Low-Cost Human–Machine Interface for Computer Control with Facial Landmark Detection and Voice Commands

Nowadays, daily life involves the extensive use of computers, since human beings are immersed in a technological society. Therefore, it is mandatory to interact with computers, which represents a true disadvantage for people with upper limb disabilities. In this context, this work aims to develop an...

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Autore principale: Ramos, Pablo (author)
Altri autori: Zapata, Mireya (author), Valencia, Kevin (author), Vargas, Vanessa (author), Ramos-Galarza, Carlos (author)
Natura: article
Lingua:eng
Pubblicazione: 2022
Accesso online:https://www.mdpi.com/1424-8220/22/23/9279
https://hdl.handle.net/20.500.14809/4161
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author Ramos, Pablo
author2 Zapata, Mireya
Valencia, Kevin
Vargas, Vanessa
Ramos-Galarza, Carlos
author2_role author
author
author
author
author_facet Ramos, Pablo
Zapata, Mireya
Valencia, Kevin
Vargas, Vanessa
Ramos-Galarza, Carlos
author_role author
collection Repositorio Universidad Tecnológica Indoamérica
dc.creator.none.fl_str_mv Ramos, Pablo
Zapata, Mireya
Valencia, Kevin
Vargas, Vanessa
Ramos-Galarza, Carlos
dc.date.none.fl_str_mv 2022-12-29T00:09:39Z
2022-12-29T00:09:39Z
2022
dc.identifier.none.fl_str_mv https://www.mdpi.com/1424-8220/22/23/9279
https://hdl.handle.net/20.500.14809/4161
dc.language.none.fl_str_mv eng
dc.publisher.none.fl_str_mv SensorsOpen Access. Volume 22, Issue 23
dc.rights.none.fl_str_mv https://creativecommons.org/licenses/by/4.0/
info:eu-repo/semantics/openAccess
dc.source.none.fl_str_mv reponame:Repositorio Universidad Tecnológica Indoamérica
instname:Universidad Tecnológica Indoamérica
instacron:UTI
dc.title.none.fl_str_mv Low-Cost Human–Machine Interface for Computer Control with Facial Landmark Detection and Voice Commands
dc.type.none.fl_str_mv info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/article
description Nowadays, daily life involves the extensive use of computers, since human beings are immersed in a technological society. Therefore, it is mandatory to interact with computers, which represents a true disadvantage for people with upper limb disabilities. In this context, this work aims to develop an interface for emulating mouse and keyboard functions (EMKEY) by applying concepts of artificial vision and voice recognition to replace the use of hands. Pointer control is achieved by head movement, whereas voice recognition is used to perform interface functionalities, including speech-to-text transcription. To evaluate the interface’s usability and usefulness, two studies were carried out. The first study was performed with 30 participants without physical disabilities. Throughout this study, there were significant correlations found between the emulator’s usability and aspects such as adaptability, execution time, and the participant’s age. In the second study, the use of the emulator was analyzed by four participants with motor disabilities. It was found that the interface was best used by the participant with cerebral palsy, followed by the participants with upper limb paralysis, spina bifida, and muscular dystrophy. In general, the results show that the proposed interface is easy to use, practical, fairly accurate, and works on a wide range of computers.
eu_rights_str_mv openAccess
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instacron_str UTI
institution UTI
instname_str Universidad Tecnológica Indoamérica
language eng
network_acronym_str UTI
network_name_str Repositorio Universidad Tecnológica Indoamérica
oai_identifier_str oai:repositorio.uti.edu.ec:20.500.14809/4161
publishDate 2022
publisher.none.fl_str_mv SensorsOpen Access. Volume 22, Issue 23
reponame_str Repositorio Universidad Tecnológica Indoamérica
repository.mail.fl_str_mv .
repository.name.fl_str_mv Repositorio Universidad Tecnológica Indoamérica - Universidad Tecnológica Indoamérica
repository_id_str 0
rights_invalid_str_mv https://creativecommons.org/licenses/by/4.0/
spelling Low-Cost Human–Machine Interface for Computer Control with Facial Landmark Detection and Voice CommandsRamos, PabloZapata, MireyaValencia, KevinVargas, VanessaRamos-Galarza, CarlosNowadays, daily life involves the extensive use of computers, since human beings are immersed in a technological society. Therefore, it is mandatory to interact with computers, which represents a true disadvantage for people with upper limb disabilities. In this context, this work aims to develop an interface for emulating mouse and keyboard functions (EMKEY) by applying concepts of artificial vision and voice recognition to replace the use of hands. Pointer control is achieved by head movement, whereas voice recognition is used to perform interface functionalities, including speech-to-text transcription. To evaluate the interface’s usability and usefulness, two studies were carried out. The first study was performed with 30 participants without physical disabilities. Throughout this study, there were significant correlations found between the emulator’s usability and aspects such as adaptability, execution time, and the participant’s age. In the second study, the use of the emulator was analyzed by four participants with motor disabilities. It was found that the interface was best used by the participant with cerebral palsy, followed by the participants with upper limb paralysis, spina bifida, and muscular dystrophy. In general, the results show that the proposed interface is easy to use, practical, fairly accurate, and works on a wide range of computers.SensorsOpen Access. Volume 22, Issue 232022-12-29T00:09:39Z2022-12-29T00:09:39Z2022info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttps://www.mdpi.com/1424-8220/22/23/9279https://hdl.handle.net/20.500.14809/4161enghttps://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessreponame:Repositorio Universidad Tecnológica Indoaméricainstname:Universidad Tecnológica Indoaméricainstacron:UTI2023-04-18T02:03:34Zoai:repositorio.uti.edu.ec:20.500.14809/4161Institucionalhttps://repositorio.uti.edu.ec/Institución privadahttps://indoamerica.edu.ec/https://repositorio.uti.edu.ec/oai.Ecuador...opendoar:02023-04-18T02:03:34Repositorio Universidad Tecnológica Indoamérica - Universidad Tecnológica Indoaméricafalse
spellingShingle Low-Cost Human–Machine Interface for Computer Control with Facial Landmark Detection and Voice Commands
Ramos, Pablo
status_str publishedVersion
title Low-Cost Human–Machine Interface for Computer Control with Facial Landmark Detection and Voice Commands
title_full Low-Cost Human–Machine Interface for Computer Control with Facial Landmark Detection and Voice Commands
title_fullStr Low-Cost Human–Machine Interface for Computer Control with Facial Landmark Detection and Voice Commands
title_full_unstemmed Low-Cost Human–Machine Interface for Computer Control with Facial Landmark Detection and Voice Commands
title_short Low-Cost Human–Machine Interface for Computer Control with Facial Landmark Detection and Voice Commands
title_sort Low-Cost Human–Machine Interface for Computer Control with Facial Landmark Detection and Voice Commands
url https://www.mdpi.com/1424-8220/22/23/9279
https://hdl.handle.net/20.500.14809/4161