Call for Papers:Vol.11 Issue.3

Submission
Last date		 28-Jun-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-3. 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

Archives

IJARIIE Board

Downloads

Android App

Download IJARIIE APP

Authors

Title: :  LEVERAGING CONVOLUTIONAL NEURAL NETWORK TECHNIQUE FOR GLAUCOMA DETECTION IN RETINAL FUNDUS IMAGES
PaperId: :  19414
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 9 Issue 2 2023
DUI:    16.0415/IJARIIE-19414
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Ganji Chinni Ravi TejaVasireddy Venkatadri Institute of Technology
Guntamukkala RajeshVasireddy Venkatadri Institute of Technology
Bukkana Charan Kumar ReddyVasireddy Venkatadri Institute of Technology
Kanikutla Naga BhargavVasireddy Venkatadri Institute of Technology
Dr.Y.Mallikarjun ReddyVasireddy Venkatadri Institute of Technology

Abstract

Electronics and Communication Engineering
Glaucoma , Convolutional Neural Networks, VGG19 , LAG
Glaucoma, a pernicious and intractable chronic ocular pathology resulting in a persistent and irreparable visual debilitation, presents a ubiquitous and vexing global health predicament owing to its overwhelming prevalence as the paramount cause of ocular morbidity. The diagnostic process is a convoluted and laborious undertaking that demands a high degree of clinical expertise and interpretive acumen. Nevertheless, the advent of a deep learning-based automated diagnostic mechanism proffers a highly auspicious solution to surmount the intricate diagnostic conundrum. A meticulously curated Convolutional Neural Network (CNN) model, incorporating the VGG19 architecture and meticulously trained with exacting rigor utilizing a voluminous and highly heterogeneous fundus image LAG dataset, preprocessed using advanced image processing techniques, yielded an exceptional performance, exhibiting a remarkably high level of accuracy that surpassed 92% and an extraordinary sensitivity of 97%. A comprehensive array of diverse and meticulously chosen metrics, including precision, F1 score, was employed to evaluate the model's efficacy, and a rigorous comparative analysis was carried out to authenticate its effectiveness, demonstrating highly auspicious prospects for its imminent practical clinical implementation.

Citations

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

IJARIIE Ganji Chinni Ravi Teja, Guntamukkala Rajesh, Bukkana Charan Kumar Reddy, Kanikutla Naga Bhargav, and Dr.Y.Mallikarjun Reddy. "LEVERAGING CONVOLUTIONAL NEURAL NETWORK TECHNIQUE FOR GLAUCOMA DETECTION IN RETINAL FUNDUS IMAGES" International Journal Of Advance Research And Innovative Ideas In Education Volume 9 Issue 2 2023 Page 452-459
MLA Ganji Chinni Ravi Teja, Guntamukkala Rajesh, Bukkana Charan Kumar Reddy, Kanikutla Naga Bhargav, and Dr.Y.Mallikarjun Reddy. "LEVERAGING CONVOLUTIONAL NEURAL NETWORK TECHNIQUE FOR GLAUCOMA DETECTION IN RETINAL FUNDUS IMAGES." International Journal Of Advance Research And Innovative Ideas In Education 9.2(2023) : 452-459.
APA Ganji Chinni Ravi Teja, Guntamukkala Rajesh, Bukkana Charan Kumar Reddy, Kanikutla Naga Bhargav, & Dr.Y.Mallikarjun Reddy. (2023). LEVERAGING CONVOLUTIONAL NEURAL NETWORK TECHNIQUE FOR GLAUCOMA DETECTION IN RETINAL FUNDUS IMAGES. International Journal Of Advance Research And Innovative Ideas In Education, 9(2), 452-459.
Chicago Ganji Chinni Ravi Teja, Guntamukkala Rajesh, Bukkana Charan Kumar Reddy, Kanikutla Naga Bhargav, and Dr.Y.Mallikarjun Reddy. "LEVERAGING CONVOLUTIONAL NEURAL NETWORK TECHNIQUE FOR GLAUCOMA DETECTION IN RETINAL FUNDUS IMAGES." International Journal Of Advance Research And Innovative Ideas In Education 9, no. 2 (2023) : 452-459.
Oxford Ganji Chinni Ravi Teja, Guntamukkala Rajesh, Bukkana Charan Kumar Reddy, Kanikutla Naga Bhargav, and Dr.Y.Mallikarjun Reddy. 'LEVERAGING CONVOLUTIONAL NEURAL NETWORK TECHNIQUE FOR GLAUCOMA DETECTION IN RETINAL FUNDUS IMAGES', International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 2, 2023, p. 452-459. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/LEVERAGING_CONVOLUTIONAL_NEURAL_NETWORK_TECHNIQUE_FOR_GLAUCOMA_DETECTION_IN_RETINAL_FUNDUS_IMAGES_ijariie19414.pdf (Accessed : 27 March 2023).
Harvard Ganji Chinni Ravi Teja, Guntamukkala Rajesh, Bukkana Charan Kumar Reddy, Kanikutla Naga Bhargav, and Dr.Y.Mallikarjun Reddy. (2023) 'LEVERAGING CONVOLUTIONAL NEURAL NETWORK TECHNIQUE FOR GLAUCOMA DETECTION IN RETINAL FUNDUS IMAGES', International Journal Of Advance Research And Innovative Ideas In Education, 9(2), pp. 452-459IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/LEVERAGING_CONVOLUTIONAL_NEURAL_NETWORK_TECHNIQUE_FOR_GLAUCOMA_DETECTION_IN_RETINAL_FUNDUS_IMAGES_ijariie19414.pdf (Accessed : 27 March 2023)
IEEE Ganji Chinni Ravi Teja, Guntamukkala Rajesh, Bukkana Charan Kumar Reddy, Kanikutla Naga Bhargav, and Dr.Y.Mallikarjun Reddy, "LEVERAGING CONVOLUTIONAL NEURAL NETWORK TECHNIQUE FOR GLAUCOMA DETECTION IN RETINAL FUNDUS IMAGES," International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 2, pp. 452-459, Mar-App 2023. [Online]. Available: https://ijariie.com/AdminUploadPdf/LEVERAGING_CONVOLUTIONAL_NEURAL_NETWORK_TECHNIQUE_FOR_GLAUCOMA_DETECTION_IN_RETINAL_FUNDUS_IMAGES_ijariie19414.pdf [Accessed : 27 March 2023].
Turabian Ganji Chinni Ravi Teja, Guntamukkala Rajesh, Bukkana Charan Kumar Reddy, Kanikutla Naga Bhargav, and Dr.Y.Mallikarjun Reddy. "LEVERAGING CONVOLUTIONAL NEURAL NETWORK TECHNIQUE FOR GLAUCOMA DETECTION IN RETINAL FUNDUS IMAGES." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 9 number 2 (27 March 2023).
Vancouver Ganji Chinni Ravi Teja, Guntamukkala Rajesh, Bukkana Charan Kumar Reddy, Kanikutla Naga Bhargav, and Dr.Y.Mallikarjun Reddy. LEVERAGING CONVOLUTIONAL NEURAL NETWORK TECHNIQUE FOR GLAUCOMA DETECTION IN RETINAL FUNDUS IMAGES. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2023 [Cited : 27 March 2023]; 9(2) : 452-459. Available from: https://ijariie.com/AdminUploadPdf/LEVERAGING_CONVOLUTIONAL_NEURAL_NETWORK_TECHNIQUE_FOR_GLAUCOMA_DETECTION_IN_RETINAL_FUNDUS_IMAGES_ijariie19414.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads


Last download on 3/27/2023 10:02:35 AM

Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
SOLAR WIRELESS ELECTRIC VEHICLE USING CHARGING SYSTEMElectronic and communication Hima J Download
Literature Review on Fibre Bragg Grating Sensors: Principles, Fabrication Techniques, Applications, and Future ProspectsElectronics and Communication Engineering Yashaswini D Download
Literature Survey on Smart Optical Fiber based Respiratory Monitoring systemElectronics and communication engineering Sai Priyanka A M Download
An loT Based Novel Approach to Health Emergency Management Through Real-Time Data Acquisition and AnalysisHealth sectorDr Siddesh G K Download
DESIGN AND DEVELOPMENT OF RIVER SURFACE CLEANING ROBOT USING IOTElectronics and communication engineeringBALAJI B R Download
A Solar Powered Wireless Power Transfer for Electric Vehicle (EV) ChargingElectronics and Communication EngineeringDr. Siddesh G K Download
AI-XRAY: AUTOMATED LUNG CANCER AND PNEUMONIA DETECTIONElectronics and communication engineeringYASHASWINI H M Download
Predictive Health Monitoring for Proactive Public Safety and ManagementElectronics and Communication EngineeringROOPA G D Download
IMPROVING BRAIN CANCER DETECTION THROUGH AI DRIVEN OBJECT RECOGNAISATIONElectronic and communication Parvathi CM Download
IOT BASED SMART FOOTWEAR FOR WOMEN & CHILDEREN SECURITYElectronics & CommunicationNandini G R Download
Smart Pesticide Sprayer Robot Using IOT In Agriculture FieldEletronics and Communication EngineeringMadhukeshava M Download
Evaluation of LoRa Based Air Pollution Monitoring SystemElectronic and Communication EngineeringSATHISH H Download
SMART CROP MONITORING SYSTEM AND IOTElectronics and Communication EngineeringSangeetha M R Download
Design of a IoT-based Water Harvesting, Moisture Monitoring, and Crop Monitoring System for Precision AgricultureElectronics and communication engineeringDeepthi T R Download
SMART GLOVES FOR SPEECH IMPAIRED PEOPLESELECTRONICS AND COMMUNICATION ENGINEERINGSudharshan M K Download
12