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Call for Papers:Vol.11 Issue.3

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Title: :  Diabetic Retinopathy Classification Using CNN
PaperId: :  23953
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 3 2024
DUI:    16.0415/IJARIIE-23953
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Prof. Takbhate T.KMIT College Of Railway Engineering And Research, Barshi
ONKAR VIJAYKUMAR JOSHIMIT College Of Railway Engineering And Research, Barshi
NIRANJAN SADANAND PEGADAMIT College Of Railway Engineering And Research, Barshi
RAHUL VENUGOPAL ANKARAMMIT College Of Railway Engineering And Research, Barshi
ADITYA SIDDHPRASAD ANKARAMMIT College Of Railway Engineering And Research, Barshi
RITESH NAGESH SUTRAVEMIT College Of Railway Engineering And Research, Barshi

Abstract

Computer Science and Engineering
Diabetic Retinopathy (DR), Convolutional Neural Networks (CNNs), Fundus Images, Feature Extraction, Classification, Deep Learning, Image Preprocessing, Data Augmentation, Training Dataset, Validation Dataset, Accuracy, Data Collection, Python
This study presents a novel approach for the classification of Diabetic Retinopathy (DR) utilizing Convolutional Neural Networks ( CNN ). Leveraging deep learning techniques, the proposed CNN model demonstrates high accuracy in distinguishing various stages of DR from retinal fundus images. Through the integration of convolutional layers, pooling , and fully connected layers, the model effectively learns intricate features indicative of diabetic retinopathy. The system’s performance is evaluated using a comprehensive dataset, showcasing its potential as an efficient and automated tool for early DR detection and classification. The results highlight the significance of employing CNNs in medical image analysis, particularly for enhancing diagnostic processes in diabetic retinopathy.

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IJARIIE Prof. Takbhate T.K, ONKAR VIJAYKUMAR JOSHI, NIRANJAN SADANAND PEGADA, RAHUL VENUGOPAL ANKARAM, ADITYA SIDDHPRASAD ANKARAM, and RITESH NAGESH SUTRAVE. "Diabetic Retinopathy Classification Using CNN" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 3 2024 Page 2348-2356
MLA Prof. Takbhate T.K, ONKAR VIJAYKUMAR JOSHI, NIRANJAN SADANAND PEGADA, RAHUL VENUGOPAL ANKARAM, ADITYA SIDDHPRASAD ANKARAM, and RITESH NAGESH SUTRAVE. "Diabetic Retinopathy Classification Using CNN." International Journal Of Advance Research And Innovative Ideas In Education 10.3(2024) : 2348-2356.
APA Prof. Takbhate T.K, ONKAR VIJAYKUMAR JOSHI, NIRANJAN SADANAND PEGADA, RAHUL VENUGOPAL ANKARAM, ADITYA SIDDHPRASAD ANKARAM, & RITESH NAGESH SUTRAVE. (2024). Diabetic Retinopathy Classification Using CNN. International Journal Of Advance Research And Innovative Ideas In Education, 10(3), 2348-2356.
Chicago Prof. Takbhate T.K, ONKAR VIJAYKUMAR JOSHI, NIRANJAN SADANAND PEGADA, RAHUL VENUGOPAL ANKARAM, ADITYA SIDDHPRASAD ANKARAM, and RITESH NAGESH SUTRAVE. "Diabetic Retinopathy Classification Using CNN." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 3 (2024) : 2348-2356.
Oxford Prof. Takbhate T.K, ONKAR VIJAYKUMAR JOSHI, NIRANJAN SADANAND PEGADA, RAHUL VENUGOPAL ANKARAM, ADITYA SIDDHPRASAD ANKARAM, and RITESH NAGESH SUTRAVE. 'Diabetic Retinopathy Classification Using CNN', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, 2024, p. 2348-2356. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Diabetic_Retinopathy_Classification_Using_CNN_ijariie23953.pdf (Accessed : ).
Harvard Prof. Takbhate T.K, ONKAR VIJAYKUMAR JOSHI, NIRANJAN SADANAND PEGADA, RAHUL VENUGOPAL ANKARAM, ADITYA SIDDHPRASAD ANKARAM, and RITESH NAGESH SUTRAVE. (2024) 'Diabetic Retinopathy Classification Using CNN', International Journal Of Advance Research And Innovative Ideas In Education, 10(3), pp. 2348-2356IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Diabetic_Retinopathy_Classification_Using_CNN_ijariie23953.pdf (Accessed : )
IEEE Prof. Takbhate T.K, ONKAR VIJAYKUMAR JOSHI, NIRANJAN SADANAND PEGADA, RAHUL VENUGOPAL ANKARAM, ADITYA SIDDHPRASAD ANKARAM, and RITESH NAGESH SUTRAVE, "Diabetic Retinopathy Classification Using CNN," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, pp. 2348-2356, May-Jun 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/Diabetic_Retinopathy_Classification_Using_CNN_ijariie23953.pdf [Accessed : ].
Turabian Prof. Takbhate T.K, ONKAR VIJAYKUMAR JOSHI, NIRANJAN SADANAND PEGADA, RAHUL VENUGOPAL ANKARAM, ADITYA SIDDHPRASAD ANKARAM, and RITESH NAGESH SUTRAVE. "Diabetic Retinopathy Classification Using CNN." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 3 ().
Vancouver Prof. Takbhate T.K, ONKAR VIJAYKUMAR JOSHI, NIRANJAN SADANAND PEGADA, RAHUL VENUGOPAL ANKARAM, ADITYA SIDDHPRASAD ANKARAM, and RITESH NAGESH SUTRAVE. Diabetic Retinopathy Classification Using CNN. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(3) : 2348-2356. Available from: https://ijariie.com/AdminUploadPdf/Diabetic_Retinopathy_Classification_Using_CNN_ijariie23953.pdf
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