Multi-feature extraction for drivable road region detection with a two-dimensional Laser Range Finder

Yuwen Hu*, Xin Li, Jianwei Gong

*Corresponding author for this work

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

1 Citation (Scopus)

Abstract

A multi-feature extraction method using a single 2D Laser Range Finder is proposed to provide the information of drivable road region for the Unmanned Ground Vehicle in structured environment. The whole process consists of two main steps: first, the curbs are extracted from the range data using the wavelet transform method, and evaluated by a road scanning model; then, the drivable region is detected based on the average height and flatness. A mathematical model for curb and road detection based on grid map is built to guide the vehicle. The algorithm distinguishes itself from the most existing methods which detect curbs only, it takes advantage of the flatness of surface between extracted curbs is employed as another feature for drivable road region detection. Furthermore, laser intensity data from the same laser range finder is introduced to supply a new restriction for surface evaluation. Experimental results verify the feasibility and stability of the method.

Original languageEnglish
Title of host publicationMulti-Functional Materials and Structures Engineering
Pages381-386
Number of pages6
DOIs
Publication statusPublished - 2011
Event2011 International Conference on Multi-functional Materials and Structures Engineering, ICMMSE 2011 - Suzhou, China
Duration: 11 Jun 201112 Jun 2011

Publication series

NameAdvanced Materials Research
Volume304
ISSN (Print)1022-6680

Conference

Conference2011 International Conference on Multi-functional Materials and Structures Engineering, ICMMSE 2011
Country/TerritoryChina
CitySuzhou
Period11/06/1112/06/11

Keywords

  • Data analysis
  • Intelligent vehicle
  • Laser range finder
  • Road region detection

Fingerprint

Dive into the research topics of 'Multi-feature extraction for drivable road region detection with a two-dimensional Laser Range Finder'. Together they form a unique fingerprint.

Cite this