Are Doppler Velocity Measurements Useful for Spinning Radar Odometry?
arxiv(2024)
摘要
Spinning, frequency-modulated continuous-wave (FMCW) radar has been gaining
popularity for autonomous vehicle navigation. The spinning radar is chosen over
the more classic automotive `fixed' radar as it is able to capture the full 360
degree field of view without requiring multiple sensors and extensive
calibration. However, commercially available spinning radar systems have not
previously had the ability to extract radial velocities due to the lack of
repeated measurements in the same direction and fundamental hardware setup. A
new firmware upgrade now makes it possible to alternate the modulation of the
radar signal between azimuths. In this paper, we first present a way to use
this alternating modulation to extract radial Doppler velocity measurements
from single raw radar intensity scans. We then incorporate these measurements
in two different modern odometry pipelines and evaluate them in progressively
challenging autonomous driving environments. We show that using Doppler
velocity measurements enables our odometry to continue functioning at
state-of-the-art even in severely geometrically degenerate environments.
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