This paper presented a deep learning-based approach to design a Face Mask Detection framework to predict whether a person is wearing a mask or not. The proposed method uses a Single Shot Multibox detector as a
Face Mask Detection Introduction This project aims to create a face mask detection system using Convolutional Neural Networks (CNNs). It uses the TensorFlow and Keras libraries to build and train the model, and the OpenCV library to process video input for real-time detection. . Technologies Used...
This system can therefore be used in real-time applications which require face-mask detection for safety purposes due to the outbreak of Covid-19. This project can be integrated with embedded systems for application in airports, railway stations, offices, schools, and public places to ensure that...
The system provides cost-efficient face detection and facial recognition with masks solutions for enterprises and schools that can be easily applied on edge-devices. Citation: Song, Z.; Nguyen, K.; Nguyen, T.; Cho, C.; Gao, J. Spartan Face Mask Detection and Facial Recognition System. ...
In [25], a mask detection system was proposed that used (1) a color 2D principal component analysis–convolutional neural network (C2D CNN) for face detection; (2) a special convolutional architecture for mask recognition; and 3) the AlexNet architecture for classification. The datasets used for...
Mask-On Face Detection FaceSDK automatically detects faces covered by masks in stills and videos. This feature can be used to precisely detect all faces, including those covered by masks, as well as to detect whether a person is wearing a mask for security and pandemic-fighting purposes. See...
Face mask detection deep learning AlexNet GoogLeNet VGG16 ensemble method 1. Introduction According to World Health Organization (WHO), Coronavirus disease (COVID-19) is an infectious disease caused by the SARS-CoV-2 virus. Depending on medical conditions, infected people suffer different types of ...
2. Some works on face mask detection This section offers a non-exhaustive sample of works that have been published on the face mask detection problem. We have consciously omitted any study on facial recognition or detection applied to people wearing masks that has not been explicitly related to...
the objects in image which is face mask in our system types or classes bounding box containing coordinates of face mask in the image F. Real Time Detection Real-time object detection is detecting object in real-time with fast inference while also maintaining high level of accuracy with respect...
Paper tables with annotated results for Unconstrained Face-Mask & Face-Hand Datasets: Building a Computer Vision System to Help Prevent the Transmission of COVID-19