TABLE II.
SUMMARY OF ALL THE MODELS USSED IN THIS STUDY.
| No. | Classifier | Input Type | Input | Model Name |
|---|---|---|---|---|
| 1 | CNN | CT image based | Random selected slice image | R-IMG |
| 2 | Center slice image | C-IMG | ||
| 3 | Random selected slice image with its HOG and LBP feature map | R-Hybrid | ||
| 4 | Center slice image with its HOG and LBP feature map | C-Hybrid | ||
| 5 | Multiple slices image | M-IMG | ||
| 6 | Multiple slices image with their HOG and LBP feature maps | M-Hybrid | ||
| 7 | Volumetric 3D images | 3D-IMG | ||
| 8 | GLCM based | GLCM from random selected slice image | R-GLCM | |
| 9 | GLCM from center slice image | C-GLCM | ||
| 10 | GLCM from multiple slices image | M-GLCM | ||
| 11 | GLCM from 3D image | 3D-GLCM | ||
| 12 | Random Forest | Texture Feature based | Haralick features | HF |
| 13 | Extend Haralick features | eHF |