relation: https://eprints.untirta.ac.id/41334/
title: IDENTIFIKASI VIRUS CORONA (COVID-19) BERDASARKAN CITRA CHEST X-RAY MENGGUNAKAN METODE CONVOLUTIONAL NEURAL NETWORK
creator: PUTRI, AMARA SAKINA
subject: T Technology (General)
description: Coronavirus Disease-19 (COVID-19) is a respiratory infection caused by the Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-COV2) virus strain and has been designated as a global pandemic. The main diagnosis is currently done through Polymerase Chain Reaction (PCR) and swab tests, but some people complain that this method causes discomfort in the nose and even pain when the doctor inserts the swab tool, causing fear for the public. The rapid spread and development of this virus has raised concerns for all parties, so a system is needed to help early detection of COVID-19 without causing discomfort and without pain in the nose. This research was conducted through chest x-ray images and identifying these images with 3 classes using the Convolutional Neural Network (CNN) method. The images used were 140 images per class consisting of 105 training images and 35 test images. Simulation is done with Python programming language and Google Colab. The highest accuracy result obtained in training is 94.09% and in testing is 69.52%.
date: 2024-08-23
type: Thesis
type: NonPeerReviewed
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identifier: https://eprints.untirta.ac.id/41334/1/Amara%20Sakina%20Putri_3332170067_Fulltext.pdf
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identifier: https://eprints.untirta.ac.id/41334/2/Amara%20Sakina%20Putri_3332170067_01.pdf
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identifier: https://eprints.untirta.ac.id/41334/3/Amara%20Sakina%20Putri_3332170067_02.pdf
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identifier: https://eprints.untirta.ac.id/41334/4/Amara%20Sakina%20Putri_3332170067_03.pdf
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identifier: https://eprints.untirta.ac.id/41334/5/Amara%20Sakina%20Putri_3332170067_04.pdf
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identifier: https://eprints.untirta.ac.id/41334/6/Amara%20Sakina%20Putri_3332170067_05.pdf
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identifier: https://eprints.untirta.ac.id/41334/7/Amara%20Sakina%20Putri_3332170067_Ref.pdf
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identifier: https://eprints.untirta.ac.id/41334/8/Amara%20Sakina%20Putri_3332170067_Lamp.pdf
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identifier: https://eprints.untirta.ac.id/41334/9/Amara%20Sakina%20Putri_3332170067_CP.pdf
identifier:   PUTRI, AMARA SAKINA  (2024) IDENTIFIKASI VIRUS CORONA (COVID-19) BERDASARKAN CITRA CHEST X-RAY MENGGUNAKAN METODE CONVOLUTIONAL NEURAL NETWORK.  S1 thesis, Fakultas Teknik Universitas Sultan Ageng Tirtayasa.