表 1. Comparison of arrhythmia classification results based on MIT-BIH database according to AAMI.
AAMI 标准下 MIT-BIH 数据心律不齐分类结果对比
| 方法 | 混合矩阵 | 评估指标 | ||||||||
| Nor | Sveb | Veb | Fus | Unc | Se | Sp | Acc | |||
| DR-CNN | Nor | 28 820 | 46 | 44 | 19 | 2 | 99.62% | 96.40% | 99.034 9% | |
| Sveb | 106 | 889 | 1 | 0 | 0 | 89.26% | 99.85% | |||
| Veb | 56 | 2 | 2 459 | 7 | 0 | 97.42% | 99.79% | |||
| Fus | 18 | 0 | 19 | 248 | 0 | 87.02% | 99.92% | |||
| Unc | 6 | 0 | 3 | 0 | 1 346 | 99.34% | 99.99% | |||
| CNN | Nor | 28 861 | 30 | 34 | 1 | 5 | 99.76% | 90.76% | 98.281 1% | |
| Sveb | 198 | 796 | 2 | 0 | 0 | 79.92% | 99.89% | |||
| Veb | 193 | 7 | 2 308 | 13 | 3 | 91.44% | 99.84% | |||
| Fus | 77 | 1 | 13 | 194 | 0 | 68.07% | 99.96% | |||
| Unc | 9 | 0 | 0 | 0 | 1 346 | 99.34% | 99.98% | |||
| MLP | Nor | 28 659 | 121 | 135 | 9 | 7 | 99.06% | 84.92% | 96.674 5% | |
| Sveb | 467 | 528 | 1 | 0 | 0 | 53.01% | 99.60% | |||
| Veb | 149 | 12 | 2 352 | 4 | 7 | 93.19% | 99.38% | |||
| Fus | 131 | 0 | 49 | 105 | 0 | 36.84% | 99.96% | |||
| Unc | 31 | 0 | 11 | 0 | 1 313 | 96.90% | 99.96% | |||