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Journal : TELKOMNIKA (Telecommunication Computing Electronics and Control)

Inflammatory Cell Extraction in Pap smear Images: A Combination of Distance Criterion and Image Transformation Approach Rahadian Kurniawan; Arrie Kurniawardhani; Izzati Muhimmah
TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 16, No 5: October 2018
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/telkomnika.v16i5.6817

Abstract

In order to obtain a diagnosis of cervical cancer information, the characteristics of each cell nucleus must be identified and evaluated properly through a Pap smear test. The presence of inflammatory cells in Pap smear images can complicate the process of identification of cell nuclei in the early detection of cervical cancer. Inflammatory cells need to be eliminated to assist pathologists in reading Pap smear slides. In this work, we developed a novel method to extract the inflammatory cells that allow detection of cell nuclei more accuracy. The proposed algorithm consists of two stages: extraction of inflammatory cells using the distance criterion and image transformation. This experiment applied to the 1358 cells comprising 378 nuclei cells and 980 inflammatory cells from 25 Pap smear images. The results showed that our method can significantly reduce the amount of inflammation that can disrupt the cell nuclei in the detection process. The proposed method has promising results with a sensitivity level of 97% and a specificity of 84.38%.
Co-Authors Abdullah Abdullah Achmad Khodzim Affan Mahtarami Affan Mahtarami, Affan Agung Wibowo Agus Darmawan Ahmad R Pratama Ahmad, Lugie Nur Ananda, Devi Rizki Dwi Andri Panca Purnama Aridhanyati Arifin Arrie Kurniawardhani Aziz, Muhammad Thariq Dhina Puspasari Wijaya, Dhina Puspasari Dhomas Hatta Fudholi Dimas Panji Eka Jalaputra Dimas Panji Eka Jalaputra Erlina Marfianti, Erlina Fahzya, Mayla Fajar Suryani Fakhrunnisa, Syuhda Farhan Ramadhan Ramadhan Fatmawati Fauzan, Harist Asyari Febriana Kurniasari Hardiyanti, Cicin Hasibuan, Yusuf Helmi Gunawan Heksaputra, Dadang Helmi Roichatul Jannah Hepi Wahyuningsih Heru Widianto Himawan, Helmy Fachreza Ihsanuddin, Muhammad Rafli Indrayanti, Indrayanti Indrayanti, Indrayanti Insan Fikrudin Irfansyah, Naufal Herma Irving Vitra Paputungan Iswara, Ruhil Izzati Muhimmah Izzati Muhimmah Jalaputra, Dimas Panji Eka Jalaputra, Dimas Panji Eka Kukuh Eka Nugraha Kukuh Eka Nugraha Chrisna Putra Kusumah, Akmal Fauzi Lestari, Tri Mukti Maharani, Fahni Maharani, Yeni Sri Mufti Syawaludin Muhammad Alifa Rahmatulloh Muhimmah, Izzati Naufal Hanan Oktavanusa Paputungan , Irving Vitra Prabowo, Mei Prasetyo, Alan Dwi Purnama, Andri Panca Purnamasari, Wuriandietry Mayang Raden Bagoes Yudha Rangga Sanjaya Rais Habibi Tsani Rakhmawati, Restu Rakhmawati, Restu Ratih Sekar Wulan Rizki Surtiyan Surya Sasmito, Dinda Eling K Sasmito, Dinda Eling Kartikaning Satrio Wisnugroho, Satrio Setiaji, Hari Sri Kusumadewi Sri Martianingsih Jibran sri mulyati Subayu, Abdi Sujarwo, Ari Suryani, Fajar Syarvani, Alif Gibran SYAUQI MAULANA NASRIANTO Tanti, Wa Ode Triananta, Muhammad Fauzan Widodo, Agas Arya Wuriandietry Mayang Purnamasari Yasmini Fitriyati, Yasmini Yuantari, Rahma