An Autotuning Hybrid Method with Bayesian Optimization for Road Edge Extraction in Highway Systems from Point Clouds

An Autotuning Hybrid Method with Bayesian Optimization for Road Edge Extraction in Highway Systems from Point Clouds

In transportation infrastructure systems, feature images and spatial characteristics are generally utilized as complementary elements derived from point clouds for road edge extraction, but the involvement of one or more hyperparameters in each makes the extraction complicated. This study proposes a...

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Bibliographic Details
Main Authors: Jingxu Chen, Qiru Cao, Mingzhuang Hua, Jinyang Liu, Jie Ma, Di Wang, Aoxiang Liu
Format: Article
Language:English
Published: MDPI AG 2024-11-01
Series:Systems
Subjects:
highway systems
point clouds
road edge extraction
Bayesian optimization
hyperparameter combination
Online Access:https://www.mdpi.com/2079-8954/12/11/480
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