Table 13.
Results obtained using 24-layer 3-D CNN for COVID-19 Pneumonia/Viral Pneumonia classification
| Method | TP | FN | TN | FP | SEN | SPE | ACC | F-1 | AUC | CPU time |
|---|---|---|---|---|---|---|---|---|---|---|
| (Original) × 24 | 3386 | 19 | 1478 | 15 | 0.99442 | 0.98995 | 0.99306 | 0.99500 | 0.99922 | 4.06504 |
| (LBP) × 24 | 3388 | 17 | 1466 | 27 | 0.99501 | 0.98192 | 0.99102 | 0.99355 | 0.99956 | 3.97470 |
| (LE) × 24 | 3387 | 18 | 1472 | 21 | 0.99471 | 0.98593 | 0.99204 | 0.99428 | 0.99940 | 3.98068 |
| (Original + LBP) × 12 | 3390 | 15 | 1473 | 20 | 0.99559 | 0.98660 | 0.99285 | 0.99486 | 0.99960 | 4.04915 |
| (Original + LE) × 12 | 3387 | 18 | 1477 | 16 | 0.99471 | 0.98928 | 0.99306 | 0.99501 | 0.99962 | 4.08911 |
| (Original + LBP + LE) × 8 | 3390 | 15 | 1476 | 17 | 0.99559 | 0.98861 | 0.99347 | 0.99530 | 0.99963 | 4.09530 |
The highest results obtained are marked in bold