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Assessment of eye fatigue caused by head-mounted displays using eye-tracking
BACKGROUND: Head-mounted displays (HMDs) and virtual reality (VR) have been frequently used in recent years, and a user’s experience and computation efficiency could be assessed by mounting eye-trackers. However, in addition to visually induced motion sickness (VIMS), eye fatigue has increasingly em...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6858717/ https://www.ncbi.nlm.nih.gov/pubmed/31729983 http://dx.doi.org/10.1186/s12938-019-0731-5 |
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author | Wang, Yan Zhai, Guangtao Chen, Sichao Min, Xiongkuo Gao, Zhongpai Song, Xuefei |
author_facet | Wang, Yan Zhai, Guangtao Chen, Sichao Min, Xiongkuo Gao, Zhongpai Song, Xuefei |
author_sort | Wang, Yan |
collection | PubMed |
description | BACKGROUND: Head-mounted displays (HMDs) and virtual reality (VR) have been frequently used in recent years, and a user’s experience and computation efficiency could be assessed by mounting eye-trackers. However, in addition to visually induced motion sickness (VIMS), eye fatigue has increasingly emerged during and after the viewing experience, highlighting the necessity of quantitatively assessment of the detrimental effects. As no measurement method for the eye fatigue caused by HMDs has been widely accepted, we detected parameters related to optometry test. We proposed a novel computational approach for estimation of eye fatigue by providing various verifiable models. RESULTS: We implemented three classifications and two regressions to investigate different feature sets, which led to present two valid assessment models for eye fatigue by employing blinking features and eye movement features with the ground truth of indicators for optometry test. Three graded results and one continuous result were provided by each model, respectively, which caused the whole result to be repeatable and comparable. CONCLUSION: We showed differences between VIMS and eye fatigue, and we also presented a new scheme to assess eye fatigue of HMDs users by analysis of parameters of the eye tracker. |
format | Online Article Text |
id | pubmed-6858717 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-68587172019-11-29 Assessment of eye fatigue caused by head-mounted displays using eye-tracking Wang, Yan Zhai, Guangtao Chen, Sichao Min, Xiongkuo Gao, Zhongpai Song, Xuefei Biomed Eng Online Research BACKGROUND: Head-mounted displays (HMDs) and virtual reality (VR) have been frequently used in recent years, and a user’s experience and computation efficiency could be assessed by mounting eye-trackers. However, in addition to visually induced motion sickness (VIMS), eye fatigue has increasingly emerged during and after the viewing experience, highlighting the necessity of quantitatively assessment of the detrimental effects. As no measurement method for the eye fatigue caused by HMDs has been widely accepted, we detected parameters related to optometry test. We proposed a novel computational approach for estimation of eye fatigue by providing various verifiable models. RESULTS: We implemented three classifications and two regressions to investigate different feature sets, which led to present two valid assessment models for eye fatigue by employing blinking features and eye movement features with the ground truth of indicators for optometry test. Three graded results and one continuous result were provided by each model, respectively, which caused the whole result to be repeatable and comparable. CONCLUSION: We showed differences between VIMS and eye fatigue, and we also presented a new scheme to assess eye fatigue of HMDs users by analysis of parameters of the eye tracker. BioMed Central 2019-11-15 /pmc/articles/PMC6858717/ /pubmed/31729983 http://dx.doi.org/10.1186/s12938-019-0731-5 Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Wang, Yan Zhai, Guangtao Chen, Sichao Min, Xiongkuo Gao, Zhongpai Song, Xuefei Assessment of eye fatigue caused by head-mounted displays using eye-tracking |
title | Assessment of eye fatigue caused by head-mounted displays using eye-tracking |
title_full | Assessment of eye fatigue caused by head-mounted displays using eye-tracking |
title_fullStr | Assessment of eye fatigue caused by head-mounted displays using eye-tracking |
title_full_unstemmed | Assessment of eye fatigue caused by head-mounted displays using eye-tracking |
title_short | Assessment of eye fatigue caused by head-mounted displays using eye-tracking |
title_sort | assessment of eye fatigue caused by head-mounted displays using eye-tracking |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6858717/ https://www.ncbi.nlm.nih.gov/pubmed/31729983 http://dx.doi.org/10.1186/s12938-019-0731-5 |
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