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Journal : applied technology and computing science journal

Tuberculosis Detection based on Lung X-Ray Images Using Convolutional Neural Networks (CNN) Kurniawan, Rudi; Badriyah, Tessy; Syarif, Iwan
TEKNOLOGI DITERAPKAN DAN JURNAL SAINS KOMPUTER Vol 7 No 1 (2024): June
Publisher : Universitas Nahdlatul Ulama Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33086/atcsj.v7i1.6448

Abstract

Tuberculosis (TB) is an infectious disease caused by Mycobacterium tuberculosis, primarily affecting the lungs. Despite being preventable and curable, TB remains a significant global health issue, especially in developing countries. The success of TB treatment heavily depends on the accuracy of the diagnosis, which typically requires expertise from pulmonology or radiology specialists to interpret chest X-ray images.  This study aims to design an assistive tool for TB detection that can automatically diagnose the disease using chest X-ray data.  The study implemented a Convolutional Neural Network (CNN) architecture to analyze the X-ray images. Additionally, image preprocessing and early stopping methods were employed to enhance accuracy performance, optimize computation, and prevent overfitting.  Experiment was conducting using 75% of the data as training data to generate the model and then applied to 25% of the data as testing data. This study comparing image sizes in RGB and grayscale modes. Experimental results show that the use of early stopping has a significant impact on training time, reducing training time substantially in almost all scenarios without drastically sacrificing accuracy. Without early stopping, accuracy does tend to be higher, as seen in grayscale color mode with an image size of 128x128, where the accuracy reaches 0.992, and in RGB mode with an image size of 64x64 which reaches 0.995. However, training time also increases significantly, for example for a 299x299 image with RGB mode, the training time reaches 927 seconds. Therefore, while RGB yields slightly higher accuracy, grayscale is recommended due to significantly faster training times. Additionally, the early stopping mechanism proves effective in reducing computational time, making the training process more efficient.
Co-Authors A.A. Gede Agung Abdul Ghani, Raihan Abdul Latif Abdul Razak Munir Abdussamad . Adawiyah , Rabiatul Adinda Maharani, Azahra Aditia Putra Pranjaya Aditya Nugroho Adriani, Weni Yunisa Agni, Vega Putra Dwi Agung Pranata AGUNG SEDAYU Agustin, Maulina Aisy, Rahadatul Aktavera, Beni Alfirda Sofyan, Zahra Ali, Luthfi Gosan Alif Prayudha, Bimo Amalia Nur Chasanah Amaliah, Novi An-naziz Safaat, Wafik Ananda, Seprian Haris Andini, Selvi Andriani, Meri Andriyani, Wini Anggraeni, Anggi Annisa Desty Puspatriani Ansori, Ilman APRIANDY, KEVIN ILHAM Aprianto, Wili Aprisusanti, Rani Purnama Aribah, Firyal Arief Rachman Arip Budiman, Arip Armanda, Dicky Armanto, Armanto Aruni , Fidhia Aruni, Fidhia Arya Rudi Nasution asep gunawan Asmarani, Sri Utami Atun Farihatun Avin Maulana, M. Ayu Endang Purwati Ayulinda, Arianisah P. Baehaqi Bara Zaretta Belli Nasution Berizky, Kekieta Gustie Bimastari Aviani, Tri Hasanah Chulyatunni’mah D.A, Dyah Kuntorini Dadan Suhendar, Asep Darma Irawan, Bobi Darussalam, Luthvi Nurfauzi Daulay, Nelly Khairaini Dayanti, Resda Dermawan, Hibrizi Dzaky Dewiyana, Dewiyana Dheri Febiyani Lestari Diana Puspitasari Diana Sari, Deuis Ducha, Moh Syamsi Dwi Budi Santoso Elmayati, Elmayati Enik Sulistyowati Enik, Enik Sulistyowati Ernawati Ernawati Esti Andarini ETI KURNIAWATI Fahmi Wardhani, Masitha Fajar Ramadhan, Fajar Falih, Alfi Rizqi Falih Fanny Rifqi El Fuad, Fanny Rifqi Fauzan . Febrianur Ibnu Fitroh Sukono Putra Ferrina Ermalina Rumbik, Ferrina Ermalina Rumbik Fery Riyanto Firmansyah, Andan Fitriani Fitriani Fitriyani, Ida Fonna, Syarizal Frans Sudirjo Gapatra, Reja Gilang Ramadhan Ginting, Helmina Br. Gunawan Romadon, Haris Haminangan, Ryan Hanifatul Lutfiah, Hanifatul Lutfiah Harapan Harapan Hayati, Umi Heni Marliany Henri Setiawan Herdiana, Ruli Herwantono, Herwantono Hidayat, Asep Toyib Hidayat, Muhamad Taufiq Hidayat, Peri Hidayat, Zaids Syarif Hutabarat, Auro Osti Berliana I Made Tegeh Ichsan Ichsan Ida Farida Iis Riyana Ikhwan Fahruddin, Yusuf Ikramullah, Ikramullah Ima Sukmawati, Ima Inawati, Windi Indriastuti, Marlina Intan, Bunga Irfan Ali, Irfan Irma Purnamasari, Ade Islamiatik, Fena Ayu Ismail Ismail iwan Syarif j.ezugwu, umezurike Jahroh, Nurdiatul Jannah, Zahratul Jayawarsa, A.A. Ketut Junaidi Junaidi Kamil, Qatrunnada Khairani Daulay, Nelly Komala, Wulan Kristianti, Veronica Ernita Kurniadi, Yudi Kurniawan, Efik Kusman Ibrahim Kusuma, Fujianti Kusumawaty, Jajuk Lilian Lilian Lily Herlinah Linda Oktavianingsih Lingga Wijaya, Harma Oktafia Lorentiana Wijayanti, Rima M Rusdi M. Azka Kesuma Wardana Ma’sum, Hadiansyah Maelani, Imelda Maeyzhal, Fanya Maimun Syukri, Maimun Makhfud Syawaludin Manzis, Zian Masru’ah, Iim Imas MJW, Endrian Mohamad, Fatma Susilawati Monica, Intan Muangsal Mubarok, Khoirul Mudatsir Mudatsir Muhamad Chairul Basrun Umanailo Muhammad Muhammad Muhsin Muhsin Mujib, Miftachul Muktar, Muktar Mulyawan, Mulyawan Mustikasari, Julia Arum Mustofa Bisri, Mu'ammar Nana Herdiana Abdurrahman, Nana Herdiana Ningtias, Restika Puspa NOVIANTI, ELIS Noviati, Elis Novilia, Fitri Nur Amalia, Yustika Nur Hamidah, Nur Nur Hidayat Nurapandi, Adi Nurazijah, Wulan Nurbaiti, Seni Nurholipah, Titin Nurmalawati, Nurmalawati Nurmasyahyati Nurmasyahyati, Nurmasyahyati Nurul Huda Nurul Kamaly Nuryaman, Maman Odi Nurdiawan Okke Rosmala Dewi Oktafia Lingga Wijaya, Harma Oktavia, Vicky Pamungkas, Angling Sadewo Aji Perdana, Tito Aditya Pratama, Annisa Salsabilah Pratama, Vishal Indu Prawitasari, Dian Prikurnia, Anas Khair Purusa, Nanda Adhi Purwo Suwignyo Putri ayu, Putri Ayu Dara Sekarwangi Putri, Widia Raden Mohamad Herdian Bhakti Rafila, Amal Julio Rafles Ginting Rahayu, Anisa Dinda Rahmad Nuthihar Rahmadiawan, Dieter Rahman Sahputra, Rizky Rahman, Sakilah Ramadhan, Teddy Muhammad Ramdani, Pajar Raudotul Janah, Fina Regina Regina Revita Yanuarsari Ria Kurniawati Rifaai Alldi Ananda, Muhamad Rifatul Khasanah, Rifatul Khasanah Rizki Ani, Fitri Rizki, Fido Rizqi, A Faisal Maulana Rocky Putra A Rohman, Idan Saepul Rusdiyanto Sabilla, Raissa Sadiyyah, Putri Aisyatus Saeful Anwar, Saeful Safitri, Maria Safrida Safrida Safrida Safrida, Nila Saiful Bahri Salma Munada, Mutiara Salsabila, Denaya Bethary Samsul Anwar Samsuryadi Samsuryadi Sandi, Yudisa Diaz Lutfi Sandova, Firdaus Sanjaya, Handika Sari Rusmita Sari, Wisdalia Maya Sasabone, Luana Savero, Raihan Vito Savira Uswatun Khasanah, Savira Uswatun Khasanah Septian Nugraha, Titan Setiani, Tia Shalihah, Ghina Sholeha, Mia Sintaningrum, Picantia Bunga Siti Nurhamidah, Lena Situmeang, Alona sobri, ahmad Sofyan, Sarwo E. Sofyan, Verra Rosyalia Widia Sormin, Rahma Diani Srinayanti, Yanti Sugiyono . Suhanda Suhanda Suhita Whini Setyahuni Sumiarsih, Mia Sunardi, Lukman Supratati, Tati Suprihartini, Yayuk Suryana, Tatang Suryawijaya, Tito Wira Eka Susana, Heliyanti Susilawati Mohamad, Fatma Sutisna, Asep Syach Putra, Yanuar Syafruddin, Muhammad Andri Syahrial Sidik Syamsul Anwar, Syamsul Syifaul Huzni Taryana Taryana, Taryana Tati Suprapti Taufik Hidayat Tedjo Darmanto Tedjo Darmanto Tessy Badriyah, Tessy Triswanto, Triswanto Usmiyatun Usmiyatun Vincent Didiek Wiet Aryanto Vitriyan Espa Wabula, Abdul Latif Wahyudi Wahyudi Wahyunisari, Nina Waluyo, Endrian Mulyadi Justitia Wardana, Affan Hanafi Wibowo, Mochammad Eric Suryakencana Widianto, Fuad Hassan Widiawati, Fitri Wijaya, Yudhistira Wijaya, Yudhitira Arie Winayah, Winayah Yantiana, Nella Yeni Puspitasari Yudhistira Arie Wijaya Yudi Setia Rachmanda yulani, Yulani - Yulia, Yuli Yunitri, Ninik Yusnawati, Yusnawati Yusuf Sidiq, Yusuf Sidiq Zahara, Ana Zahrul Fuadi Zakaria, Fakhmi Zulius, Antoni