Table 3 Classification reports of ConvNeXt-X models on ECG data.
Exp. no. | DB tech. | Model | Class | Precision | Recall | F1-score |
|---|---|---|---|---|---|---|
1 | RO | ConvNeXtBase | Normal | 99.79 | 99.61 | 99.7 |
Fusion of paced and normal | 99.72 | 99.62 | 99.67 | |||
Premature ventricular contraction | 99.51 | 99.63 | 99.57 | |||
Atrial premature | 99.57 | 99.66 | 99.62 | |||
Fusion of ventricular and normal | 99.66 | 99.73 | 99.69 | |||
ConvNeXtSmall | Normal | 99.78 | 99.69 | 99.73 | ||
Fusion of paced and normal | 99.73 | 99.64 | 99.68 | |||
Premature ventricular contraction | 99.54 | 99.66 | 99.6 | |||
Atrial premature | 99.65 | 99.64 | 99.65 | |||
Fusion of ventricular and normal | 99.65 | 99.72 | 99.68 | |||
ConvNeXtTiny | Normal | 99.83 | 99.75 | 99.79 | ||
Fusion of paced and normal | 99.77 | 99.71 | 99.74 | |||
Premature ventricular contraction | 99.59 | 99.68 | 99.63 | |||
Atrial premature | 99.72 | 99.68 | 99.7 | |||
Fusion of ventricular and normal | 99.68 | 99.78 | 99.73 | |||
2 | STL | ConvNeXtBase | Normal | 99.82 | 99.66 | 99.74 |
Fusion of paced and normal | 99.76 | 99.66 | 99.71 | |||
Premature ventricular contraction | 99.52 | 99.68 | 99.6 | |||
Atrial premature | 99.61 | 99.67 | 99.64 | |||
Fusion of ventricular and normal | 99.72 | 99.76 | 99.74 | |||
ConvNeXtSmall | Normal | 99.82 | 99.73 | 99.78 | ||
Fusion of paced and normal | 99.78 | 99.7 | 99.74 | |||
Premature ventricular contraction | 99.57 | 99.7 | 99.63 | |||
Atrial premature | 99.7 | 99.71 | 99.7 | |||
Fusion of ventricular and normal | 99.73 | 99.76 | 99.74 | |||
ConvNeXtTiny | Normal | 99.88 | 99.77 | 99.82 | ||
Fusion of paced and normal | 99.79 | 99.73 | 99.76 | |||
Premature ventricular contraction | 99.62 | 99.72 | 99.67 | |||
Atrial premature | 99.76 | 99.73 | 99.75 | |||
Fusion of ventricular and normal | 99.72 | 99.82 | 99.77 |
