From: A hybrid CNN-Bi-LSTM model with feature fusion for accurate epilepsy seizure detection
Case | Accuracy | Sensitivity | Specificity | Precision | F1-score |
---|---|---|---|---|---|
CHB01 | 99.30 | 99.21 | 99.52 | 99.57 | 99.37 |
CHB02 | 97.78 | 97.14 | 100.00 | 100.00 | 98.33 |
CHB03 | 99.23 | 98.70 | 99.55 | 99.44 | 99.04 |
CHB04 | 98.91 | 98.99 | 98.89 | 99.00 | 98.97 |
CHB05 | 99.82 | 99.70 | 100.00 | 100.00 | 99.85 |
CHB06 | 98.67 | 98.33 | 98.57 | 98.89 | 98.50 |
CHB07 | 99.06 | 98.22 | 100.00 | 100.00 | 99.08 |
CHB08 | 99.01 | 99.14 | 98.82 | 98.97 | 99.05 |
CHB09 | 99.26 | 98.56 | 100.00 | 100.00 | 99.26 |
CHB10 | 99.09 | 98.50 | 99.62 | 99.44 | 98.96 |
CHB11 | 99.38 | 99.32 | 99.49 | 99.48 | 99.39 |
CHB12 | 98.84 | 97.99 | 99.73 | 99.72 | 98.84 |
CHB13 | 97.91 | 97.35 | 98.72 | 98.51 | 97.87 |
CHB14 | 98.09 | 96.73 | 98.75 | 98.89 | 97.68 |
CHB15 | 98.13 | 97.69 | 98.56 | 98.61 | 98.14 |
CHB16 | 93.33 | 91.67 | 96.67 | 97.50 | 93.71 |
CHB17 | 98.28 | 98.19 | 98.92 | 98.26 | 98.16 |
CHB18 | 98.39 | 97.86 | 98.81 | 98.58 | 98.19 |
CHB19 | 97.83 | 95.46 | 100.00 | 100.00 | 97.54 |
CHB20 | 99.15 | 98.56 | 100.00 | 100.00 | 99.26 |
CHB21 | 97.37 | 97.41 | 98.46 | 97.50 | 97.21 |
CHB22 | 97.50 | 96.07 | 99.33 | 98.33 | 97.02 |
CHB23 | 99.52 | 99.44 | 99.50 | 99.57 | 99.49 |
Average | 98.43 | 97.84 | 99.21 | 99.14 | 98.39 |