Tightly Coupled 3D Lidar Inertial Odometry and Mapping
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Abstract (arXiv)
Ego-motion estimation is a fundamental requirement for most mobile robotic applications. By sensor fusion, we can compensate the deficiencies of stand-alone sensors and provide more reliable estimations. We introduce a tightly coupled lidar-IMU fusion method in this paper. By jointly minimizing the cost derived from lidar and IMU measurements, the lidar-IMU odometry (LIO) can perform well with acceptable drift after long-term experiment, even in challenging cases where the lidar measurements can be degraded. Besides, to obtain more reliable estimations of the lidar poses, a rotation-constrained refinement algorithm (LIO-mapping) is proposed to further align the lidar poses with the global map. The experiment results demonstrate that the proposed method can estimate the poses of the sensor pair at the IMU update rate with high precision, even under fast motion conditions or with insufficient features.
Key facts. Cited by 34 papers in the map (data through 7 Oct 2026). First posted on arXiv 15 Apr 2019.
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Citing papers per year: 2021: 9; 2022: 6; 2023: 5; 2024: 4; 2025: 8; 2026: 2.
34 papers.
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- 2021DSEC: A Stereo Event Camera Dataset for Driving Scenarioscited by 297
- 2021NeBula: Quest for Robotic Autonomy in Challenging Environments; TEAM CoSTAR at the DARPA Subterranean Challengecited by 32
- 2021MULLS: Versatile LiDAR SLAM via Multi-metric Linear Least Squarecited by 27
- 2022Situational Graphs for Robot Navigation in Structured Indoor Environmentscited by 21
- 2021Greedy-Based Feature Selection for Efficient LiDAR SLAMcited by 9
- 2021Real-time Multi-Adaptive-Resolution-Surfel 6D LiDAR Odometry using Continuous-time Trajectory Optimizationcited by 9
- 2023Milestones in Autonomous Driving and Intelligent Vehicles Part II: Perception and Planningcited by 9
- 2025Ev-3DOD: Pushing the Temporal Boundaries of 3D Object Detection with Event Camerascited by 8
- 2022Intensity Image-based LiDAR Fiducial Marker Systemcited by 4
- 2023TransFusionOdom: Interpretable Transformer-based LiDAR-Inertial Fusion Odometry Estimationcited by 4
- 2023Learning Parallax for Stereo Event-based Motion Deblurringcited by 4
- 2021MFuseNet: Robust Depth Estimation with Learned Multiscopic Fusioncited by 3
22 more
- 2022R3LIVE++: A Robust, Real-time, Radiance reconstruction package with a tightly-coupled LiDAR-Inertial-Visual state Estimatorcited by 3
- 2022FP-Loc: Lightweight and Drift-free Floor Plan-assisted LiDAR Localizationcited by 2
- 2024Traj-LIO: A Resilient Multi-LiDAR Multi-IMU State Estimator Through Sparse Gaussian Processcited by 2
- 2026FMCW-LIO: A Doppler LiDAR-Inertial Odometrycited by 2
- 2023HybridFusion: LiDAR and Vision Cross-Source Point Cloud Fusioncited by 1
- 2024Monocular Localization with Semantics Map for Autonomous Vehiclescited by 1
- 2024Reliable-loc: Robust sequential LiDAR global localization in large-scale street scenes based on verifiable cuescited by 1
- 2021AR Mapping: Accurate and Efficient Mapping for Augmented Realitycited by 0
- 20213D Surfel Map-Aided Visual Relocalization with Learned Descriptorscited by 0
- 2021SmartDepthSync: Open Source Synchronized Video Recording System of Smartphone RGB and Depth Camera Range Image Frames with Sub-millisecond Precisioncited by 0
- 2022LMBAO: A Landmark Map for Bundle Adjustment Odometry in LiDAR SLAMcited by 0
- 2022A Tightly Coupled LiDAR-IMU Odometry through Iterated Point-Level Undistortioncited by 0
- 2023Perception-and-Energy-aware Motion Planning for UAV using Learning-based Model under Heteroscedastic Uncertaintycited by 0
- 2024AscDAMs: Advanced SLAM-based channel detection and mapping systemcited by 0
- 2025Universal Online Temporal Calibration for Optimization-based Visual-Inertial Navigation Systemscited by 0
- 2025KN-LIO: Geometric Kinematics and Neural Field Coupled LiDAR-Inertial Odometrycited by 0
- 2025Deep Neural Networks for Accurate Depth Estimation with Latent Space Featurescited by 0
- 2025CAR-LOAM: Color-Assisted Robust LiDAR Odometry and Mappingcited by 0
- 2025Incorporating GNSS Information with LIDAR-Inertial Odometry for Accurate Land-Vehicle Localizationcited by 0
- 2025Dense-depth map guided deep Lidar-Visual Odometry with Sparse Point Clouds and Imagescited by 0
- 2025DCReg: Decoupled Characterization for Efficient Degenerate LiDAR Registrationcited by 0
- 2026The Coastline as a Structural Constraint: Harnessing Scene Geometry for Autonomous Surface Vessel Localizationcited by 0
- 2026FMCW-LIO: A Doppler LiDAR-Inertial Odometry24 Sep 2026
- 2026The Coastline as a Structural Constraint: Harnessing Scene Geometry for Autonomous Surface Vessel Localization21 Aug 2026
- 2025DCReg: Decoupled Characterization for Efficient Degenerate LiDAR Registration8 Sep 2025
- 2025Dense-depth map guided deep Lidar-Visual Odometry with Sparse Point Clouds and Images21 Jul 2025
- 2025Incorporating GNSS Information with LIDAR-Inertial Odometry for Accurate Land-Vehicle Localization29 Mar 2025
- 2025Ev-3DOD: Pushing the Temporal Boundaries of 3D Object Detection with Event Cameras26 Feb 2025
- 2025CAR-LOAM: Color-Assisted Robust LiDAR Odometry and Mapping24 Feb 2025
- 2025Deep Neural Networks for Accurate Depth Estimation with Latent Space Features17 Feb 2025
- 2025KN-LIO: Geometric Kinematics and Neural Field Coupled LiDAR-Inertial Odometry8 Jan 2025
- 2025Universal Online Temporal Calibration for Optimization-based Visual-Inertial Navigation Systems3 Jan 2025
- 2024Reliable-loc: Robust sequential LiDAR global localization in large-scale street scenes based on verifiable cues9 Nov 2024
- 2024Monocular Localization with Semantics Map for Autonomous Vehicles6 Jun 2024
22 more
- 2024Traj-LIO: A Resilient Multi-LiDAR Multi-IMU State Estimator Through Sparse Gaussian Process14 Feb 2024
- 2024AscDAMs: Advanced SLAM-based channel detection and mapping system25 Jan 2024
- 2023Perception-and-Energy-aware Motion Planning for UAV using Learning-based Model under Heteroscedastic Uncertainty25 Sep 2023
- 2023Learning Parallax for Stereo Event-based Motion Deblurring18 Sep 2023
- 2023Milestones in Autonomous Driving and Intelligent Vehicles Part II: Perception and Planning3 Jun 2023
- 2023TransFusionOdom: Interpretable Transformer-based LiDAR-Inertial Fusion Odometry Estimation16 Apr 2023
- 2023HybridFusion: LiDAR and Vision Cross-Source Point Cloud Fusion10 Apr 2023
- 2022A Tightly Coupled LiDAR-IMU Odometry through Iterated Point-Level Undistortion25 Sep 2022
- 2022LMBAO: A Landmark Map for Bundle Adjustment Odometry in LiDAR SLAM19 Sep 2022
- 2022R3LIVE++: A Robust, Real-time, Radiance reconstruction package with a tightly-coupled LiDAR-Inertial-Visual state Estimator8 Sep 2022
- 2022Intensity Image-based LiDAR Fiducial Marker System3 Mar 2022
- 2022FP-Loc: Lightweight and Drift-free Floor Plan-assisted LiDAR Localization1 Mar 2022
- 2022Situational Graphs for Robot Navigation in Structured Indoor Environments24 Feb 2022
- 2021SmartDepthSync: Open Source Synchronized Video Recording System of Smartphone RGB and Depth Camera Range Image Frames with Sub-millisecond Precision5 Nov 2021
- 2021MFuseNet: Robust Depth Estimation with Learned Multiscopic Fusion5 Aug 2021
- 2021Real-time Multi-Adaptive-Resolution-Surfel 6D LiDAR Odometry using Continuous-time Trajectory Optimization5 May 2021
- 20213D Surfel Map-Aided Visual Relocalization with Learned Descriptors8 Apr 2021
- 2021AR Mapping: Accurate and Efficient Mapping for Augmented Reality27 Mar 2021
- 2021Greedy-Based Feature Selection for Efficient LiDAR SLAM24 Mar 2021
- 2021NeBula: Quest for Robotic Autonomy in Challenging Environments; TEAM CoSTAR at the DARPA Subterranean Challenge21 Mar 2021
- 2021DSEC: A Stereo Event Camera Dataset for Driving Scenarios10 Mar 2021
- 2021MULLS: Versatile LiDAR SLAM via Multi-metric Linear Least Square7 Feb 2021
- 2021DSEC: A Stereo Event Camera Dataset for Driving Scenarioscited by 297
- 2021NeBula: Quest for Robotic Autonomy in Challenging Environments; TEAM CoSTAR at the DARPA Subterranean Challengecited by 32
- 2021MULLS: Versatile LiDAR SLAM via Multi-metric Linear Least Squarecited by 27
- 2022Situational Graphs for Robot Navigation in Structured Indoor Environmentscited by 21
- 2021Greedy-Based Feature Selection for Efficient LiDAR SLAMcited by 9
- 2021Real-time Multi-Adaptive-Resolution-Surfel 6D LiDAR Odometry using Continuous-time Trajectory Optimizationcited by 9
- 2023Milestones in Autonomous Driving and Intelligent Vehicles Part II: Perception and Planningcited by 9
- 2025Ev-3DOD: Pushing the Temporal Boundaries of 3D Object Detection with Event Camerascited by 8
- 2022Intensity Image-based LiDAR Fiducial Marker Systemcited by 4
- 2023TransFusionOdom: Interpretable Transformer-based LiDAR-Inertial Fusion Odometry Estimationcited by 4
- 2023Learning Parallax for Stereo Event-based Motion Deblurringcited by 4
- 2021MFuseNet: Robust Depth Estimation with Learned Multiscopic Fusioncited by 3
12 most cited of 34 All 34 (JSON)
- 2026FMCW-LIO: A Doppler LiDAR-Inertial Odometry24 Sep 2026
- 2026The Coastline as a Structural Constraint: Harnessing Scene Geometry for Autonomous Surface Vessel Localization21 Aug 2026
- 2025DCReg: Decoupled Characterization for Efficient Degenerate LiDAR Registration8 Sep 2025
- 2025Dense-depth map guided deep Lidar-Visual Odometry with Sparse Point Clouds and Images21 Jul 2025
- 2025Incorporating GNSS Information with LIDAR-Inertial Odometry for Accurate Land-Vehicle Localization29 Mar 2025
- 2025Ev-3DOD: Pushing the Temporal Boundaries of 3D Object Detection with Event Cameras26 Feb 2025
- 2025CAR-LOAM: Color-Assisted Robust LiDAR Odometry and Mapping24 Feb 2025
- 2025Deep Neural Networks for Accurate Depth Estimation with Latent Space Features17 Feb 2025
- 2025KN-LIO: Geometric Kinematics and Neural Field Coupled LiDAR-Inertial Odometry8 Jan 2025
- 2025Universal Online Temporal Calibration for Optimization-based Visual-Inertial Navigation Systems3 Jan 2025
- 2024Reliable-loc: Robust sequential LiDAR global localization in large-scale street scenes based on verifiable cues9 Nov 2024
- 2024Monocular Localization with Semantics Map for Autonomous Vehicles6 Jun 2024
12 newest of 34 All 34 (JSON)