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The University of Akron

Theses/Dissertations

2021

Detection

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Full-Text Articles in Engineering

A Low-Cost Face Mask Detection System, Joshua Curtis, Logan Mospens, David Nelson, Sumner Wilson, Adam Kilo Jan 2021

A Low-Cost Face Mask Detection System, Joshua Curtis, Logan Mospens, David Nelson, Sumner Wilson, Adam Kilo

Williams Honors College, Honors Research Projects

In this project we approached the problem of developing a computer-based system which can identify whether people in images are wearing masks or not. To do so, we divided the project into two primary research areas: hardware and software. The hardware team inspected camera solutions and data gathering efforts on campus to assist the software training of the machine learning model. The software team learned how to work with machine learning by using TensorFlow and Python to use transfer learning to develop a model that will quickly detect if someone was wearing a mask or not.


Concusion Detection Headband Design, John Durkin, Noah Lewis, John Michel Jan 2021

Concusion Detection Headband Design, John Durkin, Noah Lewis, John Michel

Williams Honors College, Honors Research Projects

Concussion in sports is a prevalent medical issue. It can be difficult for medical professionals to diagnose concussions. With the fast pace nature of many sports, and the damaging effects of concussions, it is important that any concussion risks are assessed immediately. There is a growing trend of wearable technology that collects data such as steps, and provides the wearer with in-depth information regarding their performance. The Smart Headband project created a wearable that can record impact data and provide the wearer with a detailed analysis on their risk of sustaining a concussion. The Smart Headband uses accelerometers and gyroscopes …