Development of an Integrated Human-Computer Interactive Model for Improved User Experience in Gesture-Controlled Smart Mirrors
The advancement of smart technologies has led to the development of innovative home automation devices, with smart mirrors emerging as a modern convenience tool. This paper focuses on the design and implementation of a gesture-controlled smart mirror, incorporating a two-way mirror, monitor, raspbe...
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| Format: | Article |
| Language: | English |
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College of Engineering of Afe Babalola University, Ado-Ekiti (ABUAD), Ekiti State, Nigeria
2025-07-01
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| Series: | ABUAD Journal of Engineering Research and Development |
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| Online Access: | https://journals.abuad.edu.ng/index.php/ajerd/article/view/1340 |
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| author | Ayorinde Joseph Olanipekun Olubusola Olufunke Nuga Peter Olamide Onabanjo Emmanuel Uchechukwu Ogbodo Samuel Blessing Owusu |
| author_facet | Ayorinde Joseph Olanipekun Olubusola Olufunke Nuga Peter Olamide Onabanjo Emmanuel Uchechukwu Ogbodo Samuel Blessing Owusu |
| author_sort | Ayorinde Joseph Olanipekun |
| collection | DOAJ |
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The advancement of smart technologies has led to the development of innovative home automation devices, with smart mirrors emerging as a modern convenience tool. This paper focuses on the design and implementation of a gesture-controlled smart mirror, incorporating a two-way mirror, monitor, raspberry pi, gesture-enabled camera, power adaptor and a swipeable interface to enhance user interaction. The objectives of the paper include designing a comprehensive smart mirror using CAD, integrating gesture control technology through Python's OpenCV package, constructing a functional prototype utilizing the Magic Mirror software, and conducting extensive testing. Key tests conducted include usability test to assess user interaction, functionality test to validate gesture control and mirror operations, data analysis for performance metrics, and visibility test for optimal display quality. Functionality test showed an average gesture detection accuracy of 92.5%, with the swipe left and swipe right gestures achieving the highest accuracy. In the usability test, the average response time across all gestures was 0.75 seconds, which is within the acceptable range for real-time interaction. Other performance indicators like error rate, average user satisfaction, device uptime and gesture latency were tested. These results demonstrated the effectiveness of the gesture-controlled interface, with the prototype showing high accuracy in gesture recognition and overall positive user feedback in terms of usability and reliability. The findings of this work suggest that the developed smart mirror could serve as a valuable addition to smart home environments, offering a seamless and interactive experience for users.
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| format | Article |
| id | doaj-art-cf7022d1a5a0429bba21f8a5e6edad0c |
| institution | DOAJ |
| issn | 2756-6811 2645-2685 |
| language | English |
| publishDate | 2025-07-01 |
| publisher | College of Engineering of Afe Babalola University, Ado-Ekiti (ABUAD), Ekiti State, Nigeria |
| record_format | Article |
| series | ABUAD Journal of Engineering Research and Development |
| spelling | doaj-art-cf7022d1a5a0429bba21f8a5e6edad0c2025-08-20T03:12:39ZengCollege of Engineering of Afe Babalola University, Ado-Ekiti (ABUAD), Ekiti State, NigeriaABUAD Journal of Engineering Research and Development2756-68112645-26852025-07-018210.53982/ajerd.2025.0802.15-jDevelopment of an Integrated Human-Computer Interactive Model for Improved User Experience in Gesture-Controlled Smart MirrorsAyorinde Joseph Olanipekun0Olubusola Olufunke Nuga1Peter Olamide Onabanjo2Emmanuel Uchechukwu Ogbodo3Samuel Blessing Owusu4Electrical and Electronics Engineering Department, Federal University of Agriculture, Abeokuta, NigeriaFederal University of Agriculture, AbeokutaElectrical and Electronics Engineering Department, Federal University of Agriculture, Abeokuta, NigeriaFederal University of Agriculture, AbeokutaElectrical and Electronics Engineering Department, Federal University of Agriculture, Abeokuta, NigeriaFederal University of Agriculture, AbeokutaElectrical and Electronics Engineering Department, Federal University of Agriculture, Abeokuta, NigeriaFederal University of Agriculture, AbeokutaElectrical and Electronics Engineering Department, Federal University of Agriculture, Abeokuta, Nigeria The advancement of smart technologies has led to the development of innovative home automation devices, with smart mirrors emerging as a modern convenience tool. This paper focuses on the design and implementation of a gesture-controlled smart mirror, incorporating a two-way mirror, monitor, raspberry pi, gesture-enabled camera, power adaptor and a swipeable interface to enhance user interaction. The objectives of the paper include designing a comprehensive smart mirror using CAD, integrating gesture control technology through Python's OpenCV package, constructing a functional prototype utilizing the Magic Mirror software, and conducting extensive testing. Key tests conducted include usability test to assess user interaction, functionality test to validate gesture control and mirror operations, data analysis for performance metrics, and visibility test for optimal display quality. Functionality test showed an average gesture detection accuracy of 92.5%, with the swipe left and swipe right gestures achieving the highest accuracy. In the usability test, the average response time across all gestures was 0.75 seconds, which is within the acceptable range for real-time interaction. Other performance indicators like error rate, average user satisfaction, device uptime and gesture latency were tested. These results demonstrated the effectiveness of the gesture-controlled interface, with the prototype showing high accuracy in gesture recognition and overall positive user feedback in terms of usability and reliability. The findings of this work suggest that the developed smart mirror could serve as a valuable addition to smart home environments, offering a seamless and interactive experience for users. https://journals.abuad.edu.ng/index.php/ajerd/article/view/1340Gesture RecognitionHuman-Computer InteractionMagicMirrorRaspberry PiSwipeable Pages |
| spellingShingle | Ayorinde Joseph Olanipekun Olubusola Olufunke Nuga Peter Olamide Onabanjo Emmanuel Uchechukwu Ogbodo Samuel Blessing Owusu Development of an Integrated Human-Computer Interactive Model for Improved User Experience in Gesture-Controlled Smart Mirrors ABUAD Journal of Engineering Research and Development Gesture Recognition Human-Computer Interaction MagicMirror Raspberry Pi Swipeable Pages |
| title | Development of an Integrated Human-Computer Interactive Model for Improved User Experience in Gesture-Controlled Smart Mirrors |
| title_full | Development of an Integrated Human-Computer Interactive Model for Improved User Experience in Gesture-Controlled Smart Mirrors |
| title_fullStr | Development of an Integrated Human-Computer Interactive Model for Improved User Experience in Gesture-Controlled Smart Mirrors |
| title_full_unstemmed | Development of an Integrated Human-Computer Interactive Model for Improved User Experience in Gesture-Controlled Smart Mirrors |
| title_short | Development of an Integrated Human-Computer Interactive Model for Improved User Experience in Gesture-Controlled Smart Mirrors |
| title_sort | development of an integrated human computer interactive model for improved user experience in gesture controlled smart mirrors |
| topic | Gesture Recognition Human-Computer Interaction MagicMirror Raspberry Pi Swipeable Pages |
| url | https://journals.abuad.edu.ng/index.php/ajerd/article/view/1340 |
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