NDLI: 3D plane detection for robot perception applying particle swarm optimization

Content Provider	IEEE Xplore Digital Library
Author	Masuta, H. Makino, S. Hun-ok Lim
Copyright Year	2014
Description	Author affiliation: Dept. of Intell. Syst. Design Eng., Toyama Prefectural Univ., Imizu, Japan (Masuta, H.) \|\| Dept. of Mech. Eng., Kanagawa Univ., Yokohama, Japan (Makino, S.; Hun-ok Lim)
Abstract	This article describes a 3D plane detection method for an intelligent robot to perceive an unknown object with 3D range sensor. Previously, various method has been proposed to perceive unknown environment. However, the previous unknown object detection method has problems which are high computational costs and low-accuracy for small object. In order to solve the mentioned problems, we have proposed an online processable unknown object detection based on a 3D plane detection method. The proposed method consists of simple plane detection applying particle swarm optimization (PSO) with region growing (RG) and integrated object plane detection. The simple plane detection is focused on small plane detection and reducing computational costs. To improve the accuracy, we apply PSO and RG. And, integrated object plane detection focuses on stability of detecting plane. As experimental results, we show that the computational cost is reduced to be able to calculate in real time for robot operation. And, the proposed method detects small planes of specific objects. Furthermore, we discuss the capability of proposed method which coordinate the ability of reducing computational costs and improving the plane detection accuracy.
Starting Page	549
Ending Page	554
File Size	2710684
Page Count	6
File Format	PDF
ISBN	9781889335490
DOI	10.1109/WAC.2014.6936041
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2014-08-03
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	TSI Press
Subject Keyword	Three-dimensional displays Robot sensing systems Robot kinematics Size measurement region growing Plane detection retinal structured model 3D range sensor robot vision
Content Type	Text
Resource Type	Article

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