Authors | Dataset | Lead | Class | Method | Performance Results (%) | ||||
---|---|---|---|---|---|---|---|---|---|
ACC | SEN | SPE | PRE | F1 | |||||
Chen et al. [34] | LUDB | 1 | 4 | U-Net | - | 99.88 | - | - | - |
Liu et al. [35] | LUDB | 1 | 3 | ResNet and LSTM | - | 99.83 | - | - | - |
Moskalenko et al. [36] | LUDB | 1 | 3 | U-Net | - | 99.23 | - | 98.99 | 99.06 |
Jimenez-Perez et al. [37] | LUDB | Multi-lead | 3 | W-Net | - | 99.93 | - | 99.87 | - |
Proposed study | LUDB | 12 | 4 | CNN-BiLSTM | 98.82 | 95.93 | 99.21 | 95.94 | 95.93 |