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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Majalah Obstetri dan Ginekologi Majalah Kedokteran Sriwijaya Indonesian Journal of Obstetrics & Gynecology Science Indonesian Journal of Obstetrics and Gynecology (Majalah Obstetri dan Ginekologi Indonesia) Proceedings of the International Conference on Applied Science and Health Global Health Management Journal SRIWIJAYA JOURNAL OF MEDICINE Bioscientia Medicina : Journal of Biomedicine and Translational Research Bioscientia Medicina : Journal of Biomedicine and Translational Research Indonesian Journal of Perinatology
Nuswil Bernolian
Biomedicine Doctoral Program, Faculty Of Medicine, Universitas Sriwijaya, Palembang, South Sumatera, Indonesia / Division Of Maternal Fetal Medicine, Department Of Obstetrics And Gynecology, Mohammad Hoesin General Hospital/Faculty Of Medicine, Unive
Biochemistry, Genetics & Molecular Biology Computer Science & IT Education Engineering Health Professions Immunology & microbiology Medicine & Pharmacology Neuroscience Nursing Public Health

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Fetal organ detection using feature enhancement with attention and residual block Bernolian, Nuswil; Nurmaini, Siti; Sapitri, Ade Iriani; Darmawahyuni, Annisa; Rachmatullah, Muhammad Naufal; Tutuko, Bambang; Firdaus, Firdaus
IAES International Journal of Artificial Intelligence (IJ-AI) Vol 15, No 2: April 2026
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijai.v15.i2.pp1593-1604

Abstract

The rapid advancements in fetal ultrasonography have significantly enhanced prenatal diagnosis in recent years. Deep learning (DL) architectures have further streamlined the process of organ detection, improved diagnostic accuracy, and reduced observer dependency. This study proposes a computer-aided DL approach for fetal organ segmentation using the you only look once (YOLO) algorithm, a state-of-the-art method for object detection and image segmentation. This study identified and classified 15 fetal organs, including the umbilical vein, stomach, abdomen, brain (trans-cerebellum, trans-thalamic, and trans-ventricular regions), femur, head, thorax (chest cavity), heart (circumference, left atrium, left ventricle, right atrium, right ventricle), and aorta. We compared the performance of YOLOv7, YOLOv8, YOLOv9, and YOLOv11 architectures. The results showed that YOLOv9 outperformed YOLOv7, YOLOv8, and YOLOv11 achieving mAP50 and mAP95 scores of 91.90% and 94.50%, respectively. This performance surpasses previous studies that focused on classifying only a limited number of fetal organs.
Co-Authors A. Kurdi Syamsuri Achmad Taufan Adhi Pribadi Adrian, Ronny Afifa Ramadanti Agustria, Rizky Al Farisi Sutrisno, Muhammad Alba G.E. Bahar Aldiansyah, Dudy Aldika Akbar, Muhammad Ilham Alia Desmalia Aloysius Suryawan Amal C. Sjaaf Amir Fauzi Amir Fauzi Anang Ansyori Andonotopo, Wiku Ansyori, Muhammad Hatta Ardesy Melizah Arjanggi, Kiagus Irawan Satria Bachnas, Muhammad Adrianes Bambang Rahardjo Bambang Tutuko Bangun T. Purwaka, Bangun T. Benedictus Wicaksono Widodo Chairil Anwar Cindy Kesty Citra Dewi Cut Meurah Yeni Damar Prasmusinto Darmawahyuni, Annisa Darmawan, Ernawati Eddy Roflin Eke P Mahacakri Evert Solomon Pangkahila Firdaus Firdaus Firmansyah Basir Firmansyah Basir Henni Maulani Herman Kristanto I Nyoman Hariyasa Sanjaya Jhonatan, Senna Moca Johanes C. Mose Julian Dewantiningrum Juneke J. Kaeng Junita, Nuria Kesty, Cindy Kgs Irawan Satria Arjanggi Kurjak, Asim M. Hatta Ansyori Made K. Karkata, Made K. Mahacakri, Eke P Maharsi, Rahma Maisuri T. Chalid, Maisuri T. Makmur Sitepu, Makmur Martadiansyah, Abarham Maulani, Henni Muhammad Irsan Saleh Muhammad Naufal Rachmatullah Mutiara Budi Azhar Muwarni Emasrissa Latifah Muzakkie, Mufida Ni Made Dyah Gayatri Nisfita, Rizania Raudhah Noroyono Wibowo Novianesari, Putri H Nurul Islamy Nurul Islamy Nyimas Aliyah Faizatun Muthmainnah Optima Fitra Ilhami Pangemanan, Wim T Pangemanan, Wim Theodorus Peby Maulina Lestari, Peby Maulina Pramono, Mochammad Besari Adi Puspitasari, Dwi Cahya Putra, Hadrians Kesuma Putri H Novianesari Putri Mirani Putri Mirani Putri Mirani Putri Mirani Putri, Asri Indriyani Rima Irwinda, Rima Rizky Agustria Ronny Adrian Rose Mafiana Ryan Saktika Mulyana Sangjaya, Arif Sapitri, Ade Iriani Sentani, Ray Suga Aulia Siti Nurmaini Sjaaf, Amal C. Sjaaf, Amal C. Sri Sulistyowati Stanojevic, Milan Syamsuri, Ahmad Kurdi Syifa Alkaf Theodorus Theodorus Theodorus Theodorus Theodorus Theodorus Theodorus Theodorus Theresia Monica Rahardjo Wim T Pangemanan Wim T. Pangemanan Wim T. Pangemanan Win T. Pangemanan Wiradnyana, Anak Agung Gede Putra Yulianto kusnadi Yusrawati Yusrawati Yusuf Efendi