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Robust inverse perspective mapping based on vanishing point

机译:基于消失点的鲁棒逆透视映射

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Vision-based road signs detection and recognition has been widely used in intelligent robotics and automotive autonomous driving technology. Currently, one-time calibration of inverse perspective mapping (IPM) parameters is employed to eliminate the effect of perspective mapping, but it is not robust to the uphill and downhill road. We propose an automatic inverse perspective mapping method based on vanishing point, which is adaptive to the uphill and downhill road even with slight rotation of the main road direction. The proposed algorithm is composed of the following three steps: detecting the vanishing point, calculating the pitch and yaw angles and adopting inverse perspective mapping to obtain the “bird's eye view” image. Experimental results show that the adaptability of our inverse perspective mapping framework is comparable to existing state-of-the-art methods, which is conducive to the subsequent detection and recognition of road signs.
机译:基于视觉的道路标志检测和识别已广泛应用于智能机器人技术和汽车自动驾驶技术。当前,采用一次反向透视图映射(IPM)参数的校准来消除透视图映射的影响,但它对于上坡和下坡道路并不可靠。我们提出了一种基于消失点的自动反透视地图绘制方法,即使主道路方向稍有旋转,该方法也适用于上坡和下坡道路。所提出的算法由以下三个步骤组成:检测消失点,计算俯仰角和偏航角以及采用反透视映射获得“鸟瞰”图像。实验结果表明,我们的反向透视图映射框架的适应性与现有的最新方法相当,这有利于后续的路标检测和识别。

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