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Eko Supriyanto
Department of Clinical Science and Engineering, Faculty of Health Science and Biomedical Engineering, Universiti Teknologi Malaysia, 81310 Johor
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Journal : Jurnal Generic

 1 
Lung X-Ray Segmentation using Quadrant-Based Tracing Method Rizqie, Muhammad Qurhanul; Maolana, Iyus; Supriyanto, Eko
Generic Vol 16 No 1 (2024): Vol 16, No 1 (2024)
Publisher : Fakultas Ilmu Komputer, Universitas Sriwijaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.18495/generic.v16i1.182

Abstract

Chest X-Ray is one of the most popular imaging modalities. Chest X-ray has been a subject of various imaging-related research for years. Among the various research, Lung segmentation is one of the most prominent ones. Nowadays the trend of research in segmentation is moving toward deep learning however traditional segmentation has advantage of requiring less calculation resources thus still has potential to be explored. In this paper an alternative non-deep learning segmentation method using graph-based method to trace border of the Chest X-Ray lung region is proposed. Chest X-Ray image was treated as a graph with coordinate of the pixels as vertex and value of the pixels as edges. First the image was divided into 4 quadrants, then the border of lung region on each quadrant was traced by finding the minimum spanning tree of the graphs on each quadrant, then the pixels recorded as the tree was smoothed and optimized using Savitzky-Golay filter. The results were analyzed using the confusion matrix by comparing the proposed method results with manual segmentation by a radiologist. The proposed method is successfully segment lung area on lateral view of chest X-Ray with an average accuracy of 0.936. Two sample T-test also employed in order to show that there is no significant difference between the proposed method results and manual segmentation by radiologist.
Co-Authors -, Sutikno - Abdul-Malek, Zulkurnain Abu Hasan Abu Hasan, Abu Adi Supratikto, Adi Adri Senen Agung Agus Rochadi, Agus Ahmad Fathoni AHMADI Aldri Widi Setyantoko, Aldri Widi Amin Suharjono Amrulloh, Yusuf A Anggaini, Dwi Ardhi, Qisthi Arfianto, Afif Zuhri Arifin Arifin Aynun S., Reizka Bramantyo, S.T., M.,T, Hutama Arif Budi Utomo Budi, Deni Setia Choiriyah Widyasari Christina Christinanda, Mitchell Onesimus Christiono, Christiono Darwito, Haryadi Amran Dhiyavia, Fuad Djalal Fuadi Djunita Permata Indah Dwi Astuti Ekasari, Fitri Fikri, Miftahul Fitri Fitri Furqoni, Furqoni Gabby K., Dyah Hakum, Fadhil Ahnaf Taufiqul Handriyotopo Handriyotopo Hendra Setiawan Hidayati, Priska Nurul Hutama Arif Bramantyo I Ketut Suada I Nyoman Gunantara Jamani Jamian, Jasrul Juanda Astarani Karpriana, Angga Permadi Kusumo, Sardono Waluyo Legowo, Slamet Jauhari Lestari, Paramita Lia Uzliawati Luqita, Syauqi Fajar M. Zainul Arifin Maolana, Iyus Maryadi Maryadi Mazayatul Mufrihah B11212091 Mohammad Basuki Rahmat, Mohammad Basuki Mohammad Zulfi Silaturokhim, Mohammad Zulfi Mohd Esa, Mona Riza Muh Nur Rochim Maksum MUHAMMAD FAHMI Muhammad Qurhanul Rizqie Muhammad Syaifudin, Syarif Muhammad Yahya Mulyadi, Agus Mulyana Kartadinata, Iwa Garniwa Muna, Nailul Mustofa, Triono Ali Muthoifin Nana Supriatna Nirwati, Nirwati Novitasari Mara, Muhlasah Nurrani, Hanny NURUL HIDAYAH Nurul Hidayati Oktaviani, Cantika Cakhya Oktaviani, Eva Pamardi, S Pande Made Sukerta, Pande Made Pandoyo, Moh. Pramuji, Tulus Puspitarini, Ratih Putri E., Dea R.M. Sudarsono -, R.M. Sudarsono Ramadhan, Aditya Wahyu Ramadhani, Fathia Mirda Ramandika, Anugrah Ramdhani, Deddy Ridawati, Indah Dewi Riyanti Riyanti Rizki, Aris Bahari Rizky, Rizky Adithya Rizqi, Karisma Nur Rochmatika, Rizkha Ajeng Rohmah, Nuriyana Sal Murgiyanto, Sal Samino Sanjaya, Firman Lukman Sapondra Wijaya, Sapondra Saputri, Bulan Noverina Rahma Satya Dini, Hasna Sigit Setijo Budi, Sigit Setijo Silvester Pamardi, Silvester Sindung Hadwi Widi Sasono, Sindung Hadwi Widi Soewito, Bambang Sri Martini Sudarno Shobron, Sudarno Sudibya, I Gusti Ngurah Sugiharto, Ayub Sumarsono, Agus Suparno, Hari Wahyuningrat supriyatno supriyatno Susanto, Febi Susmini, Susmini Suyanto Suyanto Syahbandi Syahbandi Syahroni, Nanang Syamsir Abduh Timbul Haryono Titon Dutono Tri Budi Santoso Tri Raharjo Yudantoro Trihariyanto, Sigit Trisna, Efa Ulfa, Msy Hartina Ulfah Ulfah Valian Yoga Pudya Ardhana Wafrotur Rohmah Wahyono Wahyono Wayan Wibowo, Wahyu Dwi Ari Wicaksono, Syahrul Widawati, Tri Zahrotul Uyun ZURAIDAH ZURAIDAH