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Journal : ComEngApp : Computer Engineering and Applications Journal

MRI-Based Brain Tumor Instance Segmentation Using Mask R-CNN Nasrudin, Muhammad
Computer Engineering and Applications Journal (ComEngApp) Vol. 13 No. 3 (2024)
Publisher : Universitas Sriwijaya

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Abstract

Brain tumor segmentation is a crucial step in medical image analysis for the accurate diagnosis and treatment of patients. Traditional methods for tumor segmentation often require extensive manual effort and are prone to variability. In this study, we propose an automated approach for brain tumor segmentation using Mask R-CNN, a state-of-the-art deep learning model for instance segmentation. Our method leverages MRI images to identify and delineate brain tumors with high precision. We trained the Mask R-CNN model on a dataset of annotated MRI images and evaluated its performance using the mean Average Precision (mAP) metric. The results demonstrate that our model achieves a high mAP of 90.3%, indicating its effectiveness in accurately segmenting brain tumors. This automated approach not only reduces the manual effort required for tumor segmentation but also provides consistent and reliable results, potentially improving clinical outcomes.
Co-Authors A.N. Ari Bowo Adziima, Andri Fauzan Agung Prihantoro Agus Suprianto Ahmad Dimyati Ahmad Salim Ahmad Syafii Rahman Ahmad Turmudzi Amelia Zafira Karnaen Amri Muhaimin Anggar Kaswati Anggie, Erna Novita Aprilia Aprilia, Aprilia Arifta, Septia Dini Arum Yuli Dwi Rahmawati Daluti Delimanugari Damaliana, Aviolla Terza Dewi, Ni Luh Ayu Nariswari Diyah Sari Endah Setyowati Endang Sriwinarsih Endang Sriwinarsih Fadilah Fadilah, Fadilah Fadillah, Nanaz Nur Fairuz Luthfia Winoto Putri, Maretta Fatmala, Friza Nur Fattah Setiawan Santoso Febyanti, Iin fernando, Mochamad Firman Gestyaki, Jacinda Ardina Gunawan, Jovanka Vania Hadin, Tiara Audrey Anugerah Hadiyan Pradipta, Alvino Hidayat, Ridwan Nur Hilman Harun Hudan Mudaris Imroatun Imroatun Intan Kusumawati Irawan, Tanaya Anindita Juhri Juhri Khairunisa, Adenda Khairunnisa, Nia Khilda Maulidiah Khufi, Rijal Apuila Kusharyadi, M. Nurhadyatullah Lely Nur Hidayah Syafitri M. Hadi Manshur MAFTUKHATUSOLIKHAH MAFTUKHATUSOLIKHAH Maulana Pasha, Naufal Ricko May Wara, Shindi Shella Mimi Indah Lestari Muhamad Mahali Muhammad Agus Najib Muhiyatul Huliyah Musaropah, Umi Muthmainnah Muthmainnah Mutiara M. Samosir Nabilah Selayanti Nadjih, Difla Nainggolan, Ester Yunita Nginayatul Khasanah Nginayatul Khasanah Nginayatul Khasanah Nugraheni, Setiawati Nur Ayu Zita Sari Nuryati Nuryati Pasha, Naufal Ricko Maulana Pradipa, Rafi Pratama, Alfan Rizaldy Pujiarto, Trimono Putri, Shafira Amanda rachmanto, Nugroho Fajar Rafli Feandika Nugroho, Muhammad Rahayu, Supriati Hardi Rhomaningtias, Lina Riyantoko, Prismahardi Aji Rudianto, Apip Safira Devi, Arsita Sakhi, Difta Alzena Salahudin, Anas Salma Namira, Alivia Siswadi Siswadi Siti Aisyah Suhandi Suhandi, Suhandi Supriyanti Supriyanti Supriyanti Supriyanti Syaiful . Syavicky, Ahmad Reihan Taufik Nugroho Toto Hermawan Tri Ratna Herawati Trimono Trimono Trimono Trimono, Trimono Triwahyu Budiutomo Wara, Shindi Shella May Wardah, Salsabila Westerdam Sean Jatindra, Reagen Widiyastuti, Anik Wiranthi Prastomo Witanto, Steffany Marcellia Wulandari, Hani Fitria Yayah Rukhiyah Yayah Rukhiyah Yurniati, Yurniati Zainul Arifin Zalfa Assyadida, Azizah