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Andrianto Andrianto
Telkom University
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Journal : Building of Informatics, Technology and Science

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Perbandingan Efficientnet, Visual Geometry Group 16, dan Residual Network 50 Untuk Klasifikasi Kendaraan Bermotor Andrianto, Andrianto; Tahyudin, Imam; Karyono, Giat
Building of Informatics, Technology and Science (BITS) Vol 6 No 3 (2024): December 2024
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v6i3.6450

Abstract

This study compares the performance of three Convolutional Neural Network (CNN) models—EfficientNet, VGG16, and ResNet50—in motor vehicle classification tasks using the "Car vs Bike" dataset. Transfer learning was applied using pretrained weights from ImageNet. The results indicate that VGG16 achieved the best performance with 95% accuracy, precision of 0.95, recall of 0.96, and an F1-score of 0.95, demonstrating high balance in recognizing both classes. ResNet50 attained 87% accuracy on the test dataset with a precision of 0.89, recall of 0.84, and an F1-score of 0.87, offering a trade-off between accuracy and computational efficiency. Conversely, EfficientNet exhibited the lowest performance with 50% accuracy, failing to recognize the "Car" class effectively, as evidenced by precision and recall values of 0.00. Factors such as architectural complexity, dataset bias, and computational efficiency influenced these outcomes. This study reinforces previous findings on the strengths and weaknesses of CNN models in motor vehicle classification applications. Furthermore, it highlights the importance of balanced data management and model selection tailored to specific application requirements. However, the dataset's limitation of only two classes and reliance on transfer learning remain areas for future improvement. These findings provide valuable insights for developing intelligent transportation systems requiring high accuracy and efficiency.
Co-Authors A, Ford Ance Abdulloh, Muchammad Raafi Achmad Reza Adnan, Syaiful Afnita, Nora Akmal Nur Arifin Akram, Muhammad Rafiul Alam, Citi Hasanah Nur Alamsyah, Nanang Alvian Fajar Setiawan Amanah, Fisa Amin, Aminul Amris, Firda Khairati Andi Dwi Riyanto Andita Putri, Sheila Anggraeni Putri, Sukmawati Annanda, Yefri Aqil, Sultan Arifin, Akmal Nur Arindanie, Amelia Asep Sufyan Muhakik Atamtajani Ayunda, Salsabila Azamel Fata Badriyatul Muniroh, Badriyatul Cahyo Sasmito Chris Chalik Dandi Yunidar Dani Arifudin Diana Artamevia Khoirunnisa Dona Saphiranti Dudik Djaja Sidarta Duski Samad Edwin Buyung Syarif Efendi, Syafrizal Elisa, Erlin Enggar Budi Pratama Enny Istanti Fajar Sadika Fajri, Muhammad Afhandry Farida Ariani FATHUR ROHMAN Fitri Nuraini, Fitri Giat Karyono Gusnita, Fitri Hardy Adiluhung Harsoyo, Primasitha M. Harsoyo, Primasitha Maharany Hermawan, Hanestya O. Hidayah, Teguh Ibadurrahman, Pejagote Ica Ramawisari Idris, Saufi Zahra Ihsan, Naufal Fadlan Ikbal, Ahmad Imam Tahyudin Imam, Muhammad Fadhil Imtihan Hanom Indragunawan, Cakti Julhadi, Julhadi Khoirunnisa, Diana Artamevia Kusuma, Gabrielle Mahanaim Lahmi, Ahmad Lestari, Sella Rizkita Lutvia Ebd, Adinda Nadya Mawarni, Wulan Eka Msitam, Zainulfikar Putera Wardana Mufid, Abiyyu Rozan Muhakik Atamtajani, Asep Sufyan Muhakik, Asep Sufyan Muhammad Ramadhan Muhammad, Akbar R. Muhammad, Raafi Nur Mukhtar, Salsabila Nindya Kartika Kusumayati Ningsih, Sri Wahyuni Nisrina, Nabila Ratu Nofitayanti, Nofitayanti Noviyani, Rafiqa Nugroho, J Nur Handayati Nuruddin Hady Nuvus, Alviyatul Ainin Oky Setiawan Pikir, Budi S Prabu Wardono Prasetya, Bima Pregustama, Moch Refqi Prinata, Fadhil Surya PUTRA, AHMAD Putri, Ardella Anindya Rahmansyah, Farhan Rahmiyati Rahmiyati, Rahmiyati Rais, Zaim Ramadhan, Rizki Aulia Refdilzon Yasra, Refdilzon Rehani rehani Revanza Vialdi, Mohammad Rieska Maharani, Rieska Rizka Rachmawati Rizkiawan, Ronaldi Robbany, Fadly Rozak, Rofiq 'Abdul Rozak, Rofiq ‘Abdul Rully Hidayatullah Sabaniah, Nofetriani Safitri, Winda Saputra, Edriagus Saputra, Syahnan Sayuti, M. Sheila Andita Putri Solly Aryza Sony Wibisono Sri Untari Sumiarti Sumiarti Supriani, Bella SURYANINGRUM, EVI Suyitno Suyitno Syafruddin Syafruddin Syahputri, Marwah Annie Syamsurizal Syamsurizal - - Tahyudin, Imam Zaheen Terbit Setya Pambudi Tikaningsih, Ades Wahyu Prawesthi Wahyuni, Yosi Sri Wandi, Joni Indra willy.masrur@gmail.com Yahdi, Putri Octavia Regina Yani, Putri Andri Yanti, Novita Yanuar Herlambang Yoga Pujiraharjo Yulia Fitria Zaini, Bagas SI.