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Journal : Jurnal Sains dan Ilmu Terapan

Aplikasi Pengenalan Kue Tradisional Bugis Menggunakan Metode Convolutional Neural Network (CNN) Berbasis Android Rifaldi Rifaldi; Ade Hastuty; Ahmad Selao; Untung Suwardoyo; Masnur Masnur
Jurnal Sains dan Ilmu Terapan Vol. 8 No. 2 (2025): Jurnal Sains dan Ilmu Terapan
Publisher : Politeknik Kampar

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59061/jsit.v8i2.1151

Abstract

Traditional Bugis cakes are an important and distinctive part of Indonesian culinary culture, yet their existence is starting to erode due to globalization and a lack of proper digital documentation. The visual similarities between the cakes make manual identification difficult, especially for the younger generation who are more exposed to modern, global food trends. This study aims to develop an Android application for the automatic classification of traditional Bugis cakes using a Convolutional Neural Network (CNN). The experimental method was conducted by collecting a comprehensive dataset of cake images, training a CNN model, and evaluating its performance using a black box testing approach. This method was chosen because it yielded a validation accuracy of 97.00% and a final accuracy of 92.40%. The application can recognize cakes in real-time through a mobile phone camera, with optimal results achieved at a distance of 15–30 cm and under adequate lighting conditions. However, its performance decreases when the distance increases, objects are cut off, or lighting is poor. 
Co-Authors Ade Hastuty Adnan Adnan Agus Setiawan, Fadhlan ahmad selao Alam, Syahirun Ali, Miftah Aminullah Aminullah Aminullah Muhammadiyah Aminullah Aminullah, Andi Muhammad Andi Ahmad Chabir Galib Andi Nuddin Andi, Wafiah ANDRI KURNIAWAN Andriani Andriani anne Hafina, anne Arfan Halim Arfiansyah, Wahyu Arman Arman Armayani, Armayani Asbar Asbar, Asbar Asra, Asra Assidiq, Ilham Basri, Muh. Busa, Yunus Cantika, Lili Danindra, Fuad Des Suryani Difla, Difla Iklila Dwipa, Karisma ELIHAMI, ELIHAMI Emil Fazil, Muhammad Fadhilla, Mutia Ferdiansyah Ferdiansyah Haisyah, Sitti Haliq, Muhammad Idham hamra, hamra Hanafiah, Anggi Hasan Hasan Hasna, Hasna Hasnawati Hasnawati hasnia, Hasnia Hatta, Harianti Hidayatullah, A. M. Syarif Idham Idham Ikmal, Ikmal Indah Hervina Indah Hervina Indhira Asih V.Y Indi Aminah Ipah Saripah, Ipah Irman Syarif Irmayani Irmayani Ismail Ismail Muhammad Ismaya Ismaya Jabri, Umiyati Lestari Zakaria, Puji Ayu Mardiana Mardiana Marlina Marlina Mattola, Andi Alvian As. Mide, Baharuddin Mitah, Mitah Muchtar, Achmad Dahlan Mughaffir Yunus Muh Idham Haliq Muh. Dirga.F Muhammad Nasrullah Muhammad Natsir MUHAMMAD ZAINAL Muhammad Zulkifli, Muhammad Muhammad, Basri Muhammad, Fikri Nasir Muhammad, Ihsar Muliati Muliati, Muliati Munawwarah Salahuddin Mustakim Mustakim Mustakim Mustakim Mutmainnah Mutmainnah Nadar Nadar Nadar Nadar Nadar, Nadar Naqsin, Muh.Ikrom Nur Afni Okta Pia Nurhaedah Nurhaedah Oktasia Nasution, Hafiza parawansah, Aco Patmawati Patmawati, Patmawati Pawelloi, Irmayani Puput Muhammadiyah Sri Wahyuni Purnomo, Tri Hariadi Putri, Nurhalisa Rahbiah, Sitti Rahmat Rahmat Rahmawaty, Rahmawaty Ridwan, Madinatul Munawwarah Rifaldi Rifaldi Rijal, Muhammad Rizky Wandri Rusman, Muhammad Saing, Ferdiansyah Salahuddin, Muflihah Saleha Saleha Sampara, Nirwana Selao, Ahmad Shinta Sri Eva Handayani Siti Nuryani, Siti Sudirman Sudirman Sufriansyah, Dedy Suherman suherman Sukirwan Sukirwan Sulaiman Sulaiman Suryapradana, Ilmawan Syadan, Syadan Syam, Al Ghazali Syamsu Yusuf Syaparuddin Syaparuddin Syawal Syawal Taufik Taufik Untung Suwardoyo Usman M Usman, Muh. Abrar Utomo Putra, Raihan Wahyuddin Wahyuddin Wahyuddin Wahyuddin Yasin, Subarja Yunus, Ayuni Yunus, Nur Hafsah