TY - GEN
T1 - Deep-GlaucomaNet
T2 - 14th International Conference on Computing Communication and Networking Technologies, ICCCNT 2023
AU - Sharma, Santosh Kumar
AU - Muduli, Debendra
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - Glaucoma is a chronic eye disease that is a leading cause of irreversible vision loss worldwide. Early and accurate classification of glaucoma is crucial for timely intervention and effective management. In this study, we propose a novel glaucoma classification model named as Deep-GlaucomaNet based on advanced deep learning techniques to achieve high accuracy and reliability. Here, the GoogLeNet model has been employed as a base model. The last four layers of the GoogLeNet were replaced with the customized 15 layers. The augmentation technique has been applied for avoiding overfitting is-sues. The performance of the model is evaluated with two activation functions ReLU and Swish. The proposed model earns better classification accuracy 94.39% on the G1020 dataset and represents its perfection over other existing models.
AB - Glaucoma is a chronic eye disease that is a leading cause of irreversible vision loss worldwide. Early and accurate classification of glaucoma is crucial for timely intervention and effective management. In this study, we propose a novel glaucoma classification model named as Deep-GlaucomaNet based on advanced deep learning techniques to achieve high accuracy and reliability. Here, the GoogLeNet model has been employed as a base model. The last four layers of the GoogLeNet were replaced with the customized 15 layers. The augmentation technique has been applied for avoiding overfitting is-sues. The performance of the model is evaluated with two activation functions ReLU and Swish. The proposed model earns better classification accuracy 94.39% on the G1020 dataset and represents its perfection over other existing models.
KW - Batch normalization (BN)
KW - CNN
KW - Computer aided diagnosis (CAD)
KW - Deep learning (DL)
KW - Deep neural network (DNN)
KW - Glaucomatous optic disc changes (GON)
KW - Machine learning (ML)
KW - Optical coherence tomography (OCT)
UR - http://www.scopus.com/inward/record.url?scp=85179854908&partnerID=8YFLogxK
U2 - 10.1109/ICCCNT56998.2023.10308369
DO - 10.1109/ICCCNT56998.2023.10308369
M3 - Conference contribution
AN - SCOPUS:85179854908
T3 - 2023 14th International Conference on Computing Communication and Networking Technologies, ICCCNT 2023
BT - 2023 14th International Conference on Computing Communication and Networking Technologies, ICCCNT 2023
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 6 July 2023 through 8 July 2023
ER -