Table 2.
Transitions of the proposed ResExLBP and IRF based.
| Step | Size | Size of feature | |
|---|---|---|---|
| Preprocessing | Load chest image | W x H x 3 | |
| Grayscale conversion | W x H | ||
| Resizing | 512 × 512 | ||
| Feature generation | Exemplar division | 64 × 64 x 16 | |
| Feature generation from exemplars with LBP | 64 × 64 x 16 | 256 × 16 | |
| Feature generation from pre-processed image | 512 × 512 | 256 | |
| Feature fusion | 256 × 17 = 4352 | ||
| Feature selection with IRF | Most meaningful feature selection | 1459 | |
| Classification | Classify the selected feature by 5 traditional classifiers | Validation prediction vector with the size of 321 |