Logo
  • Home
  • About Us
    • Aim and Scope
    • Research Area
    • Impact Factor
    • Indexing
  • For Authors
    • Authors Guidelines
    • How to publish paper?
    • Download Paper format
    • Submit Manuscript
    • Processing Charges
    • Download Copyrights Form
    • Submit Payment-Copyrights
  • Archives
    • Current Issues
    • Past Issues
    • Conference Issues
    • Special Issues
    • Advance Search
  • IJARIIE Board
    • Join as IJARIIE Board
    • Advisory Board
    • Editorial Board
    • Sr. Reviewer Board
    • Jr. Reviewer Board
  • Proposal
    • Conferece Proposal
    • Special Proposal
    • Faqs
  • Contact Us
  • Payment Detail

Call for Papers:Vol.11 Issue.4

Submission
Last date
28-Aug-2025
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-11,Issue-4. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

  • How to Publish Paper
  • Submit Manuscript
  • Processing Charges
  • Submit Payment

Archives

  • Current Issue
  • Past Issue

IJARIIE Board

  • Member Of Board
  • Join As Board

Downloads

  • Authors Guidelines
  • Manuscript Template
  • Copyrights Form

Android App

Download IJARIIE APP
  • Authors
  • Abstract
  • Citations
  • Downloads
  • Similar-Paper

Authors

Title: :  Efficient Classification of Diabetic Retinopathy Stages BY using VGG-NIN Deep Learning Architectureby
PaperId: :  23195
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 2 2024
DUI:    16.0415/IJARIIE-23195
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
NEELAM SHASHIKANT NIKALEMatoshri College of Engineering & R. C. Nashik Maharastra,India
Dr.Swati BhavsarMatoshri College of Engineering & R. C. Nashik Maharastra,India

Abstract

Computer Engineerin
CNN, colored fundus images, diabetic retinopathy, deep learning
Diabetic retinopathy (DR) is a serious condition that damages retinal blood vessels, potentially leading to blindness. Traditional diagnosis involves manual analysis of colored fundus images by clinicians, which is error-prone and time-consuming. To mitigate these challenges, computer vision techniques have been utilized for automating DR detection. However, existing methods often struggle with computational complexity and inadequate feature extraction for precise DR stage classification. This paper introduces a novel approach for classifying DR stages with minimal learnable parameters to enhance training efficiency and model convergence. The VGG16 architecture, augmented with a spatial pyramid pooling layer (SPP) and network-in-network (NiN) structures, constitutes the VGG-NiN model, capable of effectively processing DR images across different scales due to the adaptability of the SPP layer. Moreover, the incorporation of NiN enhances the model's ability to capture nonlinear features, thereby improving classification accuracy. Experimental findings validate the efficacy of the proposed model, demonstrating superior performance in terms of accuracy and computational efficiency compared to existing techniques.

Citations

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

IJARIIE NEELAM SHASHIKANT NIKALE, and Dr.Swati Bhavsar. "Efficient Classification of Diabetic Retinopathy Stages BY using VGG-NIN Deep Learning Architectureby" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 3141-3149
MLA NEELAM SHASHIKANT NIKALE, and Dr.Swati Bhavsar. "Efficient Classification of Diabetic Retinopathy Stages BY using VGG-NIN Deep Learning Architectureby." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 3141-3149.
APA NEELAM SHASHIKANT NIKALE, & Dr.Swati Bhavsar. (2024). Efficient Classification of Diabetic Retinopathy Stages BY using VGG-NIN Deep Learning Architectureby. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 3141-3149.
Chicago NEELAM SHASHIKANT NIKALE, and Dr.Swati Bhavsar. "Efficient Classification of Diabetic Retinopathy Stages BY using VGG-NIN Deep Learning Architectureby." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 3141-3149.
Oxford NEELAM SHASHIKANT NIKALE, and Dr.Swati Bhavsar. 'Efficient Classification of Diabetic Retinopathy Stages BY using VGG-NIN Deep Learning Architectureby', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 3141-3149. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Efficient_Classification_of_Diabetic_Retinopathy_Stages_BY__using_VGG_NIN_Deep_Learning_Architectureby_ijariie23195.pdf (Accessed : ).
Harvard NEELAM SHASHIKANT NIKALE, and Dr.Swati Bhavsar. (2024) 'Efficient Classification of Diabetic Retinopathy Stages BY using VGG-NIN Deep Learning Architectureby', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 3141-3149IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Efficient_Classification_of_Diabetic_Retinopathy_Stages_BY__using_VGG_NIN_Deep_Learning_Architectureby_ijariie23195.pdf (Accessed : )
IEEE NEELAM SHASHIKANT NIKALE, and Dr.Swati Bhavsar, "Efficient Classification of Diabetic Retinopathy Stages BY using VGG-NIN Deep Learning Architectureby," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 3141-3149, Mar-App 2024. [Online]. Available: http://ijariie.com/AdminUploadPdf/Efficient_Classification_of_Diabetic_Retinopathy_Stages_BY__using_VGG_NIN_Deep_Learning_Architectureby_ijariie23195.pdf [Accessed : ].
Turabian NEELAM SHASHIKANT NIKALE, and Dr.Swati Bhavsar. "Efficient Classification of Diabetic Retinopathy Stages BY using VGG-NIN Deep Learning Architectureby." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 ().
Vancouver NEELAM SHASHIKANT NIKALE, and Dr.Swati Bhavsar. Efficient Classification of Diabetic Retinopathy Stages BY using VGG-NIN Deep Learning Architectureby. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(2) : 3141-3149. Available from: http://ijariie.com/AdminUploadPdf/Efficient_Classification_of_Diabetic_Retinopathy_Stages_BY__using_VGG_NIN_Deep_Learning_Architectureby_ijariie23195.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads



Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
Skin Cancer Detection through Neural Network on Federated LearningComputer ScienceKavya Shree A S Download
Analyzing Member Engagement through Business Intelligence: A Metabase-Driven Dashboard for Registrations, Redemptions, and TransactionsData AnalyticsAnusha S Download
Detection of fake news using Machine Learning techniquesComputer ApplicationsJanani S R Download
MACHINE LEARNING-BASED STRESS DETECTION USING PHYSIOLOGICAL SIGNALS FROM WEARABLE SENSORSComputer Science and EngineeringAkash S K Download
Optimizing Resource Allocation and Task Offloading for Real-Time IoT ApplicationsComputer ApplicationsDhanush M Download
Examining Human-Computer Interaction in Social Media PlatformsComputer ApplicationsTanuja A Download
Interpretable Multimodal Machine Learning for Early Stroke Risk‬ ‭ Prediction in Atrial Fibrillation PatientsComputer Science and EngineeringAnand Hadapad Download
5G and IoT Integration for Smart CitiesComputer EngineeringYathish K J Download
Design and Development of Automated User Responsive Assistant (AURA) or Kinetically Responsive Intelligent Assistant (KRIA) RobotArtificial IntelligenceChandana S Download
Ethical Hacking: Proactive Security Against Cybercrimecomputer engineeringShahapuram Ritika Download
Cyber Security For Wearable Health Devicescomputer Engineering Jenitha H S Download
Artificial Intelligence in Integrated Circuit Design: Revolutionizing Productivity Amidst Practical ChallengesTechnologyKhanh Pham Duy Download
Real-Time Hand Gesture Recognition with Finger Counting (Using OpenCV and Mediapipe)Computer scienceBhumika Sahu Download
Diffie Hellman Key Exchange Algorithm with Man in the middle attack (MITM)Computer Science EngineeringMahesh Purushottam Gajbhiye Download
AN IMPROVED ATTRIBUTE BASED ACCESS CONTROL IN PERSONAL HEALTH RECORDS USING CLOUD WITH CONSTANT CIPHERTEXT LENGTHScience and TechBitrus Isahaka Dzarma Download
12
For Authors
  • Submit Paper
  • Processing Charges
  • Submit Payment
Archive
  • Current Issue
  • Past Issue
IJARIIE Board
  • Member Of Board
  • Join As Board
Privacy and Policy
Follow us

Contact Info
  • +91-8401209201 (India)
  • +86-15636082010 (China)
  • ijariiejournal@gmail.com
  • M-20/234 Ami Appt,
    Nr.Naranpura Tele-Exch,
    Naranpura,
    Ahemdabad-380063
    Gujarat,India.
Copyright © 2025. IJARIIE. All Rights Reserved.