TABLE V:
Performance of the quality assessment methods for Clinical/AF-Trial independent subjects’ test set
Method | PPG Type | No. of Segments | TP | TN | FP | FN | Sens | Spec | PPV | NPV | G_mean | Acc | F_meas |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Our approach | Total | 4874 | 2547 | 2022 | 53 | 252 | 91.00 | 97.45 | 97.96 | 88.92 | 94.17 | 93.74 | 94.35 |
AF | 1674 | 864 | 707 | 36 | 67 | 92.80 | 95.15 | 96.00 | 91.34 | 93.97 | 93.85 | 94.37 | |
Non-AF | 3180 | 1683 | 1295 | 17 | 185 | 90.10 | 98.70 | 99.00 | 87.50 | 94.30 | 93.65 | 94.34 | |
| |||||||||||||
Method II | Total | 4874 | 2738 | 742 | 1333 | 61 | 97.82 | 35.76 | 67.26 | 92.40 | 59.14 | 71.40 | 79.71 |
AF | 1674 | 931 | 33 | 710 | 0 | 100.00 | 4.44 | 56.73 | 100.00 | 21.07 | 57.59 | 72.40 | |
Non-AF | 3180 | 1807 | 701 | 611 | 61 | 96.73 | 53.43 | 74.73 | 91.99 | 71.89 | 78.87 | 84.32 | |
| |||||||||||||
Method I | Total | 4874 | 2707 | 955 | 1120 | 92 | 96.71 | 46.02 | 70.73 | 91.21 | 66.72 | 75.13 | 81.71 |
AF | 1674 | 918 | 308 | 435 | 13 | 98.60 | 41.45 | 67.85 | 95.95 | 63.93 | 73.24 | 80.39 | |
Non-AF | 3180 | 1789 | 646 | 666 | 79 | 95.77 | 49.24 | 72.87 | 89.10 | 68.67 | 76.57 | 82.77 |