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All Journal Jurnal Visi Ilmu Pendidikan Jurnal Bahasa, Sastra, dan Budaya Language Circle : Journal of Language and Literature JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Jurnal Ilmiah Universitas Batanghari Jambi Eralingua : Jurnal Pendidikan Bahasa Asing dan Sastra Ilmu Budaya: Jurnal Bahasa, Sastra, Seni, dan Budaya Syntax Literate: Jurnal Ilmiah Indonesia Sawala : Jurnal Administrasi Negara Maneggio: Jurnal Ilmiah Magister Manajemen Jurnal Ilmiah Ilmu Kesehatan: Wawasan Kesehatan Jurnal Teknoinfo JUTIM (Jurnal Teknik Informatika Musirawas) JURNAL KESEHATAN INDRA HUSADA Infokes : Info Kesehatan Jurnal Kesehatan Indonesia JUSIM (Jurnal Sistem Informasi Musirawas) Metahumaniora Studi Budaya Nusantara Diklat Review : Jurnal manajemen pendidikan dan pelatihan Jurnal 'Aisyiyah Medika NURSING UPDATE JURNAL ILMIAH ILMU KEPERAWATAN Jorpres (Jurnal Olahraga Prestasi) Al Huquq : Journal of Indonesian Islamic Economic Law Jurnal Digital Teknologi Informasi Ksatra: Jurnal Kajian Bahasa dan Sastra Bambuti: Bahasa Mandarin dan Kebudayaan Tiongkok Jurnal Mandiri IT Journal of Nutrition Science Jurnal Kesehatan Abdurrahman Jurnal Sistem Informasi dan Teknik Informasi REDUPLIKASI: Jurnal Penelitian Pendidikan Bahasa Indonesia Jurnal Sistem Informasi Triguna Dharma (JURSI TGD) International Journal on Advanced Technology, Engineering, and Information System (IJATEIS) Journal of Language, Literature, and Arts (JoLLA) SENTRI: Jurnal Riset Ilmiah MANDARINABLE: Journal of Chinese Studies JGK (Jurnal Guru Kita) Indonesian Research Journal on Education LINGTERSA: Jurnal Linguistik, Terjemahan, Sastra Jurnal Pengabdian Masyarakat Bangsa Journal of Social Science Utilizing Technology Jurnal Bakti Masyarakat Manajemen Changlun: Journal of Chinese Language, Literature, Culture and Linguistic Journal of Social Science Utilizing Technology REGISTER JOURNAL Jurnal Faidatuna Nusantara Journal of Education and Social Science Ngaji Jurnal UNIV.BI MENGABDI
Rudiansyah Rudiansyah, Rudiansyah
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Journal : JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING

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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 Agus Hari Wibowo Agus Rusdiana,, Agus Agustin, Riya Ahmad Tohir Alamsyah, Agung Amri, Miftachul Anggraini, Selviana 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 Djatmika Djatmika, Djatmika Dwi Retno Wulandari Eka Maryam Erlangga, Deni Ernawati Ernawati fatimah Fatimah Guizhi, Kou Habsyi, M Alfi Al Hanie Teki Tjendani, Hanie Teki Hantoro, Arthur Hajar Hartika, Nely Haryono, Tono Hasan, Akhmad Hazmanan Khair, Hazmanan Heirina, Anna Heristiyana, Heristiyana Herman, Joni Hernaeny, Ul’fah hidayat, iwa ikhwan Hudaidah Hudaidah Humairo, Humairo Hutagalung, Juniar Ikeu Tanziha Indrawani, Dali Ipah Ema Jumiati Ira Puspita Sari Irfan, Nur Iryani, Lemi Islami, Deri Jakti, Uray Bilchairi Juliano, Mulyasar Fikri Julina Julina Jung, Cintiawinata Kesuma, Lucky Indra Khairunnisa Khairunnisa Kholifah, Yuni Nur La Ode Wahidin Latiffunnisa, Husna Lianisyah, Ulfah Yanuar Lilianti, Putri Loso, Sugito Luluk Elvitaria, Luluk M Syahid, Angga Maharani, Cristina Mahera, Rafika Makmum Raharjo 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 Raharjo, Makmun Rahmanita, Raisya Rajasa, Aldi Indra Ramadarti, Nur RAMADHAN, FADHIL Ramadhan, Rehan Sasli Ramadhani, Ahmad Rambe, Muiz Fauzi Rara Sugiarti Razi, Muhammad Riza Ar Renaldy, Faris Rendi, Ketut Rina Febrina, Rina Riyadi Santosa Rossanti, Lisdiana Rudi, Abil Rudiansyah Rudiansyah Said, Faridah Mohd Salman Salman Santa Maria Lumbantoruan, Santa Maria Sardi, Aditiya Sardi, Aditya Sari, Luh De Wulan Sassi, H Komarudin Satyawati Surya, Satyawati Sitanggang, Togu Raja Siti Aisyah Sohibun -, Sohibun sri murtini . Sriawan, Minda Sugiarti, Tati Supriyanto Supriyanto Swalaganata, Galandaru Tanjung, Risca Chairiah Tian Kurniawan Tjahjo Suprajogo Tri Wiratno, Tri Trianto, Joko Usman Radiana Wagiran Wagiran Wartono Wartono Widiyanti, Ike Widyastira JP, Sania Widyawati Widyawati Wiranda, Ovi Zhang Wei