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All Journal Jurnal Varian Jurnal Aplikasi Dan Inovasi Ipteks SOLIDITAS Jurnal Mnemonic JASTEN (Jurnal Aplikasi Sains Teknologi Nasional Magnetika: Jurnal Mahasiswa Teknik Elektro
Irmalia Suryani Faradisa
Teknik Elektro, Institut Teknologi Nasional Malang
Arts Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Electrical & Electronics Engineering Engineering Environmental Science Mathematics Physics Social Sciences Other

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Journal : Jurnal Varian

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Convolutional Neural Network for Cataract Maturity Classification Based LeNet Radimas Putra Muhammad Davi Labib; Sirojul Hadi; Parama Diptya Widayaka; Irmalia Suryani Faradisa
Jurnal Varian Vol 5 No 2 (2022)
Publisher : Universitas Bumigora

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30812/varian.v5i2.1629

Abstract

The eyes are one of the vital organs owned by humans. One of the common eye diseases is cataracts. This disease is characterized by clouding of the lens of the eye and can interfere with vision. Worst case, sufferers can experience blindness. Cataract maturity can be divided into four categories, namely incipient, immature, mature, and hypermature. Cataracts can be removed through surgery when the cataract is in the mature or hypermature phase. Cataract examination is usually done using a slit lamp. The lack of hospitals that have this equipment can cause delays in the healing process for cataract sufferers. This study created an image processing algorithm for the maturity classification process of cataracts using the Convolutional Neural Network method with LeNet network architecture. The algorithm that has been built is capable of classifying the maturity of cataracts with an accuracy rate of 93.33%
Co-Authors 1Mohamad Cholil Agung Darmawan Ahmad Dony Mutiara Bahtiar Alfarid Hendro Yuwono Basuki Widodo Bima Romadhon Parada Dian Palevi Bima Romadhon PDP Budi Fathony Dyah Ayu Girindraswari Eko Yohanes Setyawan F. Yudi Limpraptono Febriana Santi W Febriana Santi Wahyuni I Komang Somawirata kukuh prayoga pangestu prastiyawan M. Ibrahim Ashari M. Imron Khoirus Saleh Michael Ardita Mohammad Ibrahim Ashari Parama Diptya Widayaka Radimas Putra M. D. L. Radimas Putra Muhammad Davi Labib Rizqi Cahyo Muflih Putra - Roichan Nafis Sandy Dwi Kurniawan Sirojul Hadi Sotyohadi Yogi Nugraha Aditama Yoppy Aldya