ECG biometric recognition on PTB
99.89AccuracyAttention-Guided Fusion of 1D and 2D CNNs
Evaluation results
| Method | Links | |
|---|---|---|
| Attention-Guided Fusion of 1D and 2D CNNsOptimal α=0.508, Architecture=InceptionTime + ResNet-34, Segmentation=P–T wave2026.05 | 99.89 | |
| Attention-Guided Fusion of 1D and 2D CNNsClass=Multimodal, Year=20242026.05 | 99.89 | |
| CNN + Self-Supervised Contrastive LearningClass=1D, Year=20242026.05 | 99.15 | |
| CWT + DWT + Capsule NetworkClass=2D, Year=20222026.05 | 98.8 | |
| One-Dimensional Shallow Neural NetworkClass=1D, Year=20232026.05 | 94.97 | |
| EKM + CNNClass=2D, Year=20222026.05 | 89.8 |