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Yuliana Susanti, Yuliana
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Journal : Journal of Applied Data Sciences

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Retinopathy Classification using Convolutional Neural Network Method with Adaptive Momentum Optimization and Applied Batch Normalization Slamet, Isnandar; Susilotomoa, Dhestahendra Citra; Zukhronah, Etik; Subanti, Sri; Susanto, Irwan; Sulandari, Winita; Sugiyanto, Sugiyanto; Susanti, Yuliana
Journal of Applied Data Sciences Vol 5, No 3: SEPTEMBER 2024
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v5i3.309

Abstract

Retinopathy is a common eye disease in Indonesia, ranking fourth after cataracts, glaucoma, and refractive errors. It can be overcome by early diagnosis with optical coherence tomography (OCT), but this imaging technique takes much time. In this research, retinal imaging was carried out using an expert system. The expert system in this study was formed using the convolutional neural network (CNN or ConvNet) method. CNN is an algorithm of deep learning that uses convolution operations to process two-dimensional data, such as images and sounds. This research consisted of 4 stages: data collection, preprocessing, model design, and model testing. A CNN model was formed with three arrangements, consisting of two convolutional layers and one pooling layer. The ReLU activation function, zero padding, and batch normalization were used in all three formats. Then, the flattening process was carried out, and the Softmax activation function was used at the end of the architecture. The model was built using eight epochs, and optimization of Adaptive Momentum resulted in a 98.96% test data accuracy value. The result was considered good so that CNN could be used as an alternative in retinopathy diagnosis. Further research is suggested to use other optimizations or other model architectures.
Co-Authors Alfiah, Lufita Nur Andreas Rony Wijaya Aristiarto, Rio Arnandya, Evelyn Regita Astuti, Arinda Tri Brilianto, Maximilianus Noel Edward Bahar Elwi Handajani, Sri Sulistijowati Handayani, Sri Sulistijowati Hilyatul Hilwy, Sarah Irwan Susanto Irwan Susanto Isnandar Slamet, Isnandar Kiki Ferawati Kusuma, Erin Jihan Wahyu Mahmudah, Arik Manalu, Anggiat Nareswari, Lintang Pramesti Nirwana, Muhammad Bayu Nugrahani , Isnaini Dyah Nurfauziyyah, Nuha Pratama, Alfito Putra Fajar pratiwi, hasih Putra, Sona Syah Qona’ah, Niswatul Raditya, Dionisius Indra Ratri, Aninda Puspa Respatiwulan, Respatiwulan Rina Febrinova, Rina Setiawan, Crisma Devika Sri Subanti Sucipto, Christy Sheldy Sugiyanto - Susilotomoa, Dhestahendra Citra Triyazulfa, Azkiya Winita Sulandari Zukhronah, Etik