B-spline-based road model for 3d lane recognition

H. Loose, Uwe Franke
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引用次数: 45

Abstract

The assumption of a planar road is rarely fulfilled on rural roads and often violated in construction zones. Hills and dips are common and curves with small radius often have an inclination towards the center. In this paper a novel road model is presented, which uses B-Spline modeling to describe the 3D road course. The right and left vertical road courses are modeled separately to represent the roll angle of the road. The well-proven clothoid model used for lateral road course estimation is extended with a B-Spline curve resulting in a more flexible road model as needed for rural roads and construction sites. This road model is tracked over time using a Kalman filter. Stereo measurements provide height information of the road surface, which are used for the 3D lane recognition.
基于b样条的三维车道识别道路模型
在农村道路上很少满足平面道路的假设,而在施工区域则经常违反。丘陵和倾斜是常见的,小半径的曲线往往有向中心倾斜。本文提出了一种新的道路模型,利用b样条建模来描述道路的三维轨迹。分别对左右垂直道路进行建模,以表示道路的滚动角。利用b样条曲线扩展了用于横向道路路线估计的经过验证的clocloid模型,从而使道路模型更灵活,适用于农村道路和建筑工地。该道路模型使用卡尔曼滤波器随时间跟踪。立体测量提供路面高度信息,用于3D车道识别。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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