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Model training convergence efficiency comparison between ResNet and VGG.
| Training length to reach 95% training accuracy (epochs//seconds) | ||
|---|---|---|
| Using all 62 channels | Using outermost 10 channels | |
| ResNet18-1D (T-then-s) | 11//1665 | 11//416 |
| VGG14-1D (T-then-s) | 10//2488 | 10//503 |
| VGG16-1D (T-then-s) | 14//3505 | 12//622 |
