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All Journal International Journal of Electrical and Computer Engineering Tropical Medicine Journal Media Penelitian dan Pengembangan Kesehatan ASPIRATOR Journal of the Medical Sciences (Berkala Ilmu Kedokteran) Disease Prevention and Public Health Journal Jurnal Kesehatan Masyarakat Indonesian Journal of Tropical and Infectious Disease Jurnal Pengabdian Kepada Masyarakat (Indonesian Journal of Community Engagement) Jurnal Kesehatan Vokasional Jurnal Entomologi Indonesia Jurnal Pendidikan Kedokteran Indonesia: The Indonesian Journal of Medical Education Journal of Community Empowerment for Health Indonesian Journal of Electrical Engineering and Computer Science JUMANTIK (Jurnal Ilmiah Penelitian Kesehatan) Berita Kedokteran Masyarakat ASPIRATOR - Journal of Vector-Borne Diseases Studies
E. Elsa Herdiana Murhandarwati
Departemen Parasitologi, Fakultas Kedokteran, Kesehatan Masyarakat Dan Keperawatan, Universitas Gadjah Mada, Yogyakarta, Indonesia
Agriculture, Biological Sciences & Forestry Biochemistry, Genetics & Molecular Biology Computer Science & IT Decision Sciences, Operations Research & Management Earth & Planetary Sciences Education Electrical & Electronics Engineering Environmental Science Health Professions Immunology & microbiology Medicine & Pharmacology Neuroscience Nursing Public Health Social Sciences

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Journal : International Journal of Electrical and Computer Engineering

 1 
Classification of plasmodium falciparum based on textural and morphological features Doni Setyawan; Retantyo Wardoyo; Moh Edi Wibowo; E. Elsa Herdiana Murhandarwati
International Journal of Electrical and Computer Engineering (IJECE) Vol 12, No 5: October 2022
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijece.v12i5.pp5036-5048

Abstract

Malaria is a disease caused by plasmodium parasites transmitted through the bites of female anopheles-mosquito that infect the human red blood cell (RBC). The standard malaria diagnosis is based on manual examination of a thick and thin blood smear, which heavily depends on the microscopist experience. This study proposed a system that can identify the life stages of plasmodium falciparum in human RBC. The image preprocessing process was done by illumination correction using gray world assumption, contrast enhancement using shadow correction, extraction of saturation component, and noise filtering. The segmentation process was applied using Otsuthresholding and morphological operation. The test results showed that the use of artificial neural network (ANN) using a combination of texture and morphological features gives better results when compared to the use of only texture or morphology features. The results showed that the proposed feature achieved an accuracy of 82.67%, a sensitivity of 82.18%, and a specificity of 94.17%, thus improving decision-making for malaria diagnosis.
Co-Authors . Supargiyono Anastasia Joyce Lim Yit Zhen Anis Fuad Azmi, Fahriana Bahrani Bambang Udji Jokorianto Bia, Michael Bhadi Coutrier , Elisabeth Farah Novita Devi Octaviana Din Syafruddin Dini Alyani Doni Setyawan Dwi Anita Suryandari Dwi Sarwani Sri Rejeki Dwita Anastasia Deo Ernaningsih Ernaningsih Fitria Siwi Nur Rochmah Fridolina Mau Fridolina Mau Gunasari, Lala Foresta Valentine Hanung Adi Nugroho Hari Kusnanto Hartati, Risda Hemelamariae Munusamy Herwanto, Guntur Budi Hidayah, Najdah How Tien Jack I Md. Dendi Maysanjaya Irdayanti Juliawaty, Rita Kartapradja, Hannie Dewi Hadyani Khanal, Shreya Kusnanto, Hari Kusumasari, Rizqiani Amalia Kuswati Kuswati Lalangpuling, Indra E. Lisma Evareny, Mohammad Hakimi, Retna Siwi Padmawati Made Satria Wibawa Mahardika Agus Wijayanti Mahardika Agus Wijayanti Mahardika Agus Wijayanti Mbiliyora, Agustina Moh Edi Wibowo Mutiara Widawati Mutiara Widawati Neil F Lobo Noor Akhmad Setiawan Onesiforus, Benaya Yamin Permana, Dendi Hadi Puji Budi Setia Asih, Puji Budi Purwono Purwono Ratna Lestari Budiani Buana Retantyo Wardoyo Risda Hartati Rozi, Ismail Ekoprayitno Sitti Rahmah Umniyati Sitti Rahmah Umniyati Sitti Rahmah Umniyati Sri Nurlaela Sri Sumarni Sri Sumarni Sulistyawati Sulistyawati Supargiyono Supargiyono supargiyono supargiyono Syahrani, Lepa Tri Baskoro T. Satoto Tri Baskoro T. Satoto Tri Baskoro Tunggul Satoto Utomo, Prattama Santoso Vebiyanti Vebiyanti Wafiyyah Rizki Wiariyanti Widhia K.Z Oktoeberza Widyandana Widyandana Wijayanti, Mahardika A. William A Hawley