Table 3.
Measurement metrics comparison.
| Experiments | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Crash Avoidance Only |
Path Planning and AEB Only |
Crash Avoidance, Path Planning and AEB |
|||||||||||||
|
Input
Representations |
Precision | Recall | F1-Score | Accuracy | MSE throttle | MSE Steer | MSE brake | Precision | Recall | F1-Score | Accuracy | MSE throttle | MSE Steer | MSE brake | |
| Front Camera | 0.5513 | 0.4804 | 0.5134 | 0.71 | 0.2214 | 0.2552 | 0.3285 | 0.6589 | 0.6 | 0.628 | 0.79 | 0.1933 | 0.1902 | 0.2655 | |
| Panorama | 0.6218 | 0.604 | 0.6127 | 0.78 | 0.2176 | 0.2333 | 0.2805 | 0.7785 | 0.7915 | 0.7849 | 0.86 | 0.1552 | 0.1414 | 0.1966 | |
| Bird Eye View (BEV) | 0.7106 | 0.6715 | 0.6904 | 0.82 | 0.1988 | 0.2279 | 0.2794 | 0.8947 | 0.8858 | 0.8902 | 0.92 | 0.1135 | 0.1081 | 0.1433 | |