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Gaze Tracking and Point Estimation Using Low-Cost Head-Mounted Devices †
In this study, a head-mounted device was developed to track the gaze of the eyes and estimate the gaze point on the user’s visual plane. To provide a cost-effective vision tracking solution, this head-mounted device is combined with a sized endoscope camera, infrared light, and mobile phone; the dev...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7181118/ https://www.ncbi.nlm.nih.gov/pubmed/32235523 http://dx.doi.org/10.3390/s20071917 |
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author | Lee, Ko-Feng Chen, Yen-Lin Yu, Chao-Wei Chin, Kai-Yi Wu, Chen-Han |
author_facet | Lee, Ko-Feng Chen, Yen-Lin Yu, Chao-Wei Chin, Kai-Yi Wu, Chen-Han |
author_sort | Lee, Ko-Feng |
collection | PubMed |
description | In this study, a head-mounted device was developed to track the gaze of the eyes and estimate the gaze point on the user’s visual plane. To provide a cost-effective vision tracking solution, this head-mounted device is combined with a sized endoscope camera, infrared light, and mobile phone; the devices are also implemented via 3D printing to reduce costs. Based on the proposed image pre-processing techniques, the system can efficiently extract and estimate the pupil ellipse from the camera module. A 3D eye model was also developed to effectively locate eye gaze points from extracted eye images. In the experimental results, average accuracy, precision, and recall rates of the proposed system can achieve an average of over 97%, which can demonstrate the efficiency of the proposed system. This study can be widely used in the Internet of Things, virtual reality, assistive devices, and human-computer interaction applications. |
format | Online Article Text |
id | pubmed-7181118 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-71811182020-04-30 Gaze Tracking and Point Estimation Using Low-Cost Head-Mounted Devices † Lee, Ko-Feng Chen, Yen-Lin Yu, Chao-Wei Chin, Kai-Yi Wu, Chen-Han Sensors (Basel) Article In this study, a head-mounted device was developed to track the gaze of the eyes and estimate the gaze point on the user’s visual plane. To provide a cost-effective vision tracking solution, this head-mounted device is combined with a sized endoscope camera, infrared light, and mobile phone; the devices are also implemented via 3D printing to reduce costs. Based on the proposed image pre-processing techniques, the system can efficiently extract and estimate the pupil ellipse from the camera module. A 3D eye model was also developed to effectively locate eye gaze points from extracted eye images. In the experimental results, average accuracy, precision, and recall rates of the proposed system can achieve an average of over 97%, which can demonstrate the efficiency of the proposed system. This study can be widely used in the Internet of Things, virtual reality, assistive devices, and human-computer interaction applications. MDPI 2020-03-30 /pmc/articles/PMC7181118/ /pubmed/32235523 http://dx.doi.org/10.3390/s20071917 Text en © 2020 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 (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Lee, Ko-Feng Chen, Yen-Lin Yu, Chao-Wei Chin, Kai-Yi Wu, Chen-Han Gaze Tracking and Point Estimation Using Low-Cost Head-Mounted Devices † |
title | Gaze Tracking and Point Estimation Using Low-Cost Head-Mounted Devices † |
title_full | Gaze Tracking and Point Estimation Using Low-Cost Head-Mounted Devices † |
title_fullStr | Gaze Tracking and Point Estimation Using Low-Cost Head-Mounted Devices † |
title_full_unstemmed | Gaze Tracking and Point Estimation Using Low-Cost Head-Mounted Devices † |
title_short | Gaze Tracking and Point Estimation Using Low-Cost Head-Mounted Devices † |
title_sort | gaze tracking and point estimation using low-cost head-mounted devices † |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7181118/ https://www.ncbi.nlm.nih.gov/pubmed/32235523 http://dx.doi.org/10.3390/s20071917 |
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