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An integrated forward collision warning system based on monocular vision

机译:基于单眼视觉的集成式前方碰撞预警系统

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Driving assistance system has a significant influence on driving safety, and we introduce an integrated Forward Collision Warning (FCW) system based on monocular vision. In order to reduce the searching region of original image, lane making is presented to establish the ROI firstly. Secondly, hypotheses are extracted using Haar-like feature and Adaboost classifier. To remove false positive detection in the hypothesis verification process, we utilize SVM-based classifier with HOG feature lastly. Using Time-to-collision (TTC), possible collisions trigger the warning, and such Forward Collision Warning(FCW) system has been evaluated in dynamic environment. Experimental results show that the proposed system is robust and useful in practical applications.
机译:驾驶辅助系统对驾驶安全有重要影响,我们引入了基于单眼视觉的集成式前撞预警(FCW)系统。为了减少原始图像的搜索范围,首先提出了行车道建立ROI的方法。其次,使用类似Haar的特征和Adaboost分类器提取假设。为了消除假设验证过程中的误报检测,我们最后利用具有HOG功能的基于SVM的分类器。使用碰撞时间(TTC),可能的碰撞会触发警告,并且这种前向碰撞警告(FCW)系统已在动态环境中进行了评估。实验结果表明,所提出的系统是鲁棒的,在实际应用中很有用。

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