Table 6 Comparison and optimization experiment on network selection in PSTNN
From: Spatial and temporal learning representation for end-to-end recording device identification
End-to-end | SFENN | TFENN | Epoch | ||||
|---|---|---|---|---|---|---|---|
DNN | CNN | ResNet | LSTM | Bi-LSTM | 100ep | 200ep | |
Experiment 1 | ✓ | 96.5% | 96.6% | ||||
Experiment 2 | ✓ | 94.5% | 94.6% | ||||
Experiment 3 | ✓ | 94.6% | 94.5% | ||||
Experiment 4 | ✓ | 68.8% | 69.4% | ||||
Experiment 5 | ✓ | 70.9% | 70.7% | ||||
Experiment 6 | ✓ | ✓ | 97.3% | 97.3% | |||
Experiment 7 | ✓ | ✓ | 96.2% | 96.1% | |||
Experiment 8 | ✓ | ✓ | 96.2% | 96.2% | |||
Experiment 9 | ✓ | ✓ | 97.2% | 97.5% | |||
Experiment 10 | ✓ | ✓ | 96.1% | 96.3% | |||
Experiment 11 | ✓ | ✓ | 96.0% | 96.2% | |||