Paper Title
Verification of Student Uniform by Convolutional Neural Network through Images
Article Identifiers
Authors
Long Huynh Hoang , Linh Nguyen Hoang Anh
Keywords
Uniform verification, Convolutional Neural Networks, Image classification, Clothes Detection
Abstract
Uniform verification holds critical significance in various sectors like law enforcement, healthcare, and hospitality, ensuring security and professionalism. Manual inspection methods often exhibit inefficiencies and inaccuracies, necessitating automated solutions. This project proposes a novel Convolutional Neural Networks (CNNs) approach for real-time uniform detection and authentication. By harnessing deep learning algorithms, our system achieves exceptional accuracy, notably 91\%, enhancing efficiency and mitigating manual inspection burdens. Extensive experimentation validates the efficacy of our CNN-based solution, showcasing its potential for diverse deployments. Beyond enhancing uniform verification reliability, our system lays groundwork for advancing AI-driven object recognition, security surveillance, and automated inspection systems. This research contributes to evolving AI applications, fortifying security and trust within uniformed environments, and paving the way for automated authentication and verification systems' future developments.
Downloads
How To Cite (APA)
Long Huynh Hoang & Linh Nguyen Hoang Anh (May-2024). Verification of Student Uniform by Convolutional Neural Network through Images. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 9(5), d659-d664. https://ijnrd.org/papers/IJNRD2405375.pdf
Issue
Volume 9 Issue 5, May-2024
Pages : d659-d664
Other Publication Details
Paper Reg. ID: IJNRD_221586
Published Paper Id: IJNRD2405375
Downloads: 000121991
Research Area: Science & Technology
Country: Ninh Kieu, Can Tho, Viet Nam
Published Paper PDF: https://ijnrd.org/papers/IJNRD2405375.pdf
Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2405375
About Publisher
Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)
ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016
An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator
Publisher: IJNRD (IJ Publication) Janvi Wave | IJNRD.ORG | IJNRD.COM | IJPUB.ORG
Licence
This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition


Publication Timeline
Article Preview: View Full Paper
Call For Paper
IJNRD is a Scholarly Open Access, Peer-reviewed, and Refereed Journal with a High Impact Factor of 8.76 (calculated by Google Scholar & Semantic Scholar | AI-Powered Research Tool). It is a Multidisciplinary, Monthly, Low-Cost Journal that follows UGC CARE 2025 Peer-Reviewed Journal Policy norms, Scopus journal standards, and Transparent Peer Review practices to ensure quality and credibility. IJNRD provides indexing in all major databases & metadata repositories, a citation generator, and Digital Object Identifier (DOI) for every published article with full open-access visibility.
The INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (IJNRD) aims to advance applied, theoretical, and experimental research across diverse fields. Its goal is to promote global scientific information exchange among researchers, developers, engineers, academicians, and practitioners. IJNRD serves as a platform where educators and professionals can share research evidence, models of best practice, and innovative ideas, contributing to academic growth and industry relevance.
Indexing Coverage includes Google Scholar, SSRN, ResearcherID-Publons, Semantic Scholar (AI-Powered Research Tool), Microsoft Academic, Academia.edu, arXiv.org, ResearchGate, CiteSeerX, ResearcherID (Thomson Reuters), Mendeley, DocStoc, ISSUU, Scribd, and many more recognized academic repositories.
How to submit the paper?
By Our website
Click Here to Submit Paper Online
Important Dates for Current issue
Paper Submission Open For: October 2025
Current Issue: Volume 10 | Issue 10 | October 2025
Impact Factor: 8.76
Last Date for Paper Submission: Till 31-Oct-2025
Notification of Review Result: Within 1-2 Days after Submitting paper.
Publication of Paper: Within 01-02 Days after Submititng documents.
Frequency: Monthly (12 issue Annually).
Journal Type: IJNRD is an International Peer-reviewed, Refereed, and Open Access Journal with Transparent Peer Review as per the new UGC CARE 2025 guidelines, offering low-cost multidisciplinary publication with Crossref DOI and global indexing.
Subject Category: Research Area
Call for Paper: More Details