An integrated forward collision warning system based on monocular vision

Yao Deng, Huawei Liang, Zhiling Wang, Junjie Huang
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引用次数: 4

Abstract

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.
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基于单目视觉的集成前向碰撞预警系统
驾驶辅助系统对驾驶安全有着重要的影响,本文介绍了一种基于单目视觉的综合前方碰撞预警系统。为了减小原始图像的搜索区域,首先提出了车道划分的方法来建立感兴趣区域。其次,利用Haar-like feature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,最后利用基于svm的HOG特征分类器。采用碰撞时间(Time-to-collision, TTC),对可能发生的碰撞触发预警,并在动态环境下对前向碰撞预警系统进行了评估。实验结果表明,该系统具有良好的鲁棒性和实用性。
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