A survey on ground segmentation methods for automotive LiDAR sensors

T Gomes, D Matias, A Campos, L Cunha, R Roriz - Sensors, 2023 - mdpi.com
In the near future, autonomous vehicles with full self-driving features will populate our public
roads. However, fully autonomous cars will require robust perception systems to safely …

Patchwork++: Fast and robust ground segmentation solving partial under-segmentation using 3d point cloud

S Lee, H Lim, H Myung - 2022 IEEE/RSJ International …, 2022 - ieeexplore.ieee.org
In the field of 3D perception using 3D LiDAR sensors, ground segmentation is an essential
task for various purposes, such as traversable area detection and object recognition. Under …

DreamWaQ: Learning robust quadrupedal locomotion with implicit terrain imagination via deep reinforcement learning

IMA Nahrendra, B Yu, H Myung - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Quadrupedal robots resemble the physical ability of legged animals to walk through
unstructured terrains. However, designing a controller for quadrupedal robots poses a …

Robust multi-task learning network for complex LiDAR point cloud data preprocessing

L Zhao, Y Hu, X Yang, Z Dou, L Kang - Expert Systems with Applications, 2024 - Elsevier
The utilization of 3D point clouds acquired via Light Detection and Ranging (LiDAR) is
widespread in the fields of autonomous driving, satellite remote sensing, and spatial …

A single correspondence is enough: Robust global registration to avoid degeneracy in urban environments

H Lim, S Yeon, S Ryu, Y Lee, Y Kim… - … on robotics and …, 2022 - ieeexplore.ieee.org
Global registration using 3D point clouds is a crucial technology for mobile platforms to
achieve localization or manage loop-closing situations. In recent years, numerous …

Static map generation from 3D LiDAR point clouds exploiting ground segmentation

M Arora, L Wiesmann, X Chen, C Stachniss - Robotics and Autonomous …, 2023 - Elsevier
A clean and reliable map of the environment is key for a variety of robotic tasks including
localization, path planning, and navigation. Dynamic objects are an inherent part of our …