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Abdul Rasyid
IKIP Ujung Pandang
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Journal : jurnal sains student research

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Analisis Performa Transfer Learning Menggunakan MobileNetV2 untuk Klasifikasi Citra X-Ray Paru-Paru M Choirul Amri; Lailan Sofinah Harahap; Abdul Rasyid
JOURNAL SAINS STUDENT RESEARCH Vol. 4 No. 1 (2026): Februari
Publisher : CV. KAMPUS AKADEMIK PUBLISING

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61722/jssr.v4i1.8306

Abstract

Pneumonia is a lung disease that requires early detection to prevent serious complications. Chest X-ray images are widely used for diagnosis; however, their interpretation still depends on medical experts. This study aims to analyze the performance of transfer learning using MobileNetV2 for classifying chest X-ray images. The Chest X-Ray Pneumonia dataset from Kaggle was used and divided into 75% training data, 15% validation data, and 10% testing data. Image preprocessing included resizing, pixel normalization, and data augmentation. The model was trained for 20 epochs using the Adam optimizer. Experimental results achieved an accuracy of 95.40%, precision of 95.62%, recall of 95.40%, and an F1-score of 95.46%. These results indicate that MobileNetV2 provides effective and stable performance for chest X-ray image.
Co-Authors Abdurohim Adriyansya Lihawa AGUNG MOKODOMPIT Ahmad Fadli Ahmad Qorib Akbar Aldi Kautsar Aminuyati Andi Herlina Ansar, Nurhakki Ardiah Juita Askar Askar, Askar Bachtiar W , Marsellinus Balthasar Malindar Duduaka, Rustam Enny Widawati Fadilah Amelia Nasution Fahcruddin Pasolo Faisal Akbar Fajril Akbar Fakhrur Rozi Fentje Abdul Rauf Filus Raraga Fri Murdiya, Fri Hasan Sazali Hasanuddin Hasanuddin Hendra Uloli Henry N. Barus Idham Halid Lahay Ilman Kadori Imran S.M. Nur Iskandar M. Lapanjang Jamal Darusalam Giu Khairunnisa Ritonga Lailan Sofinah Harahap Lusiana M Choirul Amri Mansur Mario Marudut Sirait Maulida Rahmi Nasution Miranda W. Lubis Misroh Pebrianti Mohammad Archi Maulyda Monica Pratiwi Muh. Yamin Noch Muhammad Asir Muhammad Noval Riswandha Neila Susanti Nida Fitriyani NUR INDA APRILIA Nurita Elvira Octaviani, Nazlia Onah Rohanah Pasolo, Fachruddin PRAMUDIBYO, SUGENG PRAMUDIBYO Rafael Elvan Risaldy Rahmadona Indriana Ramadi Ramadi Ramli, Rudianto Rendi Oktora Rexoprodjo, Monalisa Rianto Hidayat Mangngi Salsah Fadilah Siregar Silmi Oktapiani Sirait, Mario Marudut Sjamsiar Husen Sjamsier Husen Sunardi Suratini, Suratini Trifandi Lasalewo Trimaijon Trimaijon Vivi Rachmatul Hidayati Waliyuddin Yusuf Yusuf Zakaria Zuhriah Zuhriah Zuli Nuraeni