Table 6 Ablation study performance comparison.

From: A hybrid model combining 1D-CNN and BERT for intelligent ECG arrhythmia classification

Model

Accuracy/%

F1-score/%

Specificity/%

Precision/%

Recall/%

CNN-BERT

99.281

95.904

99.500

95.524

95.685

BERT

99.263

95.274

99.459

95.563

94.986