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Wahyudi Setiawan
Sistem Informasi, Universitas Trunojoyo
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Journal : Bulletin of Electrical Engineering and Informatics

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Reconfiguration layers of convolutional neural network for fundus patches classification Wahyudi Setiawan; Moh. Imam Utoyo; Riries Rulaningtyas
Bulletin of Electrical Engineering and Informatics Vol 10, No 1: February 2021
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v10i1.1974

Abstract

Convolutional neural network (CNN) is a method of supervised deep learning. The architectures including AlexNet, VGG16, VGG19, ResNet 50, ResNet101, GoogleNet, Inception-V3, Inception ResNet-V2, and Squeezenet that have 25 to 825 layers. This study aims to simplify layers of CNN architectures and increased accuracy for fundus patches classification. Fundus patches classify two categories: normal and neovascularization. Data used for classification is MESSIDOR and Retina Image Bank that have 2,080 patches. Results show the best accuracy of 93.17% for original data and 99,33% for augmentation data using CNN 31 layers. It consists input layer, 7 convolutional layers, 7 batch normalization, 7 rectified linear unit, 6 max-pooling, fully connected layer, softmax, and output layer.
Co-Authors Abdul Ghofur Abunawas, Abunawas Aeri Rachmad Afiful Ikhwan Ainun Subair Ainun Subair Al-Afghoni, J.M. Havidz Yasaf Alinta, Cici Ami Yani Nur Amirul Mukminin Andika Wahyudi Aris Sugiharto Budi Setiyono Dewi, Meidah Dianti, Dhea Rahma Doni Abdul Fatah Fahmi, Muhammad Farid Fitri Damayanti Fitri Damayanti Fitri Damayanti Haryadi, Alya Nabila Putri Holilur Rohman, Muhammad Juwita Juwita, Juwita Kawindra, Revalina KHOIRUL ANAM Kholij Zukhrufin, Fina Koeshardianto, Meidya Kori Cahyono Krisnawan, Yudha Jarod Kurniawan, Bambang Dwi Kusumaputri, Aditya Kusworo Adi M. Alauddin Helmi Mala Sari Rochman, Eka Moch Faiz Ansori Moh. Imam Utoyo Mohammad Syarief Mohammad Syarief Mohammad Syarief Mohammad Syarief Mohammad Syarief, Mohammad Muh. Tajab Muh. Tajab, Muh. Muhammad Bakriansyah Muhammad Bakriansyah Muhammad Farid Fahmi Muhammad Fuad Muhammad Mushlih Suhadi Mukhlis Nur Pancahari Mukminin, Amirul Novi Prastiti Novi Prastiti, Novi Nur Kholik Afandi Nurul Iman Nurul Iman, Nurul Oktalina, Yuyun Prastiti, Novi Rachman, Fika Hastarita Reny Pujiastutik Riries Rulaningtyas Riries Rulaningtyas Rochman, Eka Mala Sari Rohmah, Nisaur Safitri, Eka Ayu Sofie Ratnasari Syam, Aldo Redho Syarief, Mohammad Wahyudi Agustiono Yudha Dwi Putra Negara, Yudha