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Journal : JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING

Combination of Image Enhancement and U-Net Architecture for Cervical Cell Semantic Segmentation Rudiansyah, Rudiansyah; Iryani, Lemi; Kesuma, Lucky Indra; Sari, Puspa; Alamsyah, Agung
JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Vol. 7 No. 2 (2024): Vol. 7 No. 2 (2024): Issues January 2024
Publisher : Universitas Medan Area

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31289/jite.v7i2.10399

Abstract

Cervical cancer is the second leading cause of death in women and ranks fourth as a disease that occurs in women worldwide. Cervical cancer is a disease that is difficult to detect and can be detected when it is in an advanced stage. This requires early prevention by carrying out a pap-smear examination. Pap-smear examination manually requires a relatively long time, so a tool is needed by segmentation. Segmentation is image processing by performing perfection between the intended object and the background. One of the CNN methods commonly used in medical image segmentation is the U-Net architecture. Segmentation in this study was carried out on the nucleus and cytoplasm of the Herlev dataset using the U-Net architecture combined with data augmentation and image enhancement. In the learning process, this research resulted in a fairly high IoU value of 78% and an RMSE close to 20%. The results of this study also yielded an accuracy value of 89%, with an average precision, recall and F1 score of 89%, 89% and 88.67%, respectively. This shows that the combination of the CNN U-Net architecture with image quality improvement and data augmentation is quite good at segmenting cervical cells for the nucleus and cytoplasm
Co-Authors Abadi, Deeva Lorenza Achmad Syarif Agung Sudrajat, Agung Agus Budianto Agustin, Riya Alamsyah, Agung Amri, Miftachul Arif Fadillah Arif Fadillah Ariyansyah, Rafly Aurora, Natasya Avenida, Quinta Basamah, Shofia Azra Bayu Sela Priyatna Brasila, Barliy Celvin, Raid Chairunnisya, Fetri Chrysoberyl, Tania Damarwulan, Liza Mumtazah Damayanti, Ria Dartiwen Dartiwen Depi Yulyanti Dicky Nofriansyah Dwi Retno Wulandari Erlangga, Deni Guizhi, Kou Habsyi, M Alfi Al Hanie Teki Tjendani, Hanie Teki Hantoro, Arthur Hajar Hartika, Nely Hasan, Akhmad Hazmanan Khair, Hazmanan Heirina, Anna Herman, Joni Hernaeny, Ul’fah Hudaidah Hudaidah Hutagalung, Juniar Ikeu Tanziha Indrawani, Dali Ipah Ema Jumiati Ira Puspita Sari Irfan, Nur Iryani, Lemi Islami, Deri Juliano, Mulyasar Fikri Julina Julina Jung, Cintiawinata Kesuma, Lucky Indra Khairunnisa Khairunnisa Kholifah, Yuni Nur Latiffunnisa, Husna Lianisyah, Ulfah Yanuar Lilianti, Putri Luluk Elvitaria, Luluk Maharani, Cristina Mahera, Rafika Megalia, Dewi Meilanda, Indah Meliana, Helda Muhammad Alfreno Rizani Mulyado, Riski Nanda, Rian Nani Tursina Nasution, Annio Indah Lestari Neksidin, Neksidin Novita, Yeni Nurul Khoirun Nisa Oktarina, Devi Otimah, Otimah Oxyandi, MIming Panduragan, Santhna Letchmi Pratiwi, Gabriella Christa Intan Prayitno, M. Hadi Puspa Sari, Puspa Puspanantasari, Erni Putri, Dinda Anindya Rahmanita, Raisya Rajasa, Aldi Indra Ramadarti, Nur RAMADHAN, FADHIL Ramadhan, Rehan Sasli Ramadhani, Ahmad Rambe, Muiz Fauzi Razi, Muhammad Riza Ar Renaldy, Faris Rendi, Ketut Rina Febrina, Rina Rossanti, Lisdiana Rudi, Abil Rudiansyah Rudiansyah Said, Faridah Mohd Sardi, Aditiya Sardi, Aditya Sassi, H Komarudin Sitanggang, Togu Raja Sohibun -, Sohibun sri murtini . Sriawan, Minda Sugiarti, Tati Tanjung, Risca Chairiah Trianto, Joko Usman Radiana Wagiran Wagiran Wartono Wartono Widiyanti, Ike Widyastira JP, Sania Widyawati Widyawati Wiranda, Ovi Zhang Wei