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All Journal JRAK: Jurnal Riset Akuntansi dan Komputerisasi Akuntansi Jurnal Pengabdian Kepada Masyarakat (Indonesian Journal of Community Engagement) Jurnal Basicedu Jurnal Sains dan Teknologi Reaksi Jurnal Vokasi JEKPEND Jurnal Ekonomi dan Pendidikan Jurnal Teknologi Jurnal Pengabdian Masyarakat : Pemberdayaan, Inovasi dan Perubahan Jurnal Konsepsi Jurnal Basicedu AACENDIKIA: Journal of Nursing Jurnal INFOTEL Amarthapura: Historical Studies Journal AGROTEKBIS: Jurnal Ilmu Pertanian Jurnal Riset, Inovasi, Teknologi & Terapan Jurnal Pendidikan MIPA Journal of Economy Business Development Frontiers in Sustainable Science and Technology Res Publica: Jurnal Hukum Kebijakan Publik
Adriana Adriana
Program Studi Kesehatan Masyarakat dan Program Studi Ilmu Keperawatan Fakultas Kedokteran dan Ilmu Kesehatan Universitas Islam Negeri Syarif Hidayatullah Jakarta
Religion Agriculture, Biological Sciences & Forestry Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Public Health Social Sciences Other

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A Semantic Segmentation of Nucleus and Cytoplasm in Pap-smear Images using Modified U-Net Architecture Arhami, Muhammad; Rudi F, Fachri Yanuar; Hendrawaty, Hendrawaty; Adriana, Adriana
JURNAL INFOTEL Vol 16 No 2 (2024): May 2024
Publisher : LPPM INSTITUT TEKNOLOGI TELKOM PURWOKERTO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20895/infotel.v16i2.1006

Abstract

Pap-smear images can help early detection of cervical cancer, but the manual interpretation by a pathologist can be time-consuming and prone to human error. Semantic segmentation of the cell nucleus and cytoplasm plays an essential role in Pap smear image analysis for the detection of cervical cancer automatically. This study proposes a modified U-Net architecture by adding batch normalization to each convolution layer. Batch normalization aims to stabilize and accelerate the convergence of the model during training, thus overcoming the vanishing gradient problem. The modified U-Net model achieves high accuracy and low loss during the training process, indicating its ability to learn and recognize patterns in the data. The performance evaluation of the model resulted in 91.4 % accuracy, 79.9 % sensitivity, 87.7 % specificity, 81.7 % F1-score, and 83.7 % precision. The results show that the proposed modification of U-Net architecture with batch normalization improves the segmentation performance for cervical cancer cells in Pap smear images. However, improvement in architecture is still required to increase the ability to overcome overlapping areas between the nucleus, cytoplasm, and background.
MEKANISME PEMUNGUTAN SUARA PEMILIHAN KEPALA DAERAH DENGAN CALON TUNGGAL PASCA PUTUSAN MAHKAMAH KONSTITUSI NOMOR 100/PUU-XIII/2015 Adriana, Adriana; Rizqiawan, Rizqiawan
Res Publica: Jurnal Hukum Kebijakan Publik Vol 1, No 1 (2017): Januari-April 2017
Publisher : Department of the Constitutional Law, Faculty of Law Universitas Sebelas Maret

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20961/respublica.v1i1.46725

Abstract

The local elections with a single candidate elections to elect regional heads who followed only one pair of candidates only / single candidate. This study aims to determine how the voting mechanism in the implementation of the local elections with a single candidate against the order of the Constitutional Court Number 100 / PUU-XIII / 2015. In this  study the authors will solve the problem regarding the enactment of a new voting mechanism in the implementation of the local elections with a single candidate. This research is a normative legal or commonly called the doctrinal legal research done by researching library materials or secondary data consists of primary legal materials, secondary law and tertiary legal materials. Primary legal materials consist of legislation, notes the official records, the minutes in the making of legislation and the decision of the judge's decision. As for the secondary law in the form of all the publicity about the law which is not an official documents. The results of research and discussion to explain that after the decision of the Constitutional Court Number 100 / PUU-XIII / 2015 there is a new mechanism of voting in local elections with a single candidate by selecting "agree" or "disagree" on a single candidate head area.
Co-Authors Amalia, Zuhra Andi Temmassonge Anita Anita Arhami, Muhammad Arom Figyantika, Arom Dewi, Ratni Dzikra Arwie, Dzikra F. Faridah Fachraniah, F. Fathimah Dayaning Pertiwi Febrian, Wenny Desty Fitri, Gustina Habibah, Ummi Halim Zaini, Halim Hasanuddin Remmang, Hasanuddin Hasriani, Dila Hatmi, Wira Hendrawaty Hendrawaty, Hendrawaty Ilahi, Rahmat Iyan Nurdiyan Haris Jonh Tomy, Jonh Karyanto, Oka Khairani Khairani Manda, Darmawati Marlina Marzuki Muhammad Yunus Novriani, Harmawati Nursyamsi Nursyamsi Pardi Pardi, Pardi Raden Mohamad Herdian Bhakti Ratna Sari Rizqiawan, Rizqiawan Rudi F, Fachri Yanuar Ruhana, Ruhana Rukli Rukli Sadewo, Wawan Safitri, Putri Destia Sainal A Santos, Maria Herlinda Dos Satriananda, Satriananda Sulfasyah Sulfasyah, Sulfasyah Teuku Rihayat Wan Asrida Warman Warman Wibisono, Mochamat Gunawan Yunita Sari Zulkifli Zulkifli