.7 | 95.2 | 94.9 | 95.2 |
| DWT | 95.3 | 95.8 | 95.6 | 95.5 |
| DTCWT | 94.1 | 94.6 | 94.6 | 94.6 |
| MobileNet | ||||
| GLCM | 98 | 98.4 | 98.4 | 98.2 |
| GLRLM | 97.7 | 97.7 | 97.9 | 97.8 |
| DWT | 97.6 | 97.7 | 97.7 | 97.8 |
| DTCWT | 97.5 | 97.7 | 98 | 97.6 |
| DenseNet-201 | ||||
| GLCM | 98.2 | 98.6 | 98.3 | 98.1 |
| GLRLM | 97.9 | 98.3 | 98.3 | 97.9 |
| DWT | 97.9 | 98.4 | 98.4 | 98.0 |
| DTCWT | 97.9 | 98 | 98.1 | 97.8 |