Table 3.
Results achieved in the CHB-MIT dataset using CNN and the multi-frame network.
| Subject | No.Seia | CNN | multi-frame | ||||
|---|---|---|---|---|---|---|---|
| (instance-based) | network | ||||||
| Acc | Sen | Spe | Acc | Sen | Spe | ||
| (%) | (%) | (%) | (%) | (%) | (%) | ||
| chb01 | 7 | 91.29 | 91.86 | 90.71 | 96.24 | 95.34 | 97.14 |
| chb02 | 3 | 64.28 | 96.22 | 32.33 | 88.13 | 78.26 | 97.99 |
| chb03 | 6 | 72.30 | 82.18 | 62.43 | 85.81 | 79.29 | 92.33 |
| chb04 | 3 | 62.53 | 58.91 | 66.16 | 78.73 | 89.13 | 68.32 |
| chb05 | 5 | 76.08 | 70.66 | 81.50 | 77.77 | 72.53 | 83.00 |
| chb07 | 3 | 68.07 | 99.54 | 36.59 | 94.34 | 91.00 | 97.68 |
| chb08 | 5 | 77.01 | 79.44 | 73.97 | 77.89 | 82.04 | 72.70 |
| chb09 | 4 | 65.34 | 48.00 | 82.68 | 65.84 | 51.01 | 80.67 |
| chb10 | 6 | 57.96 | 71.84 | 44.08 | 64.54 | 61.90 | 67.19 |
| chb13 | 5 | 50.00 | 60.00 | 40.00 | 95.24 | 94.91 | 95.57 |
| chb14 | 5 | 54.20 | 62.09 | 46.32 | 56.89 | 60.59 | 53.18 |
| chb16 | 6 | 52.97 | 45.36 | 60.57 | 57.36 | 54.89 | 59.84 |
| chb17 | 3 | 92.41 | 88.19 | 96.64 | 93.35 | 89.00 | 97.70 |
| chb18 | 6 | 87.70 | 85.10 | 90.30 | 89.90 | 89.56 | 90.25 |
| chb19 | 3 | 76.29 | 61.09 | 91.49 | 77.44 | 61.98 | 92.89 |
| chb20 | 5 | 97.53 | 97.53 | 97.52 | 97.82 | 97.47 | 98.17 |
| chb21 | 4 | 60.84 | 41.97 | 79.70 | 67.43 | 58.13 | 76.74 |
| chb23 | 5 | 80.96 | 97.70 | 65.43 | 92.63 | 97.69 | 87.94 |
| Mean | 71.54 | 74.32 | 68.80 | 80.96 | 78.04 | 83.85 | |
aNumber of seizures.