Article Per Year (5 Year)
p-Index From 2021 - 2026
7.151
P-Index
This Author published in this journals
All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Jurnal Informatika dan Teknik Elektro Terapan Global Medical and Health Communication Jurnal Sains Matematika dan Statistika Jurnal Sains dan Informatika BAREKENG: Jurnal Ilmu Matematika dan Terapan Pendas : Jurnah Ilmiah Pendidikan Dasar JURNAL PENDIDIKAN TAMBUSAI Journal TEPAT: Teknologi Terapan untuk Pengabdian Masyarakat Jurnal Tarbiyah : Jurnal Ilmiah Kependidikan Jurnal Arajang GERAM (GERAKAN AKTIF MENULIS) Jurnal Keperawatan Dirgahayu (JKD) Dinasti International Journal of Economics, Finance & Accounting (DIJEFA) Tsaqafatuna: Jurnal Ilmu Pendidikan Islam Jurnal Applied Science in Civil Engineering JTEIN: Jurnal Teknik Elektro Indonesia Engineering, Mathematics and Computer Science Journal (EMACS) Jurnal Teknologi Sistem Informasi dan Sistem Komputer TGD Jurnal Arastirma Jurnal Peternakan Lokal Journal of Law, Administration, and Social Science Jurnal Bisnis Mahasiswa Environmental Pollution Journal Idarah Tarbawiyah: Journal of Management in Islamic Education EDUSTUDENT: Jurnal Ilmiah Pendidikan dan Pembelajaran Kandang : Jurnal Peternakan Jurnal Sains Informatika Terapan (JSIT) Jurnal Teknik Mesin Sinergi Journal of Comprehensive Science Governors Jurnal Tugas Akhir Mahasiswa pendidikan Sosiologi Jurnal Keperawatan Universitas Jambi EJOIN : Jurnal Pengabdian Masyarakat Euclid IHSAN : Jurnal Pendidikan Islam Jurnal Pengabdian Masyarakat dan Riset Pendidikan Makkareso : Riset Pengabdian Masyarakat Parameter: Jurnal Matematika, Statistika dan Terapannya AL-UKHWAH Jurnal Kebijakan Pembangunan Daerah (JKPD) Jurnal Keperawatan Universitas Jambi Ekonomipedia: Jurnal Ekonomi Manajemen dan Bisnis Jurnal Pendidikan Progresif Jurnal Sistem Komputer (SISKOM) Jurnal Gladiator Integrasi: Jurnal Studi Islam dan Humaniora Indonesian Journal of Aerospace Academia Open
Muhammad Fajar
Halu Oleo University
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Biochemistry, Genetics & Molecular Biology Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Physics Public Health Social Sciences Transportation Veterinary Other

Published : 58 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : engineering mathematics and computer science journal emacs

 1 
Comparative Study of CNN-based Deep Learning Models for Animal, Digit, and Flower Image Classification Suri, Puti Andam; Setiono, Michael Alvin; Andrew, Andrew; Fajar, Muhammad
Engineering, MAthematics and Computer Science Journal (EMACS) Vol. 7 No. 3 (2025): EMACS
Publisher : Bina Nusantara University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21512/emacsjournal.v7i3.14317

Abstract

This study explores how four convolutional neural network (CNN) models MobileNetV2, DenseNet121, EfficientNetB0, and InceptionV3 perform in classifying images from three different datasets: animals, handwritten digits (MNIST), and flowers. The main goal is to understand which model offers the best balance between accuracy and efficiency when applied to datasets with varying complexity. Each model was trained and tested using identical preprocessing steps, and its performance was evaluated based on accuracy, precision, recall, and F1-score through a confusion matrix. Training and testing times were also measured to assess computational efficiency. The results show that DenseNet121 consistently achieved the highest accuracy: 98% on animal images and 88% on flower images, while MobileNetV2 provided a close performance (97% and 82%) but with much faster processing times, between 11 and 55 minutes. EfficientNetB0, on the other hand, performed poorly on the more complex flower dataset, achieving only 5% accuracy. These findings suggest that DenseNet121 is ideal for projects where accuracy is the main concern, whereas MobileNetV2 is more suitable for real-time applications that require quick responses without a major drop in accuracy. Overall, this research highlights the importance of aligning model selection with both dataset characteristics and computational limitations in practical image classification tasks.
Co-Authors Abdul Husain, Muhammad Abdul Karim, Bisyri Abdullah, Ramadhani Afriyanti, Desi Ahmad Luviadi Akhiriyanto, Khafid Alamsyah, Vandria Alfaza Rizky Alfiah JS, Nur alfira, alfira Alwi, Khairunnisa Andi Aco Agus, Andi Aco Andi Chairil Ichsan Andrew Andrew, Andrew Andung Dwi Haryanto Angel Angel Anggraini, Nabila Ardo, Okilanda Ariffianto, Ony Arizal Eka Putra Astuti, Putri Widiya Atmaja, Sigit Tri Azzahra, Bela Bakhtiar Bakhtiar Barkah, Lia Bastoni, Bastoni Burhanurobbi, Irsyad Catherine, Ester Sara Clausthaldi, Fadhil Rizki Dian Syahfitri dila, farra Dillena, Kennith G.C. Fadhilah A Natsir, Andi Faizah, NM Fajariyanto, Eko Fath, Muhammad Thoriq Al Fauyan, Muchamad Fauziah, Tiara Dilla Fazri AR, M. Rizal Fitri Dian Perwitasari Fitri, Anisa Fratama Putra, Gimel Gunawan, Muhammad Isral Hajriani, Meilisa Hamonangan, Jefri Abner Hardi, Rudi Hasibuan, Gina Cynthia Raphita Hasruddin Herfia Rhomadhona Herlini Puspika Sari Herman Nauwir Hermanzoni, Hermanzoni Hidayat, Kurnia Hudatwi, Mu'alimah Irawan, Yeyen Gustina Iriana, Nona ISLAMUL HADI Ismawati Ismawati Isra Thristy IZZAH, NURUL Jannah, Eneng Raudatul Jirana M , Nurul Juli Sardi Juliandra, Galih Juliandri Juliandri Kamil, Muflichan Karo Karo, Panser Khairul Anwar Hafizd, Khairul Anwar Khairunnisa, Nanda Kustini, Rini Lubis, Apdi M. Rusydi Alwi M. Shoim Anwar, M. Shoim M. Sholihin M.Rizkal Fajri Manalu, Okto Dewi Sartika Manurung, Wahyudi Mardela, Romi Mardiah Astuti Mariska, Okky Mawansa, Akri Mayang Sari Ma’ruf Sya’ban Miftha Hulladuni Riandi Mu'affan, Muhammad Muhammad Hendra S Ginting Muhlisin, M Mustamin Najamuddin Najamuddin, Najamuddin Nasution, Dea Amanda Sari Nasution, Juan Akmal Nelvia Iryani Nisa, Nachdiatun Nofirda, Fitri Ayu Noviar, Noviar Nugroho, Anggi Septia Nur Azizah Nur Khaerah, Nur Nurfadly, Nurfadly nurikhsan, muh Nurjannah Nurjannah Nurlaelah Nurwandi, Rhefky Al Jihad Nuryaman Nuryaman OKTARIA, RINA RINA Pangkung, Andreas Pinindriya, Sinung Tirtha Putra, Muhammad Amril Pratama Qawly, Hafiz Iftitah Rachmad, Sri Hartini Rahmadita, Nurmalia Rahmati, Pramita Dwi Ramadhan, Puji Sari Ramadhan, Rian Ramadiansyah, Mohamad Luthfi Ramaiyulis, Ramaiyulis Rif’iyati, Dian Risma Apdeni Robbani, Hamdan Thufail RR. Ella Evrita Hestiandari Said, Awayundu Salvia Salvia Santoso, Ismawardi Septiana, Elyza Setiono, Michael Alvin Shintarahayu, Balqis Shofariyani, Shobah Siahaan, Muhammad Donni Lesmana Sidabutar, Rivaldi Soemaryanto, Arifin Rasyadi Suchi Avita Rici Suhaila Husna Samosir Suparintina, Lucie Suri, Puti Andam Suryana, Icha Suryati Suryati Syahputra Mahmud, Surya Syahputra, Afit Syahputri, Astri Syarifuddin, T. Syubhan Annur, Syubhan Tanjung, Nanda Tri Ayu Parwati Umroh Umroh Vira Noviana, Karisma Wibisono, Okki Navarone Wulandari, Meisy Yenita . Yuliana Sari