sitelogo
 Home»Computer Science» Development of real-time face mask detection system using Python and OpenCV

Development of real-time face mask detection system using Python and OpenCV

 Department: Computer Science  
 By: usericon olagok01  

 Project ID: 8846
   Rating:  (5.0) votes: 1
Rate this project
   Price:₦4000
Abstract
The outbreak of the COVID-19 pandemic underscored the importance of wearing face masks as an essential preventive measure to reduce the spread of infectious diseases. Manual monitoring of mask compliance in public spaces is inefficient, error-prone, and not scalable, highlighting the need for automated solutions. This project presents the design and implementation of a real-time face mask detection system using Python, OpenCV, and deep learning techniques. The system integrates computer vision and convolutional neural networks (CNNs) to automatically detect human faces from live video streams and classify them as“Mask” or“No Mask.” A pre-trained MobileNetV2 model was fine-tuned for mask classification, while OpenCV’s Haar Cascade and DNN modules were employed for face detection. The system was developed and tested using a labeled dataset of masked and unmasked faces, achieving high accuracy in real-time predictions. Experimental results demonstrate the effectiveness of the system in different lighting conditions and environments, with immediate feedback provided through annotated bounding boxes on detected faces. The proposed solution offers a cost-effective, scalable, and non-intrusive method for enforcing mask policies in public spaces such as hospitals, schools, shopping malls, and transportation hubs. This work highlights the potential of artificial intelligence and computer vision in enhancing public health safety and lays the foundation for further advancements in real-time surveillance technologies....
Preview +
Other Computer Science project topics and materials you might be interested in
»Design and Implementation of digital library system
»Design and Implementation of a Virtual E-Learning System ( Case study of Lagos State University)
»Design and Implementation of Student Project Management and Allocation System
»Design and Implementation of online cash receipt generating system for a supermarket
»Design and Implementation of a Software Result Processing and Transcript Generation System
»Design and Implementation of computerized hospital database management system
»Design and Implementation of a Hotel Database Management System and Service ( A Case Study of Winter Suites and Hotels, Owerri)
»Design and Implementation of Online Birth and Death Registration System
»Design and Implementation of Online Clearance System
»Design and Implementation of Loan Management System with SMS Notification
»Design and Implementation of Computerized Staff Record Department
»Design and Implementation of Cyber Cafe Security
»Design and Implementation of N.Y.S.C Posting System ( A case study of N.Y.S.C Enugu)
»Design and Implementation of a Computerized Fraud Detection in a Bank
»Design and Simulation of a Secured Wireless Network

Upload Project

Do you have project materials to share? Upload and earn with it.

Departments