An Efficient Read and Mark Mechanism for Multiple-choice Questions Using Optical Character Recognition
Journal Title: International Journal of Innovations in Science and Technology - Year 2025, Vol 7, Issue 2
Abstract
This research paper focuses on modifying the grading of multiple-choice questions (MCQs) to better the efficiency and incorrectness of educational tests. Conventional grading systems, such as optical mark recognition (OMR), have fundamental drawbacks, excluding the necessity for precise shading, time-wasting, and the use of special OMR sheets and OMR scanners. This conceptualization can be expensive and error-prone, especially if the MCQs papers are folded or unmarked.In comparison, the suggested OCR-based approach gives fundamental benefits in all necessary areas. It is less costly to use a simple scanner and software alternatively to costly OMR equipment. The method is motivated to be simple to set up and use.It importantly reduces error rates and marking time by employing precise OCR algorithms and processing greater amounts of answer sheets quickly. Moreover, the system is extremely accurate and scalable, allowing it to handle a rising amount of paper efficiently. It also has limited trust in external tools and is highly flexible and adaptable to different MCQ formats and grading settings. In General, the OCR-based approach outperforms existing methods by eliminating their shortcomings and delivering a trustworthy, time-saving alternative for automated MCQ grading.
Authors and Affiliations
Muhammad Usman, Shah Khalid, Aftab Alam, Muhammad Ubaid, Fakhrud Din, MuhammadRaees
Keywords
Related Articles
- EP ID EP765290
- DOI -
- Views 38
- Downloads 0
Mininet-IDS: A Step Towards Reproducible Research for Machine Learning Based Intrusion Detection Systems
Software-Defined Networking (SDN) has revolutionized network management by enabling more flexible, programmable, and controlled networks. However, the SDN controller can be a target for attacks that could bring down th...
Vortex Powerplant Implementation in A Coastal Community
A gravitational water vortex power plant is an eco-friendly device that generates electricity from renewable energy sources. In this system, a turbine extracts energy from the vortex created by tangentially channeling...
Assessment of Public Participation Modalities through Social Media Platforms for Approval of Private Housing Schemes: Case Studies under LDA Lahore, Pakistan
Public participation through social media networks in Private housing scheme (PHS) projects is essential for fostering a feeling of community and avoiding resistance to the planning of housing scheme initiatives. It mi...
An Efficient and Robust Deep Learning Approach for Vehicle Recognition using Light-weight Deep Network
In the realm of intelligent transportation systems, automatic number plate detection has emerged as a crucial research topic due to its wide range of applications, including traffic violation monitoring, support for au...
Machine Learning in Livestock Management: A Systematic Exploration of Techniques and Outcomes
This Systematic Literature Review (SLR) examines the growing field of leveraging Machine Learning (ML) to improve livestock productivity. Through a meticulous analysis of peer-reviewed articles, the study categorizes r...