2022 International Conference on Robotics and Automation (ICRA) · 2022 · 18 citations · 28 references
EngineeringLow-latency Odometry SystemOdometryAerospace EngineeringSpinning LidarsField RoboticsLower LatencyComputer EngineeringVehicle LocalizationSystems EngineeringPoint Cloud ProcessingLidarAutonomous NavigationLidar Odometry MethodsLaser-based SensorKinematicsLocalization
In this paper, we present a low-latency odometry system designed for spinning lidars. Many existing lidar odometry methods wait for an entire sweep from the lidar before processing the data. This introduces a large delay between the first laser firing and its pose estimate. To reduce this latency, we treat the spinning lidar as a streaming sensor and process packets as they arrive. This effectively distributes expensive operations across time, resulting in a very fast and lightweight system with a much higher throughput and lower latency. Our open source implementation is available at https://github.com/versatran01/llol.
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LOAM: Lidar Odometry and Mapping in Real-time
Ji Zhang, Sanjiv Singh · 2014 · 3K citations
SVO: Fast semi-direct monocular visual odometry
Christian Förster, Matia Pizzoli, Davide Scaramuzza · 2014 · 2.1K citations
LIO-SAM: Tightly-coupled Lidar Inertial Odometry via Smoothing and Mapping
Tixiao Shan, Brendan Englot, Drew Meyers et al. · 2020 · 1.8K citations