TY - GEN
T1 - Face Mask Detection on Single-Face and Multi-Face Video Using Convolutional Neural Network
AU - Navastara, Dini Adni
AU - Wongso, Jeremy Vijay
AU - Fatichah, Chastine
N1 - Publisher Copyright:
© 2023 American Institute of Physics Inc.. All rights reserved.
PY - 2023/5/19
Y1 - 2023/5/19
N2 - Nowadays, coronavirus disease has become more widespread. The virus is able to attack the human respiratory function. One of the ways to decrease the virus spread is to wear a face mask correctly in a public place. This paper proposed a RetinaFace for detecting a face and Convolutional Neural Network for classifying a face mask. The experimental dataset contains single-face and multi-face videos recorded using a drone camera. Based on the test results, NASNetMobile architecture yields the best performance with accuracy, precision, recall, and f1-score of 82.76%, 100%, 78.72%, 88.09%, respectively.
AB - Nowadays, coronavirus disease has become more widespread. The virus is able to attack the human respiratory function. One of the ways to decrease the virus spread is to wear a face mask correctly in a public place. This paper proposed a RetinaFace for detecting a face and Convolutional Neural Network for classifying a face mask. The experimental dataset contains single-face and multi-face videos recorded using a drone camera. Based on the test results, NASNetMobile architecture yields the best performance with accuracy, precision, recall, and f1-score of 82.76%, 100%, 78.72%, 88.09%, respectively.
UR - http://www.scopus.com/inward/record.url?scp=85161402251&partnerID=8YFLogxK
U2 - 10.1063/5.0121139
DO - 10.1063/5.0121139
M3 - Conference contribution
AN - SCOPUS:85161402251
T3 - AIP Conference Proceedings
BT - Proceedings of the International Conference on Advanced Technology and Multidiscipline, ICATAM 2021
A2 - Widiyanti, Prihartini
A2 - Jiwanti, Prastika Krisma
A2 - Prihandana, Gunawan Setia
A2 - Ningrum, Ratih Ardiati
A2 - Prastio, Rizki Putra
A2 - Setiadi, Herlambang
A2 - Rizki, Intan Nurul
PB - American Institute of Physics Inc.
T2 - 1st International Conference on Advanced Technology and Multidiscipline: Advanced Technology and Multidisciplinary Prospective Towards Bright Future, ICATAM 2021
Y2 - 13 October 2021 through 14 October 2021
ER -
