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A 3D Modeling Method of Indoor Objects Using Kinect Sensor

  • Beihang University

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

Abstract

Indoor 3D object modeling is often used for object recognition, location and other robot manipulating task. In this paper, we put forward a common method to build 3D model of household object for robotic grasping. The point clouds including object from different viewpoints are captured from the Microsoft's Kinect v2 sensor. A pixel filtering approach is used to process depth image and morphology algorithm is implemented to filter noise points in the point clouds of object. FPFH descriptor is extracted from each point. Sample Consensus Initial Alignment and ICP algorithm is used to register two adjacent point cloud accurately. Based on a closed-loop optimization method, the cumulative error from continuous registration is reduced. We build some 3D models of indoor objects through the proposed approach. The experiment results shows that the method is convenient and can meet the accuracy requirements.

Original languageEnglish
Title of host publicationProceedings - 2017 10th International Symposium on Computational Intelligence and Design, ISCID 2017
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages64-68
Number of pages5
ISBN (Electronic)9781538636749
DOIs
StatePublished - 2 Jul 2017
Event10th International Symposium on Computational Intelligence and Design, ISCID 2017 - Hangzhou, Zhejiang, China
Duration: 9 Dec 201710 Dec 2017

Publication series

NameProceedings - 2017 10th International Symposium on Computational Intelligence and Design, ISCID 2017
Volume1 2018-January

Conference

Conference10th International Symposium on Computational Intelligence and Design, ISCID 2017
Country/TerritoryChina
CityHangzhou, Zhejiang
Period9/12/1710/12/17

Keywords

  • 3D modeling
  • kinect
  • point cloud preprocessing
  • sample consensus initial alignment

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