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Laser Spot Tracking Based on Modified Circular Hough Transform and Motion Pattern Analysis
Laser pointers are one of the most widely used interactive and pointing devices in different human-computer interaction systems. Existing approaches to vision-based laser spot tracking are designed for controlled indoor environments with the main assumption that the laser spot is very bright, if not...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4279473/ https://www.ncbi.nlm.nih.gov/pubmed/25350502 http://dx.doi.org/10.3390/s141120112 |
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author | Krstinić, Damir Skelin, Ana Kuzmanić Milatić, Ivan |
author_facet | Krstinić, Damir Skelin, Ana Kuzmanić Milatić, Ivan |
author_sort | Krstinić, Damir |
collection | PubMed |
description | Laser pointers are one of the most widely used interactive and pointing devices in different human-computer interaction systems. Existing approaches to vision-based laser spot tracking are designed for controlled indoor environments with the main assumption that the laser spot is very bright, if not the brightest, spot in images. In this work, we are interested in developing a method for an outdoor, open-space environment, which could be implemented on embedded devices with limited computational resources. Under these circumstances, none of the assumptions of existing methods for laser spot tracking can be applied, yet a novel and fast method with robust performance is required. Throughout the paper, we will propose and evaluate an efficient method based on modified circular Hough transform and Lucas–Kanade motion analysis. Encouraging results on a representative dataset demonstrate the potential of our method in an uncontrolled outdoor environment, while achieving maximal accuracy indoors. Our dataset and ground truth data are made publicly available for further development. |
format | Online Article Text |
id | pubmed-4279473 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-42794732015-01-15 Laser Spot Tracking Based on Modified Circular Hough Transform and Motion Pattern Analysis Krstinić, Damir Skelin, Ana Kuzmanić Milatić, Ivan Sensors (Basel) Article Laser pointers are one of the most widely used interactive and pointing devices in different human-computer interaction systems. Existing approaches to vision-based laser spot tracking are designed for controlled indoor environments with the main assumption that the laser spot is very bright, if not the brightest, spot in images. In this work, we are interested in developing a method for an outdoor, open-space environment, which could be implemented on embedded devices with limited computational resources. Under these circumstances, none of the assumptions of existing methods for laser spot tracking can be applied, yet a novel and fast method with robust performance is required. Throughout the paper, we will propose and evaluate an efficient method based on modified circular Hough transform and Lucas–Kanade motion analysis. Encouraging results on a representative dataset demonstrate the potential of our method in an uncontrolled outdoor environment, while achieving maximal accuracy indoors. Our dataset and ground truth data are made publicly available for further development. MDPI 2014-10-27 /pmc/articles/PMC4279473/ /pubmed/25350502 http://dx.doi.org/10.3390/s141120112 Text en © 2014 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/). |
spellingShingle | Article Krstinić, Damir Skelin, Ana Kuzmanić Milatić, Ivan Laser Spot Tracking Based on Modified Circular Hough Transform and Motion Pattern Analysis |
title | Laser Spot Tracking Based on Modified Circular Hough Transform and Motion Pattern Analysis |
title_full | Laser Spot Tracking Based on Modified Circular Hough Transform and Motion Pattern Analysis |
title_fullStr | Laser Spot Tracking Based on Modified Circular Hough Transform and Motion Pattern Analysis |
title_full_unstemmed | Laser Spot Tracking Based on Modified Circular Hough Transform and Motion Pattern Analysis |
title_short | Laser Spot Tracking Based on Modified Circular Hough Transform and Motion Pattern Analysis |
title_sort | laser spot tracking based on modified circular hough transform and motion pattern analysis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4279473/ https://www.ncbi.nlm.nih.gov/pubmed/25350502 http://dx.doi.org/10.3390/s141120112 |
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