Improved Heading Direction Interpretation Via Optical Flow Using Selected Region Of Interest

In this paper, a technique of motion processing and analysis based on optical flow to gather information of heading direction from a vision system is presented. Instead of using the complete frame to determine the heading direction, in this paper, a region of interest (ROI) is used to calculate the...

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Main Authors: Zainal, Zairulazha, Ramli, Rizauddin, Mustafa, Mohd Marzuki
Format: Article
Language:English
Published: Elsevier Ltd. 2012
Subjects:
Online Access:http://eprints.utem.edu.my/id/eprint/21805/2/IRIS2012.pdf
http://eprints.utem.edu.my/id/eprint/21805/
https://www.sciencedirect.com/science/article/pii/S1877705812027142?via%3Dihub
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spelling my.utem.eprints.218052021-08-17T22:45:42Z http://eprints.utem.edu.my/id/eprint/21805/ Improved Heading Direction Interpretation Via Optical Flow Using Selected Region Of Interest Zainal, Zairulazha Ramli, Rizauddin Mustafa, Mohd Marzuki T Technology (General) TA Engineering (General). Civil engineering (General) In this paper, a technique of motion processing and analysis based on optical flow to gather information of heading direction from a vision system is presented. Instead of using the complete frame to determine the heading direction, in this paper, a region of interest (ROI) is used to calculate the heading direction. The selection of this ROI is based on the vector's magnitude dispersion criteria. This value is used as a visual feedback to a control system. The performance of proposed technique is compared to the true heading and the error is evaluated using root mean square error (RMSE). From the results, it shows that by appropriate selection of the region where the information from the optical flow is used, the visual feedback information results in less overshoot and undershoot in terms of its response. Elsevier Ltd. 2012 Article PeerReviewed text en http://eprints.utem.edu.my/id/eprint/21805/2/IRIS2012.pdf Zainal, Zairulazha and Ramli, Rizauddin and Mustafa, Mohd Marzuki (2012) Improved Heading Direction Interpretation Via Optical Flow Using Selected Region Of Interest. Procedia Engineering, 41. pp. 1298-1306. ISSN 1877-7058 https://www.sciencedirect.com/science/article/pii/S1877705812027142?via%3Dihub 10.1016/j.proeng.2012.07.314
institution Universiti Teknikal Malaysia Melaka
building UTEM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknikal Malaysia Melaka
content_source UTEM Institutional Repository
url_provider http://eprints.utem.edu.my/
language English
topic T Technology (General)
TA Engineering (General). Civil engineering (General)
spellingShingle T Technology (General)
TA Engineering (General). Civil engineering (General)
Zainal, Zairulazha
Ramli, Rizauddin
Mustafa, Mohd Marzuki
Improved Heading Direction Interpretation Via Optical Flow Using Selected Region Of Interest
description In this paper, a technique of motion processing and analysis based on optical flow to gather information of heading direction from a vision system is presented. Instead of using the complete frame to determine the heading direction, in this paper, a region of interest (ROI) is used to calculate the heading direction. The selection of this ROI is based on the vector's magnitude dispersion criteria. This value is used as a visual feedback to a control system. The performance of proposed technique is compared to the true heading and the error is evaluated using root mean square error (RMSE). From the results, it shows that by appropriate selection of the region where the information from the optical flow is used, the visual feedback information results in less overshoot and undershoot in terms of its response.
format Article
author Zainal, Zairulazha
Ramli, Rizauddin
Mustafa, Mohd Marzuki
author_facet Zainal, Zairulazha
Ramli, Rizauddin
Mustafa, Mohd Marzuki
author_sort Zainal, Zairulazha
title Improved Heading Direction Interpretation Via Optical Flow Using Selected Region Of Interest
title_short Improved Heading Direction Interpretation Via Optical Flow Using Selected Region Of Interest
title_full Improved Heading Direction Interpretation Via Optical Flow Using Selected Region Of Interest
title_fullStr Improved Heading Direction Interpretation Via Optical Flow Using Selected Region Of Interest
title_full_unstemmed Improved Heading Direction Interpretation Via Optical Flow Using Selected Region Of Interest
title_sort improved heading direction interpretation via optical flow using selected region of interest
publisher Elsevier Ltd.
publishDate 2012
url http://eprints.utem.edu.my/id/eprint/21805/2/IRIS2012.pdf
http://eprints.utem.edu.my/id/eprint/21805/
https://www.sciencedirect.com/science/article/pii/S1877705812027142?via%3Dihub
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score 13.18916