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All Journal SOSIALITAS (Jurnal Ilmiah Pend. Sos-Ant) bionature IDEAS: Journal on English Language Teaching and Learning, Linguistics and Literature Jurnal Sistem Kesehatan JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING AKSIOLOGIYA : Jurnal Pengabdian Kepada Masyarakat Jurnal Kesehatan Vokasional JURNAL PENDIDIKAN GLASSER Communications in Science and Technology Edukasi Islami: Jurnal Pendidikan Islam The Southeast Asian Journal of Midwifery JURNAL SWARNABHUMI Martabe : Jurnal Pengabdian Kepada Masyarakat PengabdianMu: Jurnal Ilmiah Pengabdian kepada Masyarakat Journal of Electronics, Electromedical Engineering, and Medical Informatics TIN: TERAPAN INFORMATIKA NUSANTARA Ethical Lingua: Journal of Language Teaching and Literature JURNAL PENELITIAN KESMASY International Journal of Mechanical Engineering Technologies and Applications (MECHTA) MAKILA: Jurnal Penelitian Kehutanan Kontribusi: Jurnal Penelitian dan Pengabdian Kepada Masyarakat Gemakes: Jurnal Pengabdian Kepada Masyarakat DIALEKTIKA: Jurnal Ilmiah Pendidikan Bahasa, Sastra, dan Matematika International Journal of Economics (IJEC) Innovative: Journal Of Social Science Research Indo-Fintech Intellectuals: Journal of Economics and Business FAWAID: Sharia Economic Law Review Sriwijaya Journal of Otorhinolaryngology AGROTEKBIS: Jurnal Ilmu Pertanian Media Penelitian dan Pengembangan Kesehatan Guidance: Jurnal Bimbingan dan Konseling
Puspa Sari, Puspa
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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 Abid Ramadhan Ade Zayu Cempaka Sari ADELIA Agussalim, Agussalim Agustina Mutia Akhmad Yogi Pramatirta, Akhmad Yogi Alamsyah, Agung Ali Amran Aliah, Husnani Aliyah, Husnani Andi Syahrir, Radiana Anita Desiani Anita Yuliani, Anita Annisa Fauziah, Annisa Ari indra Susanti Arie Hardian Ariyati Mandiri Armansyah Armansyah Arsy Prawita, Arsy Asep Rohman Astuti Dyah Bestari Bambang Suprihatin Baso, Fatihani BUDI PRAMONO Desti Ratna Wulan, Desti Ratna Didah, Didah Dini Saraswati Handayani Dwita, Adel Karen Fadilah, Nadiyah febriani, indriani Fedri Ruluwedrata Rinawan Ferdiansyah, Muhammad Aldy Fitri Brianna, Dwi Gare, Kletus Florianus Sera Geovani, Dite Hajeni Hajeni Hardianti, Khustiah Hidayah, Ulfa Himmah, Suci Noerfaiqotul Iryani, Lemi Jannah, Anisa Raudhatul Juniarti Juniarti Jusriati Jusriati, Jusriati Kesuma, Lucky Indra Kris Setyaningsih, Kris Labaika, Ratna Lani Gumilang Lausi, Risye Nuroctaviani Lilik Miftahul Khoiroh Lodang, Hamka Lubis, Khadijah Mail, Mira Marisi Martini, Neneng Mega, Safany Dwi Merry Wijaya Muh. Yusuf, Andi Muhammad Wiharto Nafillah, Nafillah Nasriandi Nasriandi Nasrum, MultikaSari Nasution, Nadhiati Awlia Nasution, Ria Niari Nesa, Nesa NGAKAN PUTU OKA Nikmah, Isnadiatun Nita Arisanti Nur Aini Nur Annisa, Eka Noyan Nur Annisa Nur, Suaib Nurani, Adinda Meisya Hasna Nurihsan, Achmad Juntika Pajarianto, Hadi Parasdia, Roos Arum Putri, Mega Kusuma Qorinah Estiningtyas Sakilah Adnani RACHMAT HIDAYAT Rachmawati Ningsih Raden Tina Dewi Judistiani Rafika Rafika Rahmawati, Dewi Elok Ramadhani, Febi Ramli Rifkie Primartha Rika Kurniawati Risma Illa Maulany Rois, Rois RR. Ella Evrita Hestiandari Rudiansyah Rudiansyah, Rudiansyah Rusadi, Nusrah Salamah, Fitri Sari, Mita Nurindah Sefita Aryuti Nirmala Solawati, Wariatus Sri Astuti Sri Indra Maiyanti Sudjatmiko, Budi Sukardi Sukardi Susiarno, Hadi Syahrir Syahrir Taufik, Mirna Terawan, Vita Murniati Thursyana, Firda Toana, Moh. Rizqi Chaldun Usi Lanita Voni, Salsa Widjayanti, Merry Yusniyanti, Febi Yusuf Hartono