Research Article
Traffic Incident Detection Based on mmWave Radar and Improvement Using Fusion with Camera
Table 4
Incident detection results in crossroad scenario.
| Category | Incident | Radar | Camera | Radar-camera fusion | Ground truth | RAR of radar | RAR of camera | RAR of fusion |
| Trajectory-based | Speeding | 370 | 340 | 370 | 378 | 97.88 | 89.95 | 97.88 | Retrograde vehicle | 399 | 399 | 399 | 399 | 100 | 100 | 100 | Occupation of emergency lanes | 351 | 369 | 369 | 370 | 94.86 | 99.73 | 99.73 | Illegal lane changes | 343 | 350 | 352 | 370 | 92.70 | 94.59 | 95.13 |
| Inference-based | Lane queuing | 237 | 380 | 380 | 385 | 61.56 | 98.70 | 98.70 | Abnormal stop | 210 | 375 | 375 | 380 | 55.26 | 98.68 | 98.68 |
| Target classification-based | Intrusion in forbidden area | 531 | 374 | 374 | 380 | 60.26 | 98.42 | 98.42 |
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