Real Time Face-mask Detection with Arduino to Prevent COVID-19 Spreading
The rise of COVID-19 pandemic has had a lasting impact in many countries worldwide since 2019. Face-mask detection had been significant progress in the Image processing and deep learning fields studies. Many face detection models have been designed using different algorithms and techniques. The pro...
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| Format: | Article |
| Language: | English |
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Qubahan
2021-04-01
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| Series: | Qubahan Academic Journal |
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| Online Access: | https://journal.qubahan.com/index.php/qaj/article/view/47 |
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| author | Saman M. Almufti Ridwan B. Marqas Zakiya A. Nayef Tamara S. Mohamed |
| author_facet | Saman M. Almufti Ridwan B. Marqas Zakiya A. Nayef Tamara S. Mohamed |
| author_sort | Saman M. Almufti |
| collection | DOAJ |
| description |
The rise of COVID-19 pandemic has had a lasting impact in many countries worldwide since 2019. Face-mask detection had been significant progress in the Image processing and deep learning fields studies. Many face detection models have been designed using different algorithms and techniques. The proposed approach in this paper developed to avoid mask-less people from entering to a desired places (i.e. Mall, University, Office, …etc.) by detecting face mask using deep learning, TensorFlow, Keras, and OpenCV and sending a signal to Arduino device that connected to the gate to be open. it detect a face in a real-time and identifies whether the person wear mask or not. The method attains accuracy up to 97.80%. The dataset provided in this paper, was collected from various sources.
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| format | Article |
| id | doaj-art-2b54df0fceff45ab92f21a2ab1c89ed4 |
| institution | Kabale University |
| issn | 2709-8206 |
| language | English |
| publishDate | 2021-04-01 |
| publisher | Qubahan |
| record_format | Article |
| series | Qubahan Academic Journal |
| spelling | doaj-art-2b54df0fceff45ab92f21a2ab1c89ed42025-02-03T10:12:54ZengQubahanQubahan Academic Journal2709-82062021-04-011210.48161/qaj.v1n2a4747Real Time Face-mask Detection with Arduino to Prevent COVID-19 SpreadingSaman M. Almufti0Ridwan B. Marqas1Zakiya A. Nayef2Tamara S. Mohamed3Department of Computer Science, Nawroz University, Duhok, IraqDepartment of Information Technology, Duhok Private Technical Institute, Duhok, IraqDepartment of Computer Science, Nawroz University, Duhok, Kurdistan Region - IraqComputer Science Department / Baghdad College of Economic Sciences University The rise of COVID-19 pandemic has had a lasting impact in many countries worldwide since 2019. Face-mask detection had been significant progress in the Image processing and deep learning fields studies. Many face detection models have been designed using different algorithms and techniques. The proposed approach in this paper developed to avoid mask-less people from entering to a desired places (i.e. Mall, University, Office, …etc.) by detecting face mask using deep learning, TensorFlow, Keras, and OpenCV and sending a signal to Arduino device that connected to the gate to be open. it detect a face in a real-time and identifies whether the person wear mask or not. The method attains accuracy up to 97.80%. The dataset provided in this paper, was collected from various sources. https://journal.qubahan.com/index.php/qaj/article/view/47face mask detectiondeep learningTensorFlowKerasOpenCVArduino |
| spellingShingle | Saman M. Almufti Ridwan B. Marqas Zakiya A. Nayef Tamara S. Mohamed Real Time Face-mask Detection with Arduino to Prevent COVID-19 Spreading Qubahan Academic Journal face mask detection deep learning TensorFlow Keras OpenCV Arduino |
| title | Real Time Face-mask Detection with Arduino to Prevent COVID-19 Spreading |
| title_full | Real Time Face-mask Detection with Arduino to Prevent COVID-19 Spreading |
| title_fullStr | Real Time Face-mask Detection with Arduino to Prevent COVID-19 Spreading |
| title_full_unstemmed | Real Time Face-mask Detection with Arduino to Prevent COVID-19 Spreading |
| title_short | Real Time Face-mask Detection with Arduino to Prevent COVID-19 Spreading |
| title_sort | real time face mask detection with arduino to prevent covid 19 spreading |
| topic | face mask detection deep learning TensorFlow Keras OpenCV Arduino |
| url | https://journal.qubahan.com/index.php/qaj/article/view/47 |
| work_keys_str_mv | AT samanmalmufti realtimefacemaskdetectionwitharduinotopreventcovid19spreading AT ridwanbmarqas realtimefacemaskdetectionwitharduinotopreventcovid19spreading AT zakiyaanayef realtimefacemaskdetectionwitharduinotopreventcovid19spreading AT tamarasmohamed realtimefacemaskdetectionwitharduinotopreventcovid19spreading |