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SYSTEMS AND METHODS FOR CAMERA-LIDAR FUSED OBJECT DETECTION WITH LIDAR-TO-IMAGE DETECTION MATCHING

机译:基于激光雷达与图像检测匹配的相机-激光雷达融合目标检测系统和方法

摘要

Systems and methods for object detection. The object detection may be used to control an autonomous vehicle. For example, the methods comprise: obtaining, by a computing device, a LiDAR dataset generated by a LiDAR system of the autonomous vehicle; and using, by the computing device, the LiDAR dataset and at least one image to detect an object that is in proximity to the autonomous vehicle. The object is detected by: matching points of the LiDAR dataset to pixels in the at least one image; and detecting the object in a point cloud defined by the LiDAR dataset based on the matching. The object detection may be used to facilitate at least one autonomous driving operation (e.g., autonomous driving operation comprises an object tracking operation, an object trajectory prediction operation, a vehicle trajectory determination operation, and/or a collision avoidance operation).
机译:目标检测系统和方法。目标检测可用于控制自动车辆。例如,所述方法包括:通过计算设备获取由自主车辆的激光雷达系统生成的激光雷达数据集;以及由计算设备使用激光雷达数据集和至少一幅图像来检测靠近自主车辆的物体。通过以下方式检测对象:将激光雷达数据集的点与至少一幅图像中的像素匹配;以及基于匹配在激光雷达数据集定义的点云中检测对象。目标检测可用于促进至少一个自主驾驶操作(例如,自主驾驶操作包括目标跟踪操作、目标轨迹预测操作、车辆轨迹确定操作和/或防撞操作)。

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