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Vehicle Behavior Analysis for Uneven Road Surface Detection

机译:用于不平坦路面检测的车辆行为分析

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Although on-road vehicle detection and tracking is a well-researched area, vehicle behavior analysis is less addressed and still in a nascent stage. In our study, after successful vehicle detection and tracking, vehicle behavior is modeled using two dimensional spatio-temporal trajectories for uneven road surface detection. Uneven road surfaces are identified from specific motion patterns which are described using a Hidden Markov Model based trajectory classification model. We claim that capturing the sudden change in vehicle's vertical motion pattern can suggest an anomaly, like a speed bump or a pothole on road.
机译:尽管对道路车辆的检测和跟踪是一个研究充分的领域,但对车辆行为分析的研究较少,仍处于起步阶段。在我们的研究中,在成功进行车辆检测和跟踪之后,使用二维时空轨迹对车辆行为进行建模,以用于不平坦的路面检测。从特定的运动模式中识别出不平坦的路面,这些运动模式使用基于隐马尔可夫模型的轨迹分类模型进行了描述。我们声称,捕获车辆垂直运动模式的突然变化会暗示异常,例如减速带或道路上的坑洼。

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