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Journal : Journal of Intelligent Computing and Health Informatics (JICHI)

EfficientNet for Medical Image Classification: Performance vs. Efficiency in Skin Cancer Detection Purbandanu, Muhammad Wigig; Kurniawan, Arif; Yanuarta, Rizky; Munsarif, Muhammad; A. Awoseyi, Ayomikun
Journal of Intelligent Computing & Health Informatics Vol 5, No 2 (2024): September
Publisher : Universitas Muhammadiyah Semarang Press

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26714/jichi.v5i2.14338

Abstract

This study applies EfficientNetB2, a computationally efficient convolutional neural network (CNN), to improve the accuracy of skin cancer detection using the heterogeneous HAM10000 dataset. Skin cancer classification poses challenges, including overfitting and class imbalance, which we address through data augmentation, class weighting, and SMOTE (Synthetic Minority Over-sampling Technique). Our model achieved accuracy of 86%, precision of 0.87, recall of 0.85, and an AUC of 0.90. These results outperform comparable architectures, such as ResNet50 and GoogleNet, while maintaining lower computational complexity. The proposed model demonstrates high precision in detecting actinic keratoses and basal cell carcinoma, which require timely treatment, but faces difficulties in differentiating melanoma from benign nevi because of their similar visual appearance. This study highlights the potential of EfficientNetB2 for real-world deployment in resource-limited settings, such as mobile health applications and telemedicine platforms. Future research will focus on integrating attention mechanisms and exploring cross-dataset validation to enhance model generalizability and performance.
Co-Authors A. Awoseyi, Ayomikun Abrori, Nurul Abubakar Alwi Achlaq, Machasinul Achmad Wahidy, Achmad Adi, I Kadek Aditya Nugraha Adri Senen Agnes Fitria Widiyanto Agung Wahyu Nugroho, Agung Wahyu Ahmad Yasin, Ahmad Ali Firdaus Alifah Zatil Izza Amin, Ahmad Holiq Anandari, Dian Anggaini, Dwi Annisa Azhar Firdausi Annisa, Deya Aulia Arif Mukti, Muhammad Arih Diyaning Intiasari Arih Diyaning Intiasari Arih Diyaning Intiasari Armunanto, Vinsentius Bram Arrum Firda Ayu Machfiroh Arrum Firda Ayu Maqfiroch, Arrum Firda Ayu Arrum Firda Ayu Maqhfiroch Asmen, Faisal Azmi, Salasatina Hasna Muti Bahri, Achmad Faisal Bambang Hariyadi Bambang Hariyadi Bambang Hariyadi Bambang Hariyadi Budi Aji, Budi Budi Yanto, Budi Canrhas, Amril Chanafiah, Yayah Cinta Diana Putri Colti Sistiarani Colti Sistiarani Colti Sistiarani Cut Nayla Husin Danang Wahyu Muhammad Deni Febri Wicaksono Dessy Wardiah, Dessy Diah Wilis Lestarining Basuki Dian Fajarwati, Dian Dini, Hasna Satya Elviera Gamelia Endang Kartini Panggiarti Endang Triyanto Eny Winaryati Eri Wahyuningsih Eri Wahyuningsih Esti Harini Ezra Putranda Setiawan Faisal Ashar Fatikhatul Faizah Fauzi, Hendayani Risti Febi Rahmadianto Febritasari, Rosadila Fitoni Nuradila, Muh. Batistuta Fitriahadi, Enny Fortunandha, Dhea Keyle Gede Suastika Gerald Adityo Pohan Gumelar, Alifa Restu Hannan, Ananda Rahmatul Herliana Manurung Heryanto Heryanto Heryanto Heryanto Himawan, Faiz Rifqi I.M. Mara Ikram, Muhammad Davin Indrianty Sudirman Juliasih, Lia Jumiati Sasmita Karyanto, Nonot Wisnu Kasoni, Dian Khakam Ma’ruf Kurniawan, Dhoni Lailatuz Zaidah Lia Juliasih Liesnaningsih, Liesnaningsih Lowu, Alfa Arkenxiou Macfiroch, Arrum Firda Ayu Made Mara, Made Mahendra, Bima Mariyam - Menui, Felix Firman Putra Muhammad Anwar Muhammad Munsarif Mulaksito Mulyadi, Rekyan Woro Mulyarahman, Febryka Jati Mutiara Putri Dewi Nafisah, Lu'lu Nafisah, Lu'lu Nashwa Dwi Sabrina Niken Rizqi Amborowati Nindya, Yuditha Nofrisel, Nofrisel Nonot Wisnu Karyanto Nora. AN, Desri Nur Amanda, Ivan Nur Zakki Fuad, Ahmad Nurdin Brasit nurnaningsih, Desi Perwitasari, Erni Pratiwi Pramuja, Anggi Purbandanu, Muhammad Wigig Purwandari, Rochma Rahayu Astuti Raisah Kirana Candra Ramadhan, Zidane Haydar Resi, Septian Rezzabadi, Muhammad Fai Ridwan Wicaksono Rio Rohman Saputra Rizah Rizwana Wahyuni Rizqi, Yuditha Nindya Kartika Rubai, Windri Lesmana Rusdianto, Hengki Ryan Budi Setiawan Samsir Samsir Samsul Bahri Saputra, Yoga Saputri, Jelita Hermanda Dwi Sarjito Saryono Saryono Sewanto, Alfando Digo Shella, Shyfa Dwi Nur Siswanto, Heru Adi Siti Masfiah Siti Masfiah Siti Masfiah SIWI PRAMATAMA MARS WIJAYANTI Sopandi, Ajang Sri Widayati Sri Widayati Subroto, S Sunaryo Tito Arif Sutrisno Triansyah, Jully Ulumudin, Aceng umah, khoiroh Uslifa Nurfagfira Vilayati, Lisa Vivi Bachtiar Waluyo Sejati Wathri Fitrada Widiyanti Widiyanti, Widiyanti Widodo, Erna Widyastuti, Candra Windri Lesmana Rubai Wiraguna, Gede Eka Wisnu Nugroho Yana Tatiana, Yana Yanti Lisha, Sri Yanuarta, Rizky Yunie Armiyati