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All Journal International Journal of Electrical and Computer Engineering Jurnal Edukasi Elektro Jurnal Teknologi Informasi dan Ilmu Komputer KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) JOIN (Jurnal Online Informatika) Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Jurnal CoreIT Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control BAREKENG: Jurnal Ilmu Matematika dan Terapan PRODUCTUM : Jurnal Desain Produk (Pengetahuan dan Perancangan Produk) J-Dinamika: Jurnal Pengabdian Kepada Masyarakat Jurnal Teknologi Informasi dan Pendidikan Journal of Applied Engineering and Technological Science (JAETS) Indonesian Journal of Electrical Engineering and Computer Science Community Development Journal: Jurnal Pengabdian Masyarakat Economics and Digital Business Review NUCLEUS: Jurnal Sains dan Teknologi Jurnal ComunitA Servizio Jurnal Pengabdian Masyarakat Akademisi Economic Reviews Journal JatiRenov: Jurnal Aplikasi Teknologi Rekayasa dan Inovasi JSSIT: Jurnal Sains dan Sains Terapan International Journal of Computing Science and Applied Mathematics-IJCSAM
Tegar Arifin Prasetyo
Information Technology, Faculty Of Vocational Studies, Institut Teknologi Del
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Journal : JOIN (Jurnal Online Informatika)

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Development of a Mobile-Based Application for Classifying Caladium Plants Using the CNN Algorithm Chandra, Rudy; Arifin Prasetyo , Tegar; Lumbangaol, Heni Ernita; Siahaan, Veny; Sianipar, Johan Immanuel
JOIN (Jurnal Online Informatika) Vol 9 No 1 (2024)
Publisher : Department of Informatics, UIN Sunan Gunung Djati Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15575/join.v9i1.1296

Abstract

Caladium is a popular ornamental plant and has business potential. However, difficulties in recognizing the type of Caladium often occur because of the similarities in shape, pattern, and color of the leaves between the different kinds of Caladium. To overcome this problem, research will use machine learning with the Convolutional Neural Network (CNN) algorithm to build a mobile application that can accurately classify four types of Caladiums. The data set used is 1200 data with four classes; each class has 300 data. The best model is found with the parameter epoch 100, learning rate 0.001, and batch size 64. The model is then implemented in a mobile application with two menus, "Take a photo" and "Choose an image," which will display the classification output and confidence values of the four types of Caladiums. Testing with 30 test data per class achieves 0.975 accuracy on both menus. On the “Take a photo” menu, precision is 0.974, recall is 0.9725, and f1-score is 0.965. Meanwhile, on the “Choose an image” menu a precision and recall value is 0.975, and f1-score value of 0.97.
Co-Authors Abda Abda Abi Burhan Adha, Ufairi Africano, Fernando Agustin, Ririn Dita Aji Nugraha, Yoga Akbar, M. Jofandio Anastasia Marsada Uli Simamora Andree Panjaitan Aprianda, Ridho Ardian, Rizki Asido Saragih Aulia Akhmad BillY Dewantara Christian Benedict Lumbantoruan Dame Sisri Haryati Katarina Rumapea Desiana, Lidia Dewi Handayani Ebtaria Nadeak, Ebtaria Eka Putri Manurung, Nancy Elmi Rahmawati, Elmi Emy Sonia Sinambela Ester Saulina Hutabarat Evan Richardo Sianipar Evelina Evelina Fauziah, Putri Khafifah Fernandez, Melanie Frengki Simatupang Fritz Marpaung Gemala Cahya Goklas Henry Agus Panjaitan Hafizah, Nanda Nur Hamzah, Muhammad Luthfi Henny Flora Panjaitan Henry Agus Panjaitan , Goklas Henry Agus Panjaitan, Goklas Herbeth Augustinus Napitupulu Hermialingga, Septi Iammillah, Azmiyatul Ilhami, Ilhami Italiano Wowiling, Gerry Joshua Pratama Silitonga Juan Carlos Munthe Juli Yanti Damanik Juniasari, Juniasari Lawy Xenna Lestari, Leni Ayu Lilis Marito Pardosi Lumban Gaol, Tiurma Lumbangaol, Heni Ernita Manurung, Nancy Eka Putri Matthew Alfredo Mei Pane Muhammad Amri Yahya Muhammad Fikri Muhammad Ilham Maulana Muhammad Rizki Mula Timbul Sigiro, Marojahan N. Nazaruddin Najah, Nabila Safinatun Nathan Fernando Lumban Tobing Nico Felix Sipahutar Nugraha, Yoga Aji Panca Rahmat Siagian, Iqbal Pangaribuan, Maria Partogi Pardede, Immanuel Pasaribu, Monalisa Perdanasari, Lukie Poibe Leny Naomi Pola Risma Pratami, Viekhen Irza Putri Manurung, Nancy Eka Risky Saputra Siahaan Roberd Saragih Romauli Sianipar Rudy Chandra Rudy Chandra Safitri, Nita Octaria Samuel Sibuea Saodin, Saodin Sarbaini Sarbaini Sarbaini Sarbaini Sari Utami, Aldila SIAGIAN, WESLY MAILANDER Siahaan, Samuel Jefri Saputra Siahaan, Veny Sianipar, Johan Immanuel Sihombing, Tahan HJ Silaen, Willy Cristover Silvia Agustin Simamora, Akdes Simon Simbolon, Amanda Artha Regina Sinaga, Ester Krismayani Siregar, Horas Marolop Amsal Suandika Napitupulu Tanjung, Muhammad Al Chapis Abdilla Tessalonika Siahaan Timothy Timothy Tiurma Lumban Gaol Togu Novriansyah Turnip Trito Exaudi Manik Umam, Muhammad Isnaini Hadiyul Victor Lambok Desrony Wardani, Yoshinta Kusuma Wesly Mailander Siagian Yohana Sihombing Yohanssen Pratama