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Awesome FMCW-LiDAR

A curated list of FMCW-LiDAR papers and resources.

Paper

Object Detection

Index Paper Title Date Reference Datasets Link Device
1 HeLiMOS: A Dataset for Moving Object Segmentation in 3D Point Clouds From Heterogeneous LiDAR Sensors 2024 CVPR https://sites.google.com/view/helimos Aeva Aeries II

Datasets

Index Paper Title Date Reference Datasets Link Device
1 HeLiPR: Heterogeneous LiDAR Dataset for inter-LiDAR Place Recognition under Spatial and Temporal Variations 2024 IJRR https://sites.google.com/view/heliprdataset/ Aeva Aeries II

Point Cloud Registration

Index Paper Title Date Reference Code Device
1 DICP: Doppler Iterative Closest Point Algorithm 2022 RSS https://github.com/aevainc/Doppler-ICP Aeva Aeries I FMCW Lidar and CARLA simulator
2 Extended Object Tracking with Doppler velocity-based Point Registration 2023 IEEE Symposium Sensor Data Fusion and International Conference on Multisensor Fusion and Integration NULL AEVA’s Aeries II FMCW LiDAR

Odometry

Index Paper Title Date Reference Code Device Provide Open Datasets?
1 Picking Up Speed: Continuous-Time Lidar-Only Odometry using Doppler Velocity Measurements 2023 RAL https://github.com/utiasASRL/steam_icp Aeva Aeries I FMCW LiDAR link
2 Need for Speed: Fast Correspondence-Free Lidar Odometry Using Doppler Velocity 2023 IROS NULL Aeva Aeries I FMCW LiDAR NULL
3 FMCW-LIO: A Robust Doppler-Aided LiDAR-Inertial Odometry 2024 RAL https://github.com/IMRL/FMCW-LIO Aeva Aeries II FMCW LiDAR ToDo
4 Free-Init: Scan-Free, Motion-Free, and Correspondence-Free Initialization for Doppler LiDAR-Inertial Systems 2024 RAL https://github.com/IMRL/FreeIni Aeva Aeries II FMCW LiDAR ToDo
5 Efficient Doppler LiDAR Odometry using Scan Slicing and Vehicle Kinematics 2024 TIM https://github.com/NEU-REAL/4DLO Dataset NULL

Detection/Segmentation/Tracking

Index Paper Title Date Reference Code Device Open Datasets
1 Learning Moving-Object Tracking with FMCW LiDAR 2022 IROS NULL Guangshao 2.0 FMCW LiDAR NULL

Survey

Index Paper Title Date Reference Website
1 LiDAR Odometry Survey: Recent Advancements and Remaining Challenges 2024 Intelligent Service Robotics link

Simulator

Application

Index Paper/Project Title Reference Authors Date
1 Applications of Mobile LiDAR for Ultra-High Resolution and GPS-Denied Terrain Mapping in Planetary Analog Environments 54th Lunar and Planetary Science Conference (LPSC). NASA 2023

FMCW-LiDAR Device

TODO LIST

  • Different models FMCW-LIDAR parameter comparison

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