JOIN (Jurnal Online Informatika)
Vol 9 No 1 (2024)

Development of a Mobile-Based Application for Classifying Caladium Plants Using the CNN Algorithm

Rudy Chandra (Information Technology, Faculty of Vocational Studies, Institut Teknologi Del)
Tegar Arifin Prasetyo (Information Technology, Faculty of Vocational Studies, Institut Teknologi Del)
Heni Ernita Lumbangaol (Information Technology, Faculty of Vocational Studies, Institut Teknologi Del)
Veny Siahaan (Information Technology, Faculty of Vocational Studies, Institut Teknologi Del)
Johan Immanuel Sianipar (Information Technology, Faculty of Vocational Studies, Institut Teknologi Del)



Article Info

Publish Date
08 May 2024

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.

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Journal Info

Abbrev

join

Publisher

Subject

Computer Science & IT

Description

JOIN (Jurnal Online Informatika) is a scientific journal published by the Department of Informatics UIN Sunan Gunung Djati Bandung. This journal contains scientific papers from Academics, Researchers, and Practitioners about research on informatics. JOIN (Jurnal Online Informatika) is published ...