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Real-time lane departure warning system based on a single FPGA

机译:基于单个FPGA的实时车道偏离预警系统

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This paper presents a camera-based lane departure warning system implemented on a field programmable gate array ( FPGA ) device. The system is used as a driver assistance system, which effectively prevents accidents given that it is endowed with the advantages of FPGA technology, including high performance for digital image processing applications, compactness, and low cost. The main contributions of this work are threefold. (1) An improved vanishing point-based steerable filter is introduced and implemented on an FPGA device. Using the vanishing point to guide the orientation at each pixel, this algorithm works well in complex environments. (2) An improved vanishing point-based parallel Hough transform is proposed. Unlike the traditional Hough transform, our improved version moves the coordinate origin to the estimated vanishing point to reduce storage requirements and enhance detection capability. (3) A prototype based on the FPGA is developed. With improvements in the vanishing point-based steerable filter and vanishing point-based parallel Hough transform, the prototype can be used in complex weather and lighting conditions. Experiments conducted on an evaluation platform and on actual roads illustrate the effective performance of the proposed system.
机译:本文提出了在现场可编程门阵列(FPGA)设备上实现的基于摄像头的车道偏离警告系统。该系统具有FPGA技术的优点,包括数字图像处理应用程序的高性能,紧凑性和低成本,因此可有效地防止事故发生。这项工作的主要贡献是三方面的。 (1)引入了改进的基于消失点的可控滤波器,并在FPGA器件上实现。使用消失点指导每个像素的方向,该算法在复杂的环境中效果很好。 (2)提出了一种改进的基于消失点的并行霍夫变换。与传统的霍夫变换不同,我们的改进版本将坐标原点移动到估计的消失点,以减少存储需求并增强检测能力。 (3)开发了基于FPGA的原型。通过改进基于消失点的可控滤波器和基于消失点的并行Hough变换,该原型可以在复杂的天气和光照条件下使用。在评估平台和实际道路上进行的实验说明了所提出系统的有效性能。

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