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All Journal Seminar Nasional Informatika (SEMNASIF) KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) CogITo Smart Journal Jurnal Teknovasi : Jurnal Teknik dan Inovasi Mesin Otomotif, Komputer, Industri dan Elektronika J-SAKTI (Jurnal Sains Komputer dan Informatika) KOMIK (Konferensi Nasional Teknologi Informasi dan Komputer) The IJICS (International Journal of Informatics and Computer Science) Journal of Computer System and Informatics (JoSYC) Jurnal Sistem Komputer dan Informatika (JSON) JUKI : Jurnal Komputer dan Informatika TIN: TERAPAN INFORMATIKA NUSANTARA Brahmana : Jurnal Penerapan Kecerdasan Buatan Journal of Computer Networks, Architecture and High Performance Computing Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) RESOLUSI : REKAYASA TEKNIK INFORMATIKA DAN INFORMASI JPM: JURNAL PENGABDIAN MASYARAKAT Jurnal Manajemen Informatika Jayakarta Journal of Informatics Management and Information Technology Journal of Social Responsibility Projects by Higher Education Forum KLIK: Kajian Ilmiah Informatika dan Komputer International Journal of Basic and Applied Science J-SAKTI (Jurnal Sains Komputer dan Informatika) JUSTIN (Jurnal Sistem dan Teknologi Informasi) BEES: Bulletin of Electrical and Electronics Engineering TECHSI - Jurnal Teknik Informatika JOMLAI: Journal of Machine Learning and Artificial Intelligence Prosiding SeNTIK STI&K Jurnal Inovasi Artificial Intelligence & Komputasional Nusantara (JRSIKOM) Jurnal Riset Sistem Informasi dan Aplikasi Komputer
Sundari Retno Andani
STIKOM Tunas Bangsa, Pematangsiantar
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Hyperparameter Tuning Exploration to Maximize MobileNet Performance in Classification Kidney Tumor Siregar, Sandy Putra; Safii, M.; Andani, Sundari Retno
CogITo Smart Journal Vol. 11 No. 2 (2025): Cogito Smart Journal
Publisher : Fakultas Ilmu Komputer, Universitas Klabat

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31154/cogito.v11i2.960.447-461

Abstract

The main focus in this research is how to develop the MobileNet architecture in order to produce a kidney tumor classification model that is accurate, resistant to overfitting, and remains consistent with variations in datasets and training parameters. This study aims to develop MobileNet architecture to produce a software model that can precisely identify with high accuracy, perform kidney tumor classification, and avoid failure in generalizing new data called overfitting, as well as evaluate the difference in accuracy generated from several variations of datasets and parameters. The method used in this study is MobileNet with hyperparameter tuning and fine-tuning, and it was compared with the MobileNet Baseline method. The dataset consists of 12,446 images classified as Normal, Cyst, Stone, and Tumor, collected from Kaggle. The findings of this study on the division of the 80:10:10 ratio of the proposed method image data resulted in 100% accuracy, 100% precision, 100% recall, and 100% F1-Score. This study is expected to produce architecture modifications that can classify kidney tumors with high accuracy so that the hypothesis is achieved. In addition, various approaches in medical image analysis using deep learning have shown better results in identifying various tumors, especially this research in the classification and detection of kidney tumors.
Co-Authors Abdul Karim Abdullah Ahmad Achmad Noerkhaerin Putra Agung Pratama Agus Perdana Windarto Akhfa Sinaga, Fatika Fajar alfin, alfin Amelia, Alin Aminuyati Anas Santriaji Anbia Nuansyah Andhini, Avrillia Angga Riadi Angga Wisesa Antika, Anggi Aprilia Syahputri Ardilla, Ririn Aritonang, Romulo P. Arjun Darma Hutasuhut Aulya, Agil Bellarmino Wira Permana Chikita Indah Felisa Damayanti, Elok Dedi Suhendro Dedy Hartama Delima Syah Putri Sinaga Destian, Rizieq Dewi Fortuna Efendi Dewi, Rafiqa Diki Irmansyah Dinata, Agin Dipa Fahrezy Situmorang Dyla Tri Aulia Fadli Alfaridz Sinuraya Farhan Khadafi Fikri Wicaksono Fitri Amalia Giffari Zakka Waly Gultom, Devi Hady Nurwahid , Teguh Handrizal Handrizal Handrizal Handrizal Harahap, Nesa Pratiwi Harianja, Lexa Hasudungan Siahaan Hendry Qurniawan Iin Parlina Ika Okta Kirana Ika Purnama Sari Ilham Syahputra Saragih Indra Gunawan Irawan Irawan Irawan Irawan Irfan Sudahri Damanik Jalalludin Jalalludin Jalaluddin Jalaluddin Jaya Tata Hardinata Khoriatul Sadrina Zendrato Kiki Aidi Saputra Kiswara, Qodrat Laila Kumalasari MARIA BINTANG Mario Junianto Manurung Mawada, Mawada Mhd Gading Sadewo Muhammad Ifnu Suhada Muhammad Irfan Muhammad Ridwan Lubis Muhammad Ridwan Lubis Muhammad Ridwan Lubis Muhammad Safii Muhammad Soleh Nailah Hafsah Naufal Azmi Ginting Niken Ayunda Nur, Khairun Nisa Arifin Nurhalizah, Shanda Nurhasanah Nurhasni, Dhyna Poning Sih Poningsih Poningsih Poningsih Poningsih Poningsih Poningsih Poningsih Poningsih Poningsih Poningsih Poningsih, Poningsih Pray Argalova Sinaga Purba, Jodika Putra Markus Qurniawan, Hendry Rafiqa Dewi Rafiqa Dewi Renaldi Renaldi Rika Asma Dewi Rika Nur Adiha Rizal Efendi Rizki Pratama Rusmansyah Rusmansyah Sadewo, Mhd Gading Safii, M. Sahendra Fahreza Samantha Arta Sinuhaji Sandy Hardiansyah Simanjuntak, Apriando Sinaga, Rahmadani Fitri Sinurat, Michael Sergio Vernandez Siregar, Sandy Putra Siregar, Zulia Almaida Solikhun Solikhun Solikhun Solikhun Solikhun Solikhun Solikhun, Solikhun Suci Rizki Ramadhani Damanik Suhada Suhada, Suhada Sumarlin, S Syafwan, Chalik Syahrul Ramadan Wanto, Anjar Wibowo, Subastian Widodo Saputra Yumni Syabrina Agustina Lubis Zepri Pratama Ziyan, Yan Zulaini Masruro Nasution Zulia Almaida Siregar