Masked Face Detection Automation System Using Mask Threshold and Viola Jones Method
Reducing or even breaking the chain of Covid-19 virus infections during a pandemic is important. The techniques that are encouraged are mandatory hand washing, social distancing, and mandatory wearing of masks. Wearing masks is urgent, therefore requiring people to wear masks is the right policy. Th...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
Kresnamedia Publisher
2022-12-01
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| Series: | Jurnal Riset Informatika |
| Subjects: | |
| Online Access: | https://ejournal.kresnamediapublisher.com/index.php/jri/article/view/470 |
| _version_ | 1797965615701426176 |
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| author | Aminurachma Aisyah Nilatika Khoerul Anwar Eka Yuniar |
| author_facet | Aminurachma Aisyah Nilatika Khoerul Anwar Eka Yuniar |
| author_sort | Aminurachma Aisyah Nilatika |
| collection | DOAJ |
| description | Reducing or even breaking the chain of Covid-19 virus infections during a pandemic is important. The techniques that are encouraged are mandatory hand washing, social distancing, and mandatory wearing of masks. Wearing masks is urgent, therefore requiring people to wear masks is the right policy. This study aims to detect people who use masks or do not use masks by applying the Viola Jones method. In this study, modification of the tresholder algorithm was carried out by applying a mask thresholder for optimization of facial segmentation. Meanwhile viola jones was built by combining several concepts of Haar Feature, Integral Image, AdaBoost, classivier Cascade into a main method for detecting objects. The performance of the proposed method for face detection has an accuracy of 95%, a precision of 94.73%, and a recall of 100%. 5. The masked face detection test has an accuracy of 94%, precision 100%, and recall 90.90% |
| first_indexed | 2024-04-11T02:01:47Z |
| format | Article |
| id | doaj.art-53b428a2b72e4db7bae8f477ba3d7c18 |
| institution | Directory Open Access Journal |
| issn | 2656-1743 2656-1735 |
| language | English |
| last_indexed | 2024-04-11T02:01:47Z |
| publishDate | 2022-12-01 |
| publisher | Kresnamedia Publisher |
| record_format | Article |
| series | Jurnal Riset Informatika |
| spelling | doaj.art-53b428a2b72e4db7bae8f477ba3d7c182023-01-03T03:49:55ZengKresnamedia PublisherJurnal Riset Informatika2656-17432656-17352022-12-015152152810.34288/jri.v5i1.470470Masked Face Detection Automation System Using Mask Threshold and Viola Jones MethodAminurachma Aisyah Nilatika0Khoerul Anwar1Eka Yuniar2STMIK PPKIA Pradnya ParamitaSTMIK PPKIA Pradnya ParamitaSTMIK PPKIA Pradnya ParamitaReducing or even breaking the chain of Covid-19 virus infections during a pandemic is important. The techniques that are encouraged are mandatory hand washing, social distancing, and mandatory wearing of masks. Wearing masks is urgent, therefore requiring people to wear masks is the right policy. This study aims to detect people who use masks or do not use masks by applying the Viola Jones method. In this study, modification of the tresholder algorithm was carried out by applying a mask thresholder for optimization of facial segmentation. Meanwhile viola jones was built by combining several concepts of Haar Feature, Integral Image, AdaBoost, classivier Cascade into a main method for detecting objects. The performance of the proposed method for face detection has an accuracy of 95%, a precision of 94.73%, and a recall of 100%. 5. The masked face detection test has an accuracy of 94%, precision 100%, and recall 90.90%https://ejournal.kresnamediapublisher.com/index.php/jri/article/view/470segmentationface detectionmasksviola jonesmask tresholder |
| spellingShingle | Aminurachma Aisyah Nilatika Khoerul Anwar Eka Yuniar Masked Face Detection Automation System Using Mask Threshold and Viola Jones Method Jurnal Riset Informatika segmentation face detection masks viola jones mask tresholder |
| title | Masked Face Detection Automation System Using Mask Threshold and Viola Jones Method |
| title_full | Masked Face Detection Automation System Using Mask Threshold and Viola Jones Method |
| title_fullStr | Masked Face Detection Automation System Using Mask Threshold and Viola Jones Method |
| title_full_unstemmed | Masked Face Detection Automation System Using Mask Threshold and Viola Jones Method |
| title_short | Masked Face Detection Automation System Using Mask Threshold and Viola Jones Method |
| title_sort | masked face detection automation system using mask threshold and viola jones method |
| topic | segmentation face detection masks viola jones mask tresholder |
| url | https://ejournal.kresnamediapublisher.com/index.php/jri/article/view/470 |
| work_keys_str_mv | AT aminurachmaaisyahnilatika maskedfacedetectionautomationsystemusingmaskthresholdandviolajonesmethod AT khoerulanwar maskedfacedetectionautomationsystemusingmaskthresholdandviolajonesmethod AT ekayuniar maskedfacedetectionautomationsystemusingmaskthresholdandviolajonesmethod |