A Robust Gaussian Process-Based LiDAR Ground Segmentation Algorithm for Autonomous Driving

X Jin, H Yang, X Liao, Z Yan, Q Wang, Z Li, Z Wang - Machines, 2022 - mdpi.com
… acceptable and can achieve the real-time performance of autonomous driving. The average
… Gaussian process regression based ground segmentation for autonomous land vehicles. In …

A Novel Gaussian Process Based Ground Segmentation Algorithm with Local-Smoothness Estimation

P Mehrabi, HD Taghirad - arXiv preprint arXiv:2112.05847, 2021 - arxiv.org
… shows more interest in autonomous land vehicles (ALV) with … This real-time applicable
ground segmentation procedure … and ground segmentation is needed to enable further real-time

A gaussian process-based ground segmentation for sloped terrains

P Mehrabi, HD Taghirad - 2021 9th RSI International …, 2021 - ieeexplore.ieee.org
autonomy of driver–less cars is not favorable anymore to be considered as one’s farfetched
ambition. Autonomous Land Vehicle’… Reference [4] handles real-time segmentation problem …

Robust Ground Segmentation for Autonomous Driving Using Sparse Gaussian Process Regression

X Jin, H Yang, Z Yan, Q Wang - IFAC-PapersOnLine, 2021 - Elsevier
… Abstract: In this paper, a robust ground segmentation algorithm based on Gaussian Process
Gaussianprocess-based real-time ground segmentation for autonomous land vehicles. …

A Segment-Wise Gaussian Process-Based Ground Segmentation With Local Smoothness Estimation

P Mehrabi, HD Taghirad - 2022 10th RSI International …, 2022 - ieeexplore.ieee.org
… for real-time applications. … cars or autonomous vehicles, the behavior of the ground ahead
is key, the proposed method can be used in a situation where the ground ahead of the vehicle

A probabilistic framework for dynamic object recognition in 3d environment with a novel continuous ground estimation method

P Mehrabi - arXiv preprint arXiv:2201.11608, 2022 - arxiv.org
… 112 5.4 Ground segmentation results for two different … In this thesis our definition of Autonomous
Land Vehicle (ALV) is … to ensure suitable real-time performance of the vehicle. A three-…

Heuristic monte carlo algorithm for unmanned ground vehicles realtime localization and mapping

D Chen, J Weng, F Huang, J Zhou… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… environment is a major problem in autonomous unmanned ground vehicle (UGV) navigation.
Gaussian-process-based real-time ground segmentation for autonomous land vehicles. …

A survey on ground segmentation methods for automotive LiDAR sensors

T Gomes, D Matias, A Campos, L Cunha, R Roriz - Sensors, 2023 - mdpi.com
… area can be detected more efficiently since there are less points to process, which improves
the navigation features of the autonomous car while keeping the real-time requirements. …

Fast ground segmentation for 3d lidar point cloud based on jump-convolution-process

Z Shen, H Liang, L Lin, Z Wang, W Huang, J Yu - Remote Sensing, 2021 - mdpi.com
… can obtain accurate segmentation results in various scenes and run in real-time. Compared
… Gaussian process regression based ground segmentation for autonomous land vehicles. In …

A fast point cloud ground segmentation approach based on coarse-to-fine Markov random field

W Huang, H Liang, L Lin, Z Wang… - … Transportation …, 2021 - ieeexplore.ieee.org
Autonomous driving systems also need to ensure that the methods used can run in … obtain
accurate ground segmentation results in various scenarios and run in real-time. Compared …