Table 5.
Detailed performance of the proposed method.
| Group | Class | #Samples | Results | ||||
|---|---|---|---|---|---|---|---|
| CV Train | Test | SN(%) | SP(%) | GM(%) | BA(%) | ||
| HEALTHY | Normal parenchyma (NP) | 600 | 23096 | 0.8937 | 0.9649 | 0.9286 | 0.9293 |
| INTERSTITIAL | Ground glass (GG) | 600 | 34 | 0.9118 | 0.9907 | 0.9504 | 0.9512 |
| Reticular (RETIC) | 600 | 4809 | 0.8064 | 0.9501 | 0.8753 | 0.8782 | |
| Nodular (NOD) | 600 | 30 | 0.9667 | 0.9977 | 0.9820 | 0.9822 | |
| Linear scar (LINSC) | 600 | 48 | 0.9375 | 0.9936 | 0.9652 | 0.9656 | |
| Subpleural line (SUBPL) | 600 | 103 | 0.8544 | 0.9907 | 0.9200 | 0.9225 | |
| EMPHYSEMA | Paraseptal emphysema (PS) | 600 | 3245 | 0.9405 | 0.9861 | 0.9630 | 0.9633 |
| Centrilobular emphysema (CL) | 600 | 3013 | 0.9220 | 0.9810 | 0.9510 | 0.9515 | |
| Avg/Total | 4800 | 34378 | 0.9041 | 0.9818 | 0.9420 | 0.9430 | |
SN: sensitivity; SP: specificity; GM: geometric mean; BA: balanced accuracy.