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Journal : Jurnal Teknik Informatika (JUTIF)

Multi-Class Brain Tumor Segmentation and Classification in MRI Using a U-Net and Machine Learning Model Hendrik, Jackri; Pribadi, Octara; Hendri, Hendri; Hoki, Leony; Tarigan, Feriani Astuti; Wijaya, Edi; Ali, Rabei Raad
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 5 (2025): JUTIF Volume 6, Number 5, Oktober 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.5.5369

Abstract

Brain tumor diagnosis remains a critical challenge in medical imaging, as accurate classification and precise localization are essential for effective treatment planning. Traditional diagnostic approaches often rely on manual interpretation of MRI scans, which can be time-consuming, subjective, and prone to variability across radiologists. To address this limitation, this study proposes a two-stage framework that integrates machine learning (ML) based classifiers for tumor type recognition and a U-Net architecture for tumor segmentation. The classifier was trained to distinguish four tumor categories: glioma, meningioma, pituitary, and no tumor, while the U-Net model was employed to delineate tumor regions at the pixel level, enabling volumetric assessment. The novelty of this research lies in its dual focus that combines classification and segmentation within a single framework, which enhances clinical applicability by offering both diagnostic and spatial insights. Experimental results demonstrated that among the evaluated classifiers, XGBoost achieved the highest accuracy of 86 percent, surpassing other models such as Random Forest, SVC, and Logistic Regression, while the U-Net model delivered consistent segmentation performance across tumor types. These findings highlight the potential of hybrid ML and deep learning solutions to improve reliability, efficiency, and objectivity in brain tumor analysis. In real-world practice, the proposed framework can serve as a valuable decision-support tool, assisting radiologists in early detection, reducing diagnostic workload, and supporting personalized treatment strategies.
Co-Authors AA Sudharmawan, AA Abdul Haris Abdul Syukur Abdullah Merjani, Abdullah Abigael Kabe Achmad Maezar Bayu Aji Aditya, Hafiz Noval Hasany Adjat Sudradjat Agung Riadin Agus Salim Ahmadi, Alpan Akhirudin, Akhirudin Al- Qanit Qurba Alberto, Nicolas Aldo Alfalah, Win Alfian, Aldi Ali Haidir Ali, Rabei Raad Alisa, Nor Allo, Alrbert Girik Alpi Zaidah, Alpi AM, E Nurzaman Amin, Muh.Agil Aminah Aminah amir, rahmi Amirul Mukminin Amri Amri Ananda, Ananda Andi Saryoko Andi Syahputra Andriyaldi, Andriyaldi Aolya, Andi Ramadhani Ap, Aris Aristoteles Aprilia, Eka Aprillitzavivayarti, Aprillitzavivayarti Aprita, Serlika Aprizal Ahmad Aprizkyandari, Siti Ardiansah, Ardiansah ARDIYANSYAH, WAHYU Arifah, Rizky Ariska, Fitriani Aritonang Simare- mare, Vanessa Ashary Asmaret, Desi Aswal, Muhammad Aswan, Rani Azizah, Wafiqoh Ismi Azkiyah, Nisa Badri, Enoh Baginda Oloan Lubis Bagus Legowo Bahagia, Sari Baiq Andriska Candra Permana Baiq Yulia Kurnia Wahidah, Baiq Yulia Kurnia Bastiana Bastiana Beni Firdaus berlin, berlin Budiatmin, Bobpy Bustamar Bustamar, Bustamar Busyro, Busyro CANDRA GUNAWAN Carin, Latycia Cassany, Saluddin Al Cecep Darmawan, Cecep Chairunnisa Chairunnisa Chandra, Dhenysa Chaniago, Rahma Evita Christoffer, Christoffer Cuandra, Fendy Dahyul Daipon Daniel Happy Putra Darussalam Darussalam, Darussalam David H.M. Hasibuan Dewa Made Wiharta Dewi Febrina Dewi, Rani Puspita Dhiza Aliffia Dianti, Rina Dika, Lindra Dina Amalia Anggraini Diwanda, Bayu Dodi Sandra Dony Oscar Dwi Budi Santoso Edi Wijaya Edison Edison Efendy, Windi Efrizal Syofyan Eko Prasetyo Eko Purnomo Elfiani Emidayati, Emidayati Emilia Emilia Erick Fernando B311087192 Erny Erny, Erny Euis Amilia, Euis Fachrian, Zian Fachry Abda El Rahman Faiz Mohd Azmi, Amirul Fajri, dion Farissya, Zahra Fathiatul Husna Fathur Rahman Fazli Rachman Fazly, Muhammad Fena Prayunisa Ferian, Rifqi Audi Feriani Astuti Tarigan Firdaus Firdaus Firdaus, Zulkifli Fitria, Della Fitriyani Fitriyani Fridiyanto, Fridiyanto Fyka, Samsul Alam Gata, Windu Gebrina, Deanne Putri Gholib Gholib, Gholib Goh, Joan Guntur, Sri Gusnita, Nana Habibah, Nabila Habibbudin, Habibbudin Hadi Sukmana, Sulaeman Hadjar, Nurhayati Hafani, Rizda Hafizha, Karlin Haiyudi Hanaatmoko, Wahyu Faharrudin Hanapi, Deni Handayani, Marnita Harun Joko Prayitno Harun, Mohd Taufik Hasiholan Manurung, Jimmi Walter Helfi Helfi, Helfi Hendri, M Rezalul Hadi Hendri, Muh Zainal Arifin Rizqi Hendrizal Hendrizal Hibrida, Rosa Hoki, Leony Hose, Fernando Huda, Syamsal I Nyoman Sidi Astawa Ibrahim, Helmi Ichwan Ilyazar, Mohammad Ichwanul, Muchamad Idris Idris Iful Rahmawati Mega, Iful Rahmawati Ihsan Ihsan Ilham, Zoyaldi Indra Yulius Budiman Indriastuti, Rhesti Irfana Diah Faryuni Irmawati Carolina Irwansah Iswantir M Jackri Hendrik Jandriadi, Jandriadi Jaswandi . 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