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Road prediction using video for integrated driver support

机译:使用视频进行道路预测以提供集成的驾驶员支持

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摘要

The use of a video camera for predicting vehicle trajectory is reviewed. The data available from the video camera, and the features which can be used for trajectory prediction and how these relate to the real world, are analysed. To accurately predict the road ahead, a model is used, consisting of a spatial and dynamic module. A recursive least square based estimator is designed based on the road model. The estimator is robust with respect to variations in the horizon, deals with distance and varying measurement noise, and handles the spatial/dynamic structure. The results are presented in two separate parts. The first deals with the estimation and comprises simulated data to illustrate robustness, and video data to show typical road features. The second is the performance analysis. It highlights the response to changes in road parameters and the subsequent correlation with standard road prediction techniques.
机译:回顾了摄像机用于预测车辆轨迹的用途。分析了可从摄像机获得的数据,以及可用于轨迹预测的功能以及这些功能与现实世界的关系。为了准确地预测前方的道路,使用了一个模型,该模型由空间和动态模块组成。基于道路模型,设计了基于递归最小二乘的估计器。估计器对于水平变化具有鲁棒性,可以处理距离和变化的测量噪声,并可以处理空间/动态结构。结果分为两个单独的部分。第一个处理估算,包括模拟数据以说明稳健性,以及视频数据以显示典型的道路特征。第二是性能分析。它着重说明了对道路参数变化的响应以及随后与标准道路预测技术的相关性。

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