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Journal : MULTINETICS

Transfer Learning untuk Deteksi Status Burung di Indonesia Berbasis Web Muhamad Malik Matin, Iik; Farroz, Alman; Murad, Fachroni Arbi; Rizki
MULTINETICS Vol. 11 No. 02 (2025): MULTINETICS Nopember (2025)
Publisher : POLITEKNIK NEGERI JAKARTA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32722/multinetics.v11i02.8149

Abstract

Indonesia is known as a country with very high biodiversity, one of which is reflected in the many bird species spread across various regions. The high public interest in birds presents challenges, in the form of increased bird trade practices, especially protected species. The main obstacle often faced by the public is the lack of information regarding the identification of protected bird species. Therefore, an application that can identify protected birds is needed. This study developed a web-based application using the Transfer learning approach in the classification of bird species in Indonesia. Five machine learning models were compared in this study: CNN, MobileNetV3Small, MobileNetV3Large, VGG16, and InceptionV4. The birds-525-species-image-classification dataset was used in the training process, then filtered to 54 bird species found in Indonesia. Model performance was evaluated using accuracy, precision, recall, and F1-score metrics. The developed web application uses React as the frontend and FastAPI as the backend and provides image upload and camera capture features to detect bird species directly. Test results show that MobileNetV3Large provides the most optimal performance and was selected for implementation in the system. In system testing through Black Box Testing, User Acceptance Test (UAT), System Usability Scale (SUS), and Net Promoter Score (NPS), it was shown that the application built had a good level of acceptance and ease of use
Co-Authors Abiezer Manora Purba Achmad Isya Alfassa Achmad Rafi Al Khalish Agneta Grace Sesilia Agusta Dian Ahmad Amalia Zylvy Rangkuti Amrullah Anang Walian Anisia Nur Mitha Sari Arief Munandar, Rifki Arif Abdul Putra Arny Latu AS, Fathor Asy'ari, Fadli Adiya Ayu Tania Riski Putri Badrus Bayu Widianto Br.Sinaga, Putri Lampita Cindy Defrian, Angga Desi Desventri Etmy Dewi L. Margaretha Dianto Gunawan Tamba Dino Edwin Simanullang Eka Putri, Rafina Elfahmi Lubis emi, elmi Emir Syarif Fatahillah Pakpahan Erlangga Ernisa Estri Dewangga C J Famela Saskia Farroz, Alman Fauzi, Rizal Ahmad Fitrilia, Tiana Gisya Patika, Andi Gita Juliani Gita Novi Yanti Hamid Abdul Rozak Hanrifki Pratama Hawila Winona L Herdiansyah, Sopyan Indy Labaron Irwan A Jamalum Sinambela Jarot Jati Bagus Suseno Jati, Estri Dewangga Cadipa Jitro Sembiring, Ronan Joanna N. Sumaji Joesa Wulandari Juang Pajri Perkasa, Moch Julia Mustopa Kenmi Pajar Illahi Khairany Azahra Khalish, Achmad Rafi Al Kurniawan, Muhammad regi nidzra kurniawan Kusnadi Lisdayanti, Septiana Lombu, Ravid Aspin Lubis, Elfahmi M. Arief Setiawan Marolop Butar Butar Masri Mega Tunjung Hapsari Meliana Fransisca Sembiring Melinda, Meli Meyli Mitha Sari, Anisia Nur Moh Raziqi Luthfi Muhamad Malik Matin, Iik Muhammad Iqbal Mukhreza, Destila Munandar, Rifki Arief Murad, Fachroni Arbi Nabila Farhana Nadia Putri Utami Napitu, Rousseau Jordan Angelo Nasution, Aisyah Artha Ramadhani Nazwa Cahya Kamila Niswatul Akhyari Ns. Zaky Mubarak Nurhasan, Abdul Khodir Nurul Suhadah Nyayu Masyita Ariani Okmen Faebuadodo Hulu Pangaribuan, Ariel Zefanya Romaito Lhomak Parmo Pertiwi, Sri Rejeki Retna Pramana, Esa Rahmaniah, Mustika Rahmawati, Alya Ramadani, Mutiara Ramadhana, Widodo Regina Zulaikha Tizar Renaldy, Andrean Ridwan Rachmat Rina Alfina Ristontowi, Ristontowi Rivan Adriza Fahlevi Rizal Jackson Hutasoit Romadhona Kusuma Yudha Rousseau Jordan A Rovel Lando Fambari Safarah Yardha Satria Aprilianto Septianingsih, Asiah Siti Nurhalimah Somantri, Dimas Stevanus, Rudolf Sudarto SUNARTO Surbakti, Ilham Simpar Tuah Syahna Yolanda Syavina, Halifa Syavina Tamba, Nico Pernando Thantawi, Tubagus Rifqy Tiara, Cut Tria Wulandari Ulma Sintia Ulyah, Himmatul Wilarso, Wilarso Willy Wijaya Yardha, Safarah Yosi Sofyan Pangestu Yuli Arnita Pakpahan Yuli Nurhayati Yulia Angrainy Yuniar Zen Yusdi Fathudin Zakiah Khairunisa Zebua, Berkat Firmanius Zulfakri