基于激光雷达的自动驾驶汽车感知解决方案

R. Domínguez, E. Onieva, J. Alonso, J. Villagrá, Carlos González
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引用次数: 65

摘要

在这项工作中,提出了一种聚类和跟踪激光雷达传感器覆盖区域内障碍物的解决方案。它基于简单的人工智能技术组合,被认为是自动驾驶汽车在周围环境中可能发现的任何形状物体的检测和跟踪系统的初始版本。该解决方案将问题分为三个连续的阶段:1)分割,2)碎片检测和聚类,3)跟踪。所做的工作已经用从仪器化车辆上采集的真实激光雷达扫描样本进行了测试。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
LIDAR based perception solution for autonomous vehicles
In this work, a solution for clustering and tracking obstacles in the area covered by a LIDAR sensor is presented. It is based on a combination of simple artificial intelligence techniques and it is conceived as an initial version of a detection and tracking system for objects of any shape that an autonomous vehicle might find in its surroundings. The proposed solution divides the problem into three consecutive phases: 1) segmentation, 2) fragmentation detection and clustering and 3) tracking. The work done has been tested with real world LIDAR scan samples taken from an instrumented vehicle.
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