Table 10.
The results for cardiovascular detection under inter-patient paradigm.
| Original/Predicted | Predicted | ACC (%) | PPV (%) | SEN (%) | SPE (%) | ||||
|---|---|---|---|---|---|---|---|---|---|
| Normal | MI | CAD | CHF | ||||||
| DenseNet | Normal | 1075 | 537 | 6 | 0 | 96.67 | 83.08 | 66.44 | 98.97 |
| MI | 202 | 5744 | 20 | 290 | 94.00 | 86.94 | 91.82 | 94.82 | |
| CAD | 9 | 69 | 3421 | 1170 | 93.59 | 93.96 | 73.27 | 98.79 | |
| CHF | 8 | 257 | 194 | 9908 | 91.62 | 87.16 | 95.57 | 88.36 | |
| Average | 93.97 | 87.78 | 81.77 | 95.24 | |||||
| Multilevel DWT (ML-DWT) | Normal | 1322 | 295 | 1 | 0 | 96.69 | 74.10 | 81.71 | 97.83 |
| MI | 361 | 5829 | 16 | 50 | 96.81 | 95.04 | 93.17 | 98.17 | |
| CAD | 91 | 7 | 3717 | 854 | 93.10 | 85.55 | 79.61 | 96.56 | |
| CHF | 10 | 2 | 611 | 9744 | 93.33 | 91.51 | 93.99 | 92.79 | |
| Average | 94.98 | 86.55 | 87.12 | 96.34 | |||||
| MDD-Net (proposed) | Normal | 1173 | 442 | 3 | 0 | 97.32 | 87.41 | 72.50 | 99.21 |
| MI | 149 | 6013 | 48 | 46 | 96.95 | 92.97 | 96.12 | 97.27 | |
| CAD | 15 | 10 | 4250 | 394 | 96.67 | 92.49 | 91.03 | 98.11 | |
| CHF | 5 | 3 | 294 | 10065 | 96.76 | 95.81 | 97.09 | 96.49 | |
| Average | 96.92 | 92.17 | 89.18 | 97.77 | |||||