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Journal : Jurnal Teknik Informatika (JUTIF)

Comparison of Transfer Learning Strategies Using MobileNetV2 and ResNet50 for Ecoprint Leaf Classification Hajar, Siti; Murinto, Murinto; Yudhana, Anton
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 5 (2025): JUTIF Volume 6, Number 5, Oktober 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.5.5266

Abstract

This research focuses on the classification of leaf types used in ecoprint production through the steaming technique by applying transfer learning on two widely recognized convolutional neural network (CNN) architectures, MobileNetV2 and ResNet50. Leaves have diverse applications in various sectors such as medicine, nutrition, and handicrafts. The study utilized a total of 600 leaf images from 15 species were collected from the surrounding environment and divided into 80% training and 20% testing sets. The aim of this study is to classify leaf types suitable for ecoprint quickly and efficiently, based on transfer learning with two CNN architectures, while incorporating fine-tuning. MobileNetV2 was selected for its computational efficiency, while ResNet50 was chosen for its ability to address the vanishing gradient problem and deliver high accuracy. Fine-tuning was employed to optimize model performance. Experimental results demonstrate that both architectures achieved strong performance, with MobileNetV2 reaching 94.12% accuracy and ResNet50 slightly outperforming it at 94.96%. Confusion matrix evaluation further confirmed these results, yielding accuracy, precision, recall, and F1-score values of 0.94, 0.95, 0.95, and 0.94, respectively. These findings highlight ResNet50’s superior performance over MobileNetV2 while affirming the effectiveness of both models in ecoprint leaf classification.
Co-Authors A'yuni, Diah Syifaul A.A. Ketut Agung Cahyawan W Abdi Abdi, Abdi Abdul Aziz Rusman Abdul Muiz Achmad, Adang Darmawan Adeline Silaban Adjei, David Agus Perdana Windarto AGUS PRASTYAWAN Ahmad Ahmad Ahmad Zaeni, Ahmad Akhmad Hidayatulloh Albert Lumbu Alfansyah, Farit Alsyaina, Yusi Rida Ambia Arma, Nur Amelia, Fitra Ammade, Salasiah Ammang Latifa Amna, Radhiah Ananto, Riana Wulandari Andika, Syahreza Anggun Amalia, Anggun Angkat, Ramisah Anton Yudhana Apriansyah, M. Ramdan Ardian Arif Arfah, Siti Yuliaty Chansa Ariga Bahrodin Aryani, Roza Asri Widyasanti Auliadi, Rusdi Auralia, Muthia Ayomi, Aprianto Aziza, Riska Badawi, Khalil Badawi, Masrof Badrudin Basrowi Batia, Nur Bernard Bida, Obed BISMAR NASUTION bonefasius Yanwar boy BR Naibaho, Yunika BUDIMAN GINTING Cahyani , Dwi Christoporus, Christoporus Dadan Rohdiana Daska Aziz, Daska Dedi Junaedi, Dedi Dewi, Chandra Dewi, Pahtma Purnama Sari Dharmawangsa, Fariq Aqmal Diansyah, Eris Dinata, Ade Sundari Dinata, Satra Ika Djam'an, Nurwati Edy Saputra Erviyenni Erviyenni, Erviyenni Fadhlinsyah, Fadhlinsyah Faisal, M Denis Fajrina, Eulisa Farizal, Hendra fatimah Fatimah Fauziah, Nur Dinah Febrianti, Valentina Fil’Ardi, Bariq Fitria Fitria Fitria, Yanti G D lasmono, Paulus G. D Lasmono S., Paulus Ginting, Dhio Emerko Ginting, Dhio Emerko Ginting, Nabila Tasyaida Habibi, Jara Hafidzi, Anwar Halim, Hikma Lestari Hamdani , Rizki Hamzah, Hasyrul Hanifan, Rahmah Asri Nurani Hanipah, Rahmi Mughni Hanum, Nisrina Har, Nazopatul Patonah Harefa, Yuslian Hasan Basri Hasibuan, Wildan Ansori HERI WAHYUDI Hilma, Tahta Huda, Muhammad Khozinul Husna Hutabarat, Malfajri Inayah, Hisbiyatul INDAH SLAMET BUDIARTI Indahsari, Wahyu Irma, Fani Ade Irma, Fani Ade Irmansyah . Irzaman, Irzaman Isbon Pageno Isra, Hutry Handayani Iwan Supardi IZZAH, NURUL Jabbar, Asriullah Jannah, Harizatul Jayawarsa, A.A. Ketut jemri, jemri Joko Setiyono Kamaludin, Tam-Tam Kamila, Laily Azkia Kamila, Nayla Zahra Kholik, Kholilul KISMARSILAH KISMARSILAH, KISMARSILAH Lasmono, Paulus G. D Lasmono, Paulus G. D. Lindiani, Kholifah line, Ade Lukman Samboteng & Rulinawaty Kasmad M. Jufri Mahendra, Juandra Primsa Mahfuddin Zuhri Marina, Sulis Marzoan Marzoan, Marzoan Masda, Fara Diba Maulina, Dwi mauliza, rina Miftahul Hadi Mila Trisna Sari Muhammad Akbar Muhammad Akbar Muhammad Idris Muhammad Iqbal Muhammad Jailani Muhammad Noor Hasan Siregar Mulyadin, Mulyadin Muna, Sirajul Murinto Murinto Muslihat, Ayi Satriani Muztahidah, Dewi Ndan, Emmanuel Danladi Nia Nafisah Noperiyanti, Yola Nur Ainun Nur Alam, Amania Nur Khasanah, Fifin Nur Qulby, Tara Latifah Nur, Rafi'ah Nuraini Nuraini Nuralifah Nuralifah, Nuralifah Nurhayati Harahap Nurhayati Nurhayati Nurmala Sari Nurmawati Nurmawati Octavia, Zulfa Salma Pane, Okto Prayogi Panggabbean, Tardip Pascayantri, Asniar Paulus G. D Lasmono S Payumi, Payumi Permata, Diah Ayu Pieter, Jan pratiwi, Debby Purba, Rispah Putra, Elpri Darta Putri, Aja Putri, Erlina Putri, Erlisa Maharani Qotadah, Hudzaifah Achmad Rachman, Syahvira Rahma, Afra Fathin Rahma, Dahlia Rahmah, Widya Ramadhani, Raisya Zahra Ramayuda, M. Agung Rambe, Akbar Ramli, Ismail Rapitos Sidiq Rauzan, Nida Samhah Renaldi Renaldi Ressandy, Sylvan Septian Riadhi, Zukhri Ridwan, Ridwan Risamassu, Putu V. M. Rismawati Rismawati Ritawati Ritawati Rosida, Aliya Rostandi, Usep Dedi RR. Ella Evrita Hestiandari Rukanda, Nandang Rumini - Rustami, Erus Safira, Nurul Eka Safitri, Welinda Salfadri, Salfadri Sampena, Iwan Doa Sari, Anita Puspita Sari, Meli Nofita Sari, Nuzuliana Anggar Sembiring, Rinawati Setiawan, Yudika Dwi Silaban, Adeline Silvie Mil Siregar, Alfin Siti Aisyah Siti Fatimah Siti Hasanah Siti Nikmatin Sitio, Roma Sri Rezeki Arbaningsih Sugijo, Paulus Gatot Dwi L Sunarmi Sunarmi Susanti, Vina syafrizal Syamsul Bardi, Syamsul Syatar, Abdul Tarigan, Dwi Feni Pebriani Br Tejokusuma, Michelle Natania Phoebe Tenerman Tifani Ratu Firdaus Tinus, Agus Trisna Mukti, Kiki Umamah, Yuyun Virman, Virman Waeno, Mahamadaree Wardani, Reny Sukma Wilanda, Mia Novita Wulandari, Bayu Larasati Wulung, Shandra Rama Panji Yenni, Elvita Yusuf Hidayat Zakia, Zahara Zubaili Zubaili, Zubaili