Fingervein Recognition Based Authentication Using a Deep Forest algorithm

Registration ID: IJNRD_226061

Published ID: IJNRD2408003

DOI: Click Here to Get

N Deepika , Bhuvaneshwari R , Tamilselvi R , Mohanabharathi R

deep learning , data

As people's daily behavioral activitiesbecome more data-based, how to protect personal information security is a crucial consideration for the whole society. Fingervein recognition is becoming an essential means of identification because of itsuniqueness, live detection, security, and many other advantages. Although deeplearning can make fingervein recognitionhave anexcellent effect. However,the number of samples needed to build a deep network model is too large, and the current authoritative fingervein database cannot reach the minimum number of samples required. The emergence of Multi-Grained Cascade Forest provides a solution to the problem of insufficient sample data and long training time, which can give a new research avenue in feature extraction. In order to obtain higher accuracy, the deep forest algorithm is introduced in this paper to process the finger vein images. Firstly, the image data in the fingervein image database is pre- processed to prepare for thesubsequentfeatureextractionandmatching.Then, the deep forest algorithm is used to find thefeature pointsused tomatchthe featuresto obtain the angular information of each matched pair, and the final identity is determined according to the sparse distribution of angles.

Published Paper   E-Certificate

N Deepika, Bhuvaneshwari R, Tamilselvi R, & Mohanabharathi R (August-2024). Fingervein Recognition Based Authentication Using a Deep Forest algorithm. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 9(8), a32-a34. https://ijnrd.org/papers/IJNRD2408003.pdf

Volume 9 Issue 8, August-2024

Pages : a32-a34

Paper Reg. ID: IJNRD_226061

Published Paper Id: IJNRD2408003

Downloads: 000121986

Research Area: Science & Technology

Country: thanjavur, tamilnadu, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2408003.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2408003

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

This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition

Call For Paper - Volume 10 | Issue 10 | October 2025

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

By Mail

Send your paper to editor@ijnrd.org

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