Research Article
Development of AI-Based Vehicle Detection and Tracking System for C-ITS Application
| No. | Evaluation item | Number of samples (frame) | Subitems | Value | Unit | Evaluation method |
| 1 | Object detection | 6804 | — | 99 | % | Detection rate | 2 | Object classification | 6804 | Car | 95 | % | MAP | Truck | 87 | % | MAP | Bus | 81 | % | MAP | 3 | Trajectory location | 60531 | — | 1.138 | Meter | Mean Euclidean distance | 4 | Traffic volume | 60531 | — | 4.20 | Number of vehicles | RMSE | 16.41 | Error rate | MAPE | 5 | Queue length | 62205 | — | 3.08 | Meter | RMSE | 18.28 | Error rate | MAPE |
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