An Adaptive Threshold Method for Ground Segmentation

Libin Ye, Jing Li*, Junzheng Wang

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Aiming at the problem that the accuracy and real-time of ground segmentation cannot be guaranteed at the same time in the complex scene of lidar point cloud, an adaptive lidar ground segmentation algorithm is proposed. Firstly, the physical characteristics of lidar and the maximum slope of the road scene are used for the rough segmentation. Then, based on the ray characteristics of the lidar, the piecewise linear fitting algorithm with adaptive threshold is designed for the sub-region to screen the cloud of scenic spots. Combined with laboratory experiment platform “YouLong” for three common road scenes are analyzed, the results show that the algorithm in this paper has higher accuracy and recall rate. The single frame recall rate and accuracy stability are both above 0.82. The processing time is short, each frame data available about 15 ms, which meet the real-time requirements of driverless vehicles. The algorithm does not need to preset system threshold according to the actual situation of the road slop, which has the common use of the significance and value.

Original languageEnglish
Title of host publicationProceedings of 2022 International Conference on Autonomous Unmanned Systems, ICAUS 2022
EditorsWenxing Fu, Mancang Gu, Yifeng Niu
PublisherSpringer Science and Business Media Deutschland GmbH
Pages1268-1277
Number of pages10
ISBN (Print)9789819904785
DOIs
Publication statusPublished - 2023
EventInternational Conference on Autonomous Unmanned Systems, ICAUS 2022 - Xi'an, China
Duration: 23 Sept 202225 Sept 2022

Publication series

NameLecture Notes in Electrical Engineering
Volume1010 LNEE
ISSN (Print)1876-1100
ISSN (Electronic)1876-1119

Conference

ConferenceInternational Conference on Autonomous Unmanned Systems, ICAUS 2022
Country/TerritoryChina
CityXi'an
Period23/09/2225/09/22

Keywords

  • Adaptive
  • Complex road
  • Ground segmentation
  • Lidar
  • Piecewise

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