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Journal : Bulletin of Electrical Engineering and Informatics

Lung diseases identification using hybrid transfer learning and bidirectional long short-term memory Eka Cahyani, Denis; Tri Oktoviana, Lucky; Yasin, Mohamad; Wahyuningsih, Sapti; Dionixius, Dionixius; Maulidaningsih, Ranti; Setumin, Samsul
Bulletin of Electrical Engineering and Informatics Vol 14, No 2: April 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v14i2.9114

Abstract

Lung diseases rank as the third most prevalent cause of mortality globally. Accurate identification of lung disease is essential to provide appropriate medical intervention for patients. This research devised a categorization system for lung diseases using chest X-Rays (CXR). The system can identify bacterial pneumonia, viral pneumonia, COVID-19, tuberculosis, and normal CXR. The approach for detecting lung diseases utilize a combination of hybrid transfer learning and bidirectional long short-term memory. The research included convolutional neural network (CNN) models including Resnet50-BiLSTM, VGG19-BiLSTM, InceptionV3-BiLSTM, Resnet50, VGG19, and InceptionV3. The Resnet50-BiLSTM model outperforms other models in terms of accuracy and overall performance. The Resnet50-BiLSTM model achieved an accuracy of 99.87%. The models that achieve the second greatest accuracy are Resnet50, VGG19-BiLSTM, VGG19, InceptionV3-BiLSTM, and InceptionV3. The research utilizes precision, recall, and F1-Measure to demonstrate that Resnet50-BiLSTM outperforms other methods by achieving the greatest value. This research improves the performance outcomes when compared to earlier studies.
Co-Authors Abdi Gunawan Djafar Abdul Kadir Abdul Wahab abdusammad, Syahrir Ade Irawaty Tolago Adnan, Sri Reski Agung Anwar Akhmad Akhmad Amali, Kamil Amali, Lanto Aminuddin Aminuddin Amirudin Y. Dako Aprina, Aprina Arafat, Muhammad Yasser Arifin Matoka Astuti, Erlina Tri Azis, Abd Bagus Wijaya, Bagus Bambang Panji Asmara Bin Muhtar, Dzulkifli Budianto Budianto Cahyono, Ari Dwi Dionixius, Dionixius Djabir D, Muhammad Djalamang, Zulfikar Jakaputera Dongka, Rahmat Hidayat Eka Cahyani, Denis Elysiantobuo, Nova Ervan Harun Ervan Hasan Harun H, Haeriani Hafidzni, Nihayatul Hidayat, iksan Idham Idham Idrus, Talhah Al Ifan Wiranto Ikhsan Hidayat Ilham Amu Indah Oktaviani Iskandar Z Nasibu Iskandar Zulkarnain Nasibu Jumiati Ilham JUNUS, ALYA PRATIWI PUTRI Kamil Amali , Lanto Mohamad Kamil Amali, Lanto M. Karim, Aco Komang Arya Utama L.M Kamil Amali LAHABU, FIRMANSYAH Lanto M. Kamil Amali Lanto Mohamad Kamil Amali Maulana, Muhammad Irfan Maulidaningsih, Ranti Mimiep Setyowati Madja Mirna Mirna Moh. Rafli A. Bolilio Muhammad Yunus Mutmainnah, Nur Nadifa, Ulfatun Nirmalasari Nirmalasari Nova Elysia Ntobuo Nurapiah Nurapiah, Nurapiah Ode Asri, Aristi Ayuningsi Palakua, Hendra Pratiwi, Amelya Indah Pratiwi, Niniek Qurrotul Aini R. Dako, Rahmat Dedi Rahayuningsih, Farid Tri Rahmat Deddy Rianto Dako Rahmat Dedi Rianto Dako Rianto Dako, Rahmad Dedi Ritin Uloli Ruth Debora Salmawaty Tansa Samalam, Abdul Gafar Sangkota, Megawati Sangkota, Megawaty Sapti Wahyuningsih, Sapti Saputra, Guntur Hadi Sardi Salim Setumin, Samsul Solikhudin, Ahmad Sri Ayu Ashari Sujarwadi, Sujarwadi Surayya, Surayya Surusa, Frengki Susanto, Setya Egha Syahrir Abdussamad Taufik Ismail Yusuf Taufiq Ismail Yusuf Taufiq Ismail Yusuf Tri Oktoviana, Lucky Umar A, Muhammad Wahab Musa Wahab, Abd Wahyu Saputra Wrastawa Ridwan Yahja Igirisa Yasmine, Nabila Putri Yasser , Muhammad Yuslizar E.P. Bachari Z Nasibu, Iskandar Zainudin Bonok Zhai, Zhiqiang John