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Related Experiment Video

Updated: Oct 7, 2025

Author Spotlight: Addressing Technical and Subjective Challenges in Measuring Classroom Attention

Author Spotlight: Addressing Technical and Subjective Challenges in Measuring Classroom Attention

Published on: December 15, 2023

DeepClassRooms: a deep learning based digital twin framework for on-campus class rooms.

Saad Razzaq¹, Babar Shah², Farkhund Iqbal²

¹Department of Computer Science & IT, University of Sargodha, Sargodha, Pakistan.

Neural Computing & Applications

|January 12, 2022

Summary

This summary is machine-generated.

This study introduces DeepClass-Rooms, a digital twin framework for monitoring student attendance and course content in Punjab, Pakistan

Keywords:

CNN Covid-19 Digital class room Fog computing Internet of things

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Area of Science:

Educational Technology
Computer Science
Artificial Intelligence

Background:

Traditional classroom monitoring methods are insufficient for improving educational standards.
Smart classrooms enhance faculty efficiency but require further analysis of student outcomes and content delivery.
Digital twins offer a novel approach to improving teaching and learning quality in physical classrooms.

Purpose of the Study:

To propose DeepClass-Rooms, a cost-effective digital twin framework for monitoring attendance and course content.
To enhance educational quality in public sector schools in Punjab, Pakistan.
To integrate on-campus and online class monitoring.

Main Methods:

Development of a digital twin framework named DeepClass-Rooms.
Utilizing RFID readers and high-edge computing devices at the Fog layer for data acquisition.
Employing Convolutional Neural Networks (CNN) for attendance monitoring and content matching.

Main Results:

DeepClass-Rooms provides a cost-effective solution for classroom monitoring.
The framework enables efficient tracking of attendance and course content delivery.
CNN integration facilitates accurate monitoring for both on-campus and online learning environments.

Conclusions:

Digital twins, like DeepClass-Rooms, can significantly improve educational standards through enhanced monitoring.
The proposed framework offers a practical and scalable solution for public sector schools.
DeepClass-Rooms facilitates better analysis of learning outcomes and teacher performance.