A Convolutional Neural Network Model and Software Tool for Classifying the Presence of a Medical Mask on a Human Face

• Published in: PROBLEMS IN PROGRAMMING
• Date: 2023
• Issue: 2
• Pages: 59-66
• ISSN: 1727-4907
• Author Affiliations: Y.S. Hryhorenko — NTUU "KPI"; V.M. Shymkovysh — NTUU "KPI"; P.I. Kravets — NTUU "KPI" — ORCID: 0000-0003-4632-9832; A.O. Novatskyi — NTUU "KPI"; L.L. Shymkovysh — NTUU "KPI"; A.Yu. Doroshenko — Institute of Software Systems NAS of Ukraine
• Main Authors: Hryhorenko, Y.S., Shymkovysh, V.M., Kravets, P.I., Novatskyi, A.O., Shymkovysh, L.L., Doroshenko, A.Yu.
• Format: Article
• Language: English
• Published: PROBLEMS IN PROGRAMMING 2023
• Subjects: convolutional neural networks; image classification; Python; tensorflow; keras; medical masks; UDC 004.93’1
• Online Access: https://pp.isofts.kiev.ua/index.php/ojs1/article/view/568
• Journal Title: Problems in programming

A model of a convolutional neural network, a database for training a neural network, and a software tool for classifying the presence of a medical mask on a person’s face, which allows recognizing the presence of a medical mask from the transmitted image, have been developed. The structure of the ne...