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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...

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Detalles Bibliográficos
Autores principales: Krstinić, Damir, Skelin, Ana Kuzmanić, Milatić, Ivan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2014
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.
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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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