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All Journal Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Techno.Com: Jurnal Teknologi Informasi TELKOMNIKA (Telecommunication Computing Electronics and Control) Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Jurnal Edukasi dan Penelitian Informatika (JEPIN) ELKOMIKA: Jurnal Teknik Energi Elektrik, Teknik Telekomunikasi, & Teknik Elektronika JOIV : International Journal on Informatics Visualization JOURNAL OF ELECTRICAL AND SYSTEM CONTROL ENGINEERING Jurnal Ilmiah FIFO Seminar Nasional Pendidikan IPA MIND (Multimedia Artificial Intelligent Networking Database) Journal Jurnal Abdimasa TELKA - Telekomunikasi, Elektronika, Komputasi dan Kontrol TEKTRIKA - Jurnal Penelitian dan Pengembangan Telekomunikasi, Kendali, Komputer, Elektrik, dan Elektronika JMECS (Journal of Measurements, Electronics, Communications, and Systems) Aiti: Jurnal Teknologi Informasi Jurnal Teknik Informatika (JUTIF) Prosiding SNAST Jurnal Ilmu Komputer dan Informatika eProceedings of Engineering Jurnal Nasional Sains dan Teknik
Rita Magdalena
Universitas Telkom
Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Education Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Materials Science & Nanotechnology Mechanical Engineering Other

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Journal : Jurnal Ilmiah FIFO

 1 
Klasifikasi Glaukoma Menggunakan Artificial Neural Network Alva Rischa Qhisthana Pratika; Rita Magdalena; R Yunendah Nur Fuadah
Jurnal Ilmiah FIFO Vol 12, No 2 (2020)
Publisher : Fakultas Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22441/fifo.2020.v12i2.007

Abstract

Abstract Glaucoma is an eye disease caused by increased eyeball pressure resulting in damage to the optic nerve and the second leading cause of blindness after cataracts. Nerve damage often occurs without symptoms so that an early examination can reduce the risk of glaucoma. Therefore, the authors designed a glaucoma detection system through eye fundal images that can facilitate the detection of glaucomaby extracting various features like Rim to Disc Ratio, Cup to Disc Ratio (CDR), Vertical Cup to Disc Ratio (VCDR), Horizontal Cup to Disc Ratio (HCDR), and Horizontal to Vertical CDR (H-V CDR) with Morphological Operations dan Thresholding for segmentation of Optic Disc (OD) and Optic Cup (OC). Artificial Neural Network (ANN) is used as a classifier of glaucoma. Through this method, the test data can be divided into two classifications namely normal eyes and glaucoma eyes. 62 pieces of data will be trained and 62 pieces of data will be tested. The results obtained aim to facilitate early detection of glaucoma eyes. Accuracy on training data reaches 100% and accuracy in this study is reached 93.5484%.Keyword: Glaucoma, Morphological Operation, Thresholding, Artificial Neural Network AbstrakGlaukoma adalah penyakit mata yang disebabkan oleh peningkatan tekanan bola mata sehingga terjadi kerusakan saraf optik dan dapat menyebabkan kebutaan nomor dua setelah katarak. Kerusakan saraf sering terjadi tanpa gejala sehingga pemeriksaan dini dapat mengurangi resiko dari glaukoma. Oleh karena itu, penulis merancang suatu sistem untuk mendeteksi glaukoma melalui citra fundus mata dengan mengekstraksi beberapa fitur yaitu Rim to Disc Ratio, Cup to Disc Ratio (CDR), Vertical Cup to Disc Ratio (VCDR), Horizontal Cup to Disc Ratio (HCDR), dan Horizontal to Vertical CDR (H-V CDR) dengan mengsegmentasi Optic Disc (OD) dan Optic Cup (OC) dengan menggunakan metode Morphological Operations dan Thresholding. Artificial Neural Network (ANN) digunakan sebagai metode klasifikasi glaukoma. Melalui metode tersebut, data uji dapat dibagi dalam dua klasifikasi yaitu mata normal dan mata glaukoma. Data latih yang akan diambil sebanyak 62 buah dan data uji yang akan diambil sebanyak 62 buah. Hasil yang diperoleh bertujuan untuk memudahkan mendeteksi secara dini mata glaukoma. Akurasi pada data latih mencapai 100% dan akurasi pada data uji mencapai 93,5484%.Kata kunci: Glaukoma, Morphological Operation, Thresholding, Artificial Neural Network
Co-Authors A F Akbar Abel Bima Wiratama Achmad Rizal Adham Nurjati Adinda Maulida Agung Aditama Putra Agustina Trifena Dame.S AGUSTINA, REGITA Ahmad Zendhaf Aldo Setiawan Alva Rischa Qhisthana Pratika Andria Sufy Angga Prihantoro Ardhi Fibrianto Arfat, Ikrar Khaera Arianto Sirandan Arintyo Archamadi Ayu Putu Wida Vanhita Azzahra, Fatima Bagas Farhan Hadyantoro Bagus Robbiyanto Bambang Hidayat Bambang Hidayat Bayuaji Kurniadhani Brian Adam Danding Adhi Priutomo Davita Nadia Fadhilah Dea Sifana Ramadhina Dewa Nyoman Indra Dewi Siskawati Dian Ayu Nurlitasari Dimas Frandisyah Putra Donny Janu Sundoro Dwi Anggreni Novitasari Dyah Ajeng Pramudhita Dyah Ayu Pratiwi Efri Suhartono Eko Susatio Eky Yuliansyah Eriel Mar Estananto Faizhal Rifky Alfaris Fathurrahman, Muhammad Hanif Fatima Azzahra FAUZI FRAHMA TALININGSIH Fauzi, Muhammad Ilham Febriani Ruming Sari Fernandi, Arya Firmanda Robi Firmansyah Patriandhika Fitya Nur Fadhilah Galih Surya Gede Hari Yogiswara Gusty Aditya Arrazaq HARSONO, ALI BUDI Herdian Anantya Risma Hilman Fauzi, Hilman I Dewa Gede Agung Kurniawan I Gusti Agung Dian Wintara I Nyoman Apraz Ramatryana I Nyoman Apraz Ramatryana I NyomanApraz Ramatryana Ibnu Da'wan Salim Ibnu Da’wan Salim Ubaidah Ibnu Da’wan Salim Ubaidah Ignatius Yoslan Kurniawan Ikhwanda, Alfan Ikrar Khaera Arfat Ilma Rahma Dewi Imanuel Boyke Nainggolan Immanuel Rayuzi Pandapotan Sinaga Indrafaqih Eskamara Inung Wijayanto Iqbal Kurniawan Perdana Irham Bani Alfafa Ivan Prayoga Prawiro Ivandy Chaniago Jangkung Raharjo Jonthala Tambunan Koredianto Usman Kurnia Khafidhatur Rafiah Ledya Novamizanti Lugina Perceka Putri M.Aldia Abilisa Mahendra, Dio Maisaroh Agustina Rahayu Malardy , Muhammad Andriyansyah Masykur, Muhammad Fadhel Affandi Misbakhul Munir Muhamad Rokhmat Isnaini MUHAMMAD ADNAN PRAMUDITO Muhammad Akhyar Ghifari Muhammad Ardhi Prakasa Muhammad Bayu Adinegara Muhammad Fadly Mustakim Muhammad Ihsan Fadhil Muhammad Ilham Muhammad Ilham Muhammad Ilham Fauzi Muhammad Najiburahman Muhammad Tezar Muhammad Yuqdha Faza Nabila Herman Naufal Adi Gifran Nidaan Khofiya Nor Kumalasari Nor Kumalasari Caecar Nor Kumalasari Caecar Pratiwi Nor Kumalasari Caesar Pratiwi Nugraha, M.Fajar Zulvan Nur Andini Nur Ibrahim NURFAJAR, FEBI Obed Simanungkalit Octavian Putera Kesuma Sugeng Olyvia Fernanda Soedradjat Perdana, Iqbal Kurniawan PERDANI, WAHYUNI RIZKY Pramudhita, Dyah Ajeng Prayoga, Krisna Prayudi, Yoshi Prihantoro, Angga Putra, Akbar Trisnamulya Putri Andriani R Ricki Juniansyah R Yunenda Nur Fu'adah R. Rumani R. Rumani R. Yunendah Nur Fu’adah Raditiana Patmasari Rafid Fakhri Rahardjo Rahardjo Rahmad Hidayatullah Salam Raihan Nur Fadhlillah Rama Arjun Setiawan Ramdhan Nugraha Ratri Dwi Atmaja Renny Rahmawati Reyfaldi Wahyu Pradana Reyhan Radifan Jordy Rezki Ariz Rahadian Ricardo Ricardo Richard Bina Jadi Simanjuntak Ridwan Firdaus Rifqi Muhammad Fikri Rissa Rahmania Rizki Muhammad Iqbal Rizqi Surya Utama Rosyita Ayuning Mauludiya Rudiana Agustini Sa'idah, Sofia Sa’idah, Sofia Saidah, Sofiah Sari, Febriani Ruming Sayidia Rizki Arfina Sean Alexander Suryaman Septian Eko Kuncahyono Shimon Anterio Armando Sinaga Sofia Sa'idah Sofia Sa’idah SOFIA SAIDAH Sofia Sa’idah Steven Palondongan Suci Aulia Sugondo Hadiyoso Susilo, Mochammad Hilmi Suwandhi, Adhisty Putrina Suwitrisna Putra Syafiq Hilmi Abdullah Syamsul Rizal Tahta Restu Adiguna Tamardi Pranata Tampubolon Tauhid Nur Azhar Teguh Dian Arifandi Tri Siswanto Triyogi, Raihan Twinarya Bagus Wibawa Varian Mohammad Sutama Yohana Karina Candra Sari Yunendah Fu’adah