Sensors technologies for intelligent vehicles perception systems: A comparison between vision and 3D-LIDAR

A. Broggi, P. Grisleri, P. Zani
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引用次数: 22

Abstract

3D laser based technology has gained in the past, with the DARPA challenges, a first player place in the arena of sensing technologies for intelligent vehicles. Today, these devices are employed successfully in many new implementations to obtain a 360 degrees view of the area around the vehicle, providing a very dense 3D point cloud that covers an extended range. However, such technology has demonstrated big limitations for being a competitive candidate for off-the-shelf production, in terms of costs and impact on the vehicle design. These requirements are hardly compatible with the constraints dictated by car makers. On the other hand computer vision systems are now being integrated in the cars for many commercial ADAS and are reaching, close enough results in terms of sensing performance to be a viable alternative to the perception benefits offered by the 3D LIDARS. This paper compares pros and cons for these two technologies, using a novel FPGA based stereo vision system implementation, discussing features, and alternatives.
智能车辆感知系统的传感器技术:视觉与3d激光雷达的比较
在DARPA的挑战赛中,基于3D激光的技术在智能车辆传感技术领域取得了领先地位。如今,这些设备已成功应用于许多新的应用中,以获得车辆周围区域的360度视图,提供覆盖范围更广的非常密集的3D点云。然而,就成本和对车辆设计的影响而言,这种技术在现货生产方面存在很大的局限性。这些要求与汽车制造商规定的限制很难兼容。另一方面,计算机视觉系统现在被集成到许多商用ADAS的汽车中,并且在传感性能方面达到了足够接近的结果,成为3D激光雷达提供的感知优势的可行替代方案。本文比较了这两种技术的优缺点,使用了一种新的基于FPGA的立体视觉系统实现,讨论了其特点和替代方案。
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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