Facial Mask Detection Using Transfer Learning with Resnet18 and MobileNetV2
Journal Title: International Journal of Multidisciplinary Research and Analysis - Year 2022, Vol 5, Issue 11
Abstract
Identification of individuals using face masks has become a widespread concern as a result of the coronavirus pandemic. One critical method of preventing pandemic spread is for persons to constantly wear masks in public places. To achieve the maximum possible accuracy, new approaches for face mask detection are being developed that utilize convolutional neural networks. These novel techniques attempt to construct a binary face classifier capable of categorizing pixels in an image as either faces or non faces. In this study, we created a model using Resnet18 and MobileNetv2 in order to obtain trustworthy results for picture categorization. Additionally, we constructed our model for detecting live webcam feeds utilizing Transfer Learning on these deep convolutional neural networks, as well as ImageNet weights and OpenCV.
Authors and Affiliations
Freshta Akhtary, Engila Akhtary, Qurban Ali Karimi
Keywords
Related Articles
- EP ID EP712848
- DOI 10.47191/ijmra/v5-i11-31
- Views 161
- Downloads 0
Influence of a Magnetic Field on Blood Flow Through an Inclined Tapered Vessel with a Heat Source
In this study, we investigated the effect of a heat source on blood flow through a gradient-tapered vessel under the influence of a gradient magnetic field by reformulating the problem using a mathematical model represen...
The Relationship between Website Quality, Electronic Word-of- Mouth and Purchasing Decision through Trust as Intervening Variable in Megabangunkontruksi.com Website
This research aims to determine the influence of website quality and electronic word of mouth on purchasing decisions through trust in the megabangunbangun.com website. The population used in this research were all consu...
Time Series Analysis of Human Capital Development and Economic Performance; A Recent Evidence from Nigeria
Human capital development holds the key to the growth and development of any economy in the world as it drives the efficiency of other factors of production. This scenario is not the same when viewed in terms of Nigeria'...
Pedagogical Practices of Hospitality Management Faculty Members
This research aimed to find out how the Hospitality Management Faculty Members of Lyceum of the Philippines University and University of Santo Tomas are perceived by their students in terms of knowledge, skills, attitude...
Deciphering Speculative Discourse in MH370 News Coverage: A Corpus-based Critical Discourse Study of Selected Local and Foreign News Outlets
This research explores how selected local and foreign news outlets depict speculative discourse in their coverage of the MH370 tragedy through corpus-based critical discourse analysis. It begins by contextualising the pr...