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All Journal Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Sainteks Proceedings of KNASTIK TELKOMNIKA (Telecommunication Computing Electronics and Control) Jurnal Informatika SPEKTRUM INDUSTRI Jurnal Sarjana Teknik Informatika JUITA : Jurnal Informatika International Journal of Advances in Intelligent Informatics Seminar Nasional Informatika (SEMNASIF) Khazanah Informatika: Jurnal Ilmu Komputer dan Informatika JTET (Jurnal Teknik Elektro Terapan) Jurnal Penelitian Pendidikan IPA (JPPIPA) Indonesian Journal of Artificial Intelligence and Data Mining Buffer Informatika Jurnal Sains dan Informatika Insect (Informatics and Security) : Jurnal Teknik Informatika JRST (Jurnal Riset Sains dan Teknologi) JITK (Jurnal Ilmu Pengetahuan dan Komputer) PROCESSOR Jurnal Ilmiah Sistem Informasi, Teknologi Informasi dan Sistem Komputer JURTEKSI Journal of Information Systems and Informatics Buletin Ilmiah Sarjana Teknik Elektro Mobile and Forensics Abdi: Jurnal Pengabdian dan Pemberdayaan Masyarakat Masyarakat Berdaya dan Inovasi Journal of Computer Science, Information Technology and Telecommunication Engineering (JCoSITTE) Innovation in Research of Informatics (INNOVATICS) Jurnal Teknik Informatika (JUTIF) EDUTECH : Jurnal Inovasi Pendidikan Berbantuan Teknologi Decode: Jurnal Pendidikan Teknologi Informasi Jurnal Mandiri IT Ahsana: Jurnal Penelitian dan Pengabdian kepada Masyarakat Sabangka Abdimas Jurnal Pengabdian Masyarakat Sabangka Control Systems and Optimization Letters Prosiding Seminar Nasional CORISINDO Jurnal Pengabdian Masyarakat: Bisnis dan Iptek (JPMBISTEK)
Murinto Murinto
Program Studi Teknik Informatika Fakultas Teknologi Industri Universitas Ahmad Dahlan Yogyakarta
Aerospace Engineering Agriculture, Biological Sciences & Forestry Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Neuroscience Nursing Physics Public Health Social Sciences Other

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Journal : control systems and optimization letters

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Analysis of the Influence of Number of Segments on Similarity Level in Wound Image Segmentation Using K-Means Clustering Algorithm Furizal, Furizal; Mawarni, Syifa’ah Setya; Akbar, Son Ali; Yudhana, Anton; Kusno, Murinto
Control Systems and Optimization Letters Vol 1, No 3 (2023)
Publisher : Peneliti Teknologi Teknik Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59247/csol.v1i3.33

Abstract

This study underscores the importance of wound image segmentation in the medical world to speed up first aid for victims and increase the efficiency of medical personnel in providing appropriate treatment. Although the body has a protective function from external threats, the skin can be easily damaged and cause injuries that require rapid detection and treatment. This study used the K-Means clustering algorithm to segment the external wound image dataset consisting of three types of wounds, namely abrasion, puncture, and laceration. The results showed that K-Means clustering is an effective method for segmenting wound images. The greater the number of segments used, the better the quality of the resulting segmentation. However, it is necessary to take into account the specific characteristics of each type of wound and the number of segments used in order to choose the most suitable segmentation method. Evaluation using various metrics, such as VOI, GCE, MSE, and PSNR, provides an objective assessment of the quality of segmentation. The results showed that abrasion wounds were easier to segment compared to puncture wounds and lacerations. In addition, the size of the image file also affects the speed of program execution, although it is not always absolute depending on the characteristics of the image.
Co-Authors Abdul Fadlil Abdul Jawad Achmad Sahri Ramdhani Adam, Irfan adelia fitriawati zakiyyah Adhi Prahara Adhi Prahara Adhi Prahara, Adhi Adi Jufriansah Aditya Kurniawan Agus Harjoko Agus Harjoko Amin Padmo A.M Angga Prasetio Romadhon Anton Yudhana Arfiani Nur Khusna Arief Yudiyanto Arya Yugi B Astika AyuningTyas, Astika Auzan, Muhammad Azhari, Ahmad B, Arya Yugi Bachrudin Muchtar Bachrudin Muchtar Bambang Suhartono Bayu Krisna Murti Benny Adrian Bidinnika, Muhammad Kunta Binar Aji Hermawan Caswito Caswito darmanto darmanto Daru Thobrani Furqon Deris Alfiansyah Kurnia Dewi Pramudi Ismi Dyah Apriliani Dyah Apriliani Dyah Apriliani Ediansa, Oka Eko Aribowo Eko Aribowo Elena Yustina Elena Yustina Erik Iman Heri Ujianto Faisal, Ilyas Farajullah Farajullah Ferangga Puguh Furizal, Furizal Gading Surya Lesmana Galang Romadhon Gustava Ardiantoro Habibillah, Ahmad Yasin Habie, Khairul Fathan Hafin, Aqid Fahri Hazar, Siti Herman Herman Herman Yuliansyah Herman Yuliansyah, Herman Hidayah, Rihmah Alifah Ikhwan Hawariyanta Imam Riadi Indarto Indarto Indra Dwi Ananto Irfan Adam Irfan Adam Jamhari Widadi Kartika Firdausy Khoirunnisa, Itsnaini Irvina Krisna Astianingrum Labib Azhar Janotama Lesmana, Gading Surya Martania Melany Maulidan, Muhammad Mawarni, Syifa’ah Setya Miftahurahma Rosyda Miftahurrahma Rosyda Muchtar, Bachrudin Muhammad Arif Nuur Hafidz Muhammad Ridwan Muhammad Syukri Murein Miksa Mardhia Murti, Bayu Krisna Nagala Wangsa kencana Nur Rochmah Dyah Pujiastuti Nurkhasanah Nurkhasanah Nurul Istiqomah Nuur Hafidz, Muhammad Arif Okimustava Okimustava Padmo A.M, Amin Pawestri, Sheraton Permadi, Yuda Pratama, Ridho Haikal Puji Triono Pujiyono, Wahyu Putri, Salsabilla Azahra Rajunaidi Rajunaidi Rajunaidi, Rajunaidi Risnadi Syazali Rizal Prambudi Rizki Muriliasari Royyan Yuni Miladi Rusydi Umar Salsabilla Azahra Putri Sefiyanti, Reza Shireen Panchoo Sismadi, Wawan Siti Hajar Son Ali Akbar Sri Handayaningsih Sri Hartati Sri Winiarti Suhendra Edi Saputra Sunardi Sunardi Sunardi, Sunardi Suyahman Suyahman Syifa'ah Setya Mawarni Taufik Cahya Prayitna Teguh Sudrajat Thoat Khoirudin Tri Kasihno Triono, Puji Wahju Tjahjo Saputro Wahyu Pujiyono Wahyu Pujiyono Wawan Ragil Wibowo Wijayanti, Dedi Willy Permana Putra Wintolo, Hero Wisnu Ahmad Maulana Yan Adhi Permadi Yesiansyah Yesiansyah Yuda Permadi Yudhiakto Pramudya Yuliansah, Herman Yulisasih, Baiq Nikum Yunianti, Rizqi Yustina, Elena Zakiyyah, Adelia Fitriawati Zulkarnain Effendi