지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- Korean Society for Precision Engineering Journal of the Korean Society for Precision Engineering Journal of the Korean Society for Precision Engineering Vol.41 No.4
- 발행연도
- 2024.4
- 수록면
- 295 - 303 (9page)
- DOI
- 10.7736/JKSPE.023.149
이용수
초록· 키워드
오류제보하기
In this study, we proposed an AI-algorithm for face mask recognition based on the MobileNetV2 network to implement automatic door control in intensive care units. The proposed network was constructed using four bottleneck blocks, incorporating depth-wise separable convolution with channel expansion/projection to minimize computational costs. The performance of the proposed network was compared with other networks trained with an identical dataset. Our network demonstrated higher accuracy than other networks. It also had less trainable total parameters. Additionally, we employed the CVzone-based machine learning model to automatically detect face location. The neural network for mask recognition and the face detection model were integrated into a system for real-time door control using Arduino. Consequently, the proposed algorithm could automatically verify the wearing of masks upon entry to intensive care units, thereby preventing respiratory disease infections among patients and medical staff. The low computational cost and high accuracy of the proposed algorithm also provide excellent performance for real-time mask recognition in actual environments.
목차
1. 서론
2. 본론
3. 결론
REFERENCES
참고문헌 (13)
참고문헌 신청
Kim, S. H., Huh, J. H., Bae, S. Y., Kim, J. S., Yoon, S. Y., Lim, C. S., Cho, Y., Kim, Y. K., Lee, K. N., Lee, C. K., (2006), Epidemiology of respiratory viral infection in 2004-2006, The Korean Journal of Laboratory Medicine, 26(5), 351-357.
Lee, S.-J., Lee, S.-H., Ha, E.-K., Sheen, Y.-H., Sung, M.-S., Jung, Y.-H., Lee, K.-S., Jee, H.-M., Han, M.-Y., (2017), Prevalence of respiratory virus infection with regard to age, sex, and seasonality factors: A single center experience against children hospitalized during the 10 years, Allergy, Asthma & Respiratory Disease, 5(6), 320-325.
Eames, I., Tang, J. W., Li, Y., Wilson, P., (2009), Airborne transmission of disease in hospitals, Journal of the Royal Society Interface, 6(suppl_6), S697-S702.
Xue, X., Ball, J. K., Alexander, C., Alexander, M. R., (2020), All surfaces are not equal in contact transmission of SARS-CoV-2, Matter, 3(5), 1433-1441.
Leung, N. H., Chu, D. K., Shiu, E. Y., Chan, K.-H., McDevitt, J. J., Hau, B. J., Yen, H.-L., Li, Y., Ip, D. K., Peiris, J., (2020), Respiratory virus shedding in exhaled breath and efficacy of face masks, Nature Medicine, 26(5), 676-680.
Lee, S.-J., Lee, S.-H., Ha, E.-K., Sheen, Y.-H., Sung, M.-S., Jung, Y.-H., Lee, K.-S., Jee, H.-M., Han, M.-Y., (2017), Prevalence of respiratory virus infection with regard to age, sex, and seasonality factors: A single center experience against children hospitalized during the 10 years, Allergy, Asthma & Respiratory Disease, 5(6), 320-325.
Eames, I., Tang, J. W., Li, Y., Wilson, P., (2009), Airborne transmission of disease in hospitals, Journal of the Royal Society Interface, 6(suppl_6), S697-S702.
Xue, X., Ball, J. K., Alexander, C., Alexander, M. R., (2020), All surfaces are not equal in contact transmission of SARS-CoV-2, Matter, 3(5), 1433-1441.
Leung, N. H., Chu, D. K., Shiu, E. Y., Chan, K.-H., McDevitt, J. J., Hau, B. J., Yen, H.-L., Li, Y., Ip, D. K., Peiris, J., (2020), Respiratory virus shedding in exhaled breath and efficacy of face masks, Nature Medicine, 26(5), 676-680.
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