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arXiv 2103.04510cs.RO
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ColoRadar:直接三维毫米波雷达数据集

ColoRadar: The Direct 3D Millimeter Wave Radar Dataset

University of Colorado Boulder(科罗拉多大学博尔德分校)

Andrew Kramer, Kyle Harlow, Christopher Williams, Christoffer Heckman

摘要:

毫米波雷达作为机器人测绘和状态估计的传感模态正变得越来越流行。然而,很少有公开可用的数据集包括密集,高分辨率的毫米波雷达扫描,并且没有一个专注于3D测距和映射。在本文中,我们提出了一个解决这个问题的方法。ColoRadar数据集包括来自2个FMCW雷达传感器的3种不同形式的密集、高分辨率雷达数据,以及3D激光雷达、IMU,以及在高度多样化的3D环境中收集约2小时数据汇集的传感器钻机姿态的高度精确地面实况。

英文摘要:

Millimeter wave radar is becoming increasingly popular as a sensing modality for robotic mapping and state estimation. However, there are very few publicly available datasets that include dense, high-resolution millimeter wave radar scans and there are none focused on 3D odometry and mapping. In this paper we present a solution to that problem. The ColoRadar dataset includes 3 different forms of dense, high-resolution radar data from 2 FMCW radar sensors as well as 3D lidar, IMU, and highly accurate groundtruth for the sensor rig's pose over approximately 2 hours of data collection in highly diverse 3D environments.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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