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Journal : Indonesian Applied Physics Letters

Tubule Formation Segmentation Of Histopathological Image Of Breast Cancer By Using Clustering Method Hadiyyatan Waasilah; Riries Rulaningtyas; Winarno Winarno; Anny Setijo Rahaju
Indonesian Applied Physics Letters Vol. 1 No. 1 (2020): June
Publisher : Universitas Airlangga

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20473/iapl.v1i1.21338

Abstract

Histopathological assessment is one of the examinations that allows the classification of breast cancer based on its level. Histopathological assessment factors are based on tubule formation, nuclear pleomorphism, and the mitotic count. This study only focused on tubule formation. The tubule formation was represented by a lumen surrounded a  nucleus. The segmentation of tubule histopathology of breast cancer method was using a combination of k-means clustering and graph cut. The image data used in this study were 15 images of breast cancer histopathology preparations using 5 variations in the number of clusters (k) in the k-means clustering method. The best results of tubule formation segmentation using k = 4, with an average value of balanced accuracy was 81.08% and the most optimal balanced accuracy results was 94.34%.
Co-Authors Abdurrahman Hasyim Asy’ari Alphania Rahniayu Aniek Meidi, Aniek Aniek Meidy Utami Ari Wanda, Dewi Sartika Ariadna Anggi Pasang Ariani, Grace Arifa Mustika Arifa Mustika Aulia Nur Fadila Budi Harjanto Budi Harjanto Dewi Sartika A. W. Dewi, Rosa Amalia DWI SURYANTO DYAH FAUZIAH, DYAH Eddie Saputra Ferdinant Martinus Djawa Fira Soraya Gondo Mastutik Hadiyyatan Waasilah HERAWATI, LILIK Heriyawati, Heriyawati Heryanto Heryanto Heryanto Heryanto I'tishom, Reny Ilmiah, Khafidhotul Imam Susilo Isnin Anang Marhana Izzan Khalidah Binti Muhamad I’tishom, Reny Katherine Kho Khafidhotul Ilmiah Khafidhotul Ilmiah Krismaningrum, Veronika Intan Kusumastuti , Etty Hary Kusumastuti, Etty Hari KUSUMASTUTI, ETTY HARY Leonita Agustin Hambalie Linda Dewanti Mas`udi, Achmad Fayyad Naibaho, Ardy Hamonangan Nila Kurniasari Nila Kurniasari Novalia Chumaladewi Guntarno Nur Arfian, Nur Octavianda, Yohana Osmalina Nur Rahma PUNGKY MULAWARDHANA, PUNGKY Qonitatillah, Ana Qorib, Mohammad Fathul Rahmi Alia Rahmi Alia Rahmi Alia, Rahmi Renny I’tishom Reza Wangsanagara Ridholia Ridholia Ridholia Ridholia, Ridholia Rifatus Solicha Riries Rulaningtyas Roostantia Indrawati S.Pd. M Kes I Ketut Sudiana . Salman Aziz, Muhamad Abi Sari, Aditya Sita Sheilla Matheos Sita Sari, Aditya Sjahjenny Mustokoweni, Sjahjenny Soetojo Soetojo Solly Aryza Suhartono Taat Putra Tarmono Djojodimedjo Tri Wulanhandarini Trianto, Heru Fajar Tuti Andayani Ummi Hanifah Vicky Sumarki Willy Sandhika Winarno, Winarno Wira Santoso Ongko Wiratama, Priangga Adi Yohana Octavianda