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All Journal International Journal of Evaluation and Research in Education (IJERE) Jurnal Pendidikan Teknologi dan Kejuruan Jurnal Teknik ITS Jurnal Pendidikan Teknik Mesin Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik JUTI: Jurnal Ilmiah Teknologi Informasi Jurnal Simantec QUALITY Jurnal Teknologi Informasi dan Ilmu Komputer Jurnal Informatika dan Teknik Elektro Terapan JEB17 : Jurnal Ekonomi dan Bisnis Jurnal ELTIKOM : Jurnal Teknik Elektro, Teknologi Informasi dan Komputer Jurnal Panorama Hukum JEPA (Jurnal Ekonomi Pertanian dan Agribisnis) Jurnal Eksplora Informatika Pendas : Jurnah Ilmiah Pendidikan Dasar JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI al-Iltizam: Jurnal Pendidikan Agama Islam Studi Arab Jurnal Nasional Komputasi dan Teknologi Informasi MIND (Multimedia Artificial Intelligent Networking Database) Journal JURKAM: Jurnal Konseling Andi Matappa Systemic: Information System and Informatics Journal Nizham Journal of Islamic Studies DIKDAS MATAPPA: Jurnal Ilmu Pendidikan Dasar JUSIM (Jurnal Sistem Informasi Musirawas) Journal of Information Systems and Informatics Jurnal Pemberdayaan Masyarakat Universitas Al Azhar Indonesia Jurnal Teknologi Dan Sistem Informasi Bisnis Jurnal Perspektif: Jurnal Kajian Sosiologi dan Pendidikan KONSELING: Jurnal Ilmiah Penelitian dan Penerapannya JATI (Jurnal Mahasiswa Teknik Informatika) Jatilima : Jurnal Multimedia Dan Teknologi Informasi EduPsyCouns: Journal of Education, Psychology and Counseling Tuturlogi: Journal of Southeast Asian Communication Jurnal Esensi Hukum Mazahibuna: Jurnal Perbandingan Mazhab Jurnal Kreatif : Desain Produk Industri dan Arsitektur Jurnal Teknologi Pendidikan : Jurnal Penelitian dan Pengembangan Pembelajaran LANGUAGE: Jurnal Inovasi Pendidikan Bahasa dan Sastra Global Abdimas: Jurnal Pengabdian Masyarakat Jurnal Abdimas Kartika Wijayakusuma Collegium Studiosum Journal Al-MIKRAJ: Jurnal studi Islam dan Humaniora Eksergi: Jurnal Teknik Energi PROSISKO : Jurnal Pengembangan Riset dan observasi Rekayasa Sistem Komputer Jurnal Pembelajaran, Bimbingan, dan Pengelolaan Pendidikan Industrial Research Workshop and National Seminar Paradigma MUMTAZ : Jurnal Pendidikan Agama Islam Jurnal Panrita Analisa: Journal of Social Science and Religion JPOL: Journal of Pedagogy and Online Learning JRP (Jurnal Review Politik) Jurnal Ilmiah Agroust Jurnal Civil Engineering Study Kohesi: Jurnal Sains dan Teknologi Socius: Social Sciences Research Journal Gudang Jurnal Pengabdian Masyarakat Al-Urwatul Wutsqo: Jurnal Ilmu Keislaman Dan Pendidikan Jurnal Manajemen Informatika, Sistem Informasi dan Teknologi Komputer (JUMISTIK) Scientific Contribution Oil and Gas GENIUS: Jurnal Inovasi Pendidikan dan Pembelajaran International Journal of Multicultural Counseling and Development JuTISI (Jurnal Teknik Informatika dan Sistem Informasi) Jurnal Inovasi Pembelajaran
Ahmad Yusuf
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Journal : Paradigma

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Classification of Vegetable Types Using the Convolutional Neural Network (CNN) Algorithm Karunia, Wilis Arum; Puspita, Safriya Murni; Rolliawati, Dwi; Yusuf, Ahmad
Paradigma - Jurnal Komputer dan Informatika Vol. 27 No. 1 (2025): March 2025 Period
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/p.v27i1.7577

Abstract

This study aims to classify vegetable types using the Convolutional Neural Network (CNN) algorithm with a dataset encompassing 15 vegetable classes and a total of 31,000 images. By utilizing the TensorFlow and Keras libraries, the CNN model was designed with convolutional, pooling, and dense layers to recognize visual features such as color, texture, and shape. The results indicate a highest validation accuracy of 95.83% and a testing accuracy of 93%. This research contributes to the application of the CNN algorithm for image classification and demonstrates its potential in handling multi-class datasets effectively. However, since the vegetables used have very distinct shapes and textures, this study is more relevant in the context of the technical application of the CNN algorithm rather than practical benefits. The research would be more impactful if applied to vegetables with similar shapes and characteristics, thereby supporting farmers or individuals studying vegetable traits in greater depth. Additionally, such an approach could address challenges in differentiating visually similar vegetable types, making the technology more valuable in real-world agricultural or educational settings.
Co-Authors A. Alfiani Damayanti Abdul Muhid, Abdul Abna Hidayati Ade Yuliana, Ade Adhi Kusuma Adi Nugroho, Bayu Adjani, Kannisa Afzal Fikri Hartono Ageel Saputra Agustina, Dela Ahmad Aufa Ahmad Ma’ruf Ahmad, Fadlil Khaery Ahrar, Muhammad Rifki Akhirul Ramadhani Alexander Burhani Marda, Alexander Burhani Alfiyani Ali Ridho Alva Hendi Muhammad Alya Fadilah Amala, Alla Amin, Faris Mushlihul Amiruddin, Muhammad Majdy Amirudin, Yoyok Ananta Rahmawati Andi Muh. Ramadhan AS Andi Yunarni yun Yunarni, Andi Yunarni yun Ansar Suherman, Ansar Anwar, Dewi Ariani Arcelus-Ulibarrena, Juana Maria Ardana, Abelia Aris Munandar Aztrid Fithrayani Bambang Sigit Widodo Bayu Adhi Nugroho Brainvendra Widi Dionova Budi Setiawan Budiman Sulaeman, Budiman Chanda Aprilindra Citra, Ratna Delmira Syafrini Deni Andika Deni Hardianto Desi Lestari Devinta Nurul Fitriana Dhiyaussalam, Dhiyaussalam Diah Retno Djoko Heru Pamungkas Djoko Heru Pamungkas Djoko Rubyanto Eka Oktavia Ningsih Fadhilah Rohman Fanny Septi Wulandari Farhat Mu'afy, Muhammad Febri Prasetya Febrianor, Gusti Muhammad Juriansyah Firda Sahrani Fitria Dina Riana Fortuna, Aprilla GALIH PAMUNGKAS, WARDANA García, Juan Luis Cabanillas Ginardi, R.V. Hari Gustiani Handayani Tjandrasa Handayani, Yusrina Handi Wiyono Hasanah, Laila Uswatun Hasbahuddin, Hasbahuddin Haslinda Haslinda, Haslinda Hastuti Hendri Ardiansah Henny Leidiyana Herlinawati Herlinawati Hikmayanti, Nurul I MADE ARSANA Ida Hastuti, Ida Imam Budiawan INDRARTO, REYHAN DANY INTAN PRATIWI, YESINA Ismail Isnaneni Isye Arieshanti Izramadhani, Nur Suci Jamilah Jamilah Jasmin, Muhammad Jauhar, Moch Althaf Jondar, Aloysius Karimi, Amir Karunia, Wilis Arum Khalid Khatima, Ashlifatul Kusaeri Kusaeri Kusrini Kusrini Kusrini, Kusrini LAILATUL FITRIAH M Nur Kholis M. Abdul Aziz M. Daffa Munjazi Mahyudin Mahyudin Maulidiah Maykam, Mawaddatul Mayunita, Sry Megawati Mohammad Badrul, Mohammad Muhammad Ade Wahyudi Muhammad Ilham Bakhtiar Muhammad Ilham Bakhtiar Muhammad Ilham Bakhtiar, Muhammad Ilham Muhammad Ridwan Muhammada Mujib Ridwan Murtadha, Muhammad Rizki Nabilah Putri Aldiani Najicha, Fatma Ulfatun Naswa Natania NATA, M. NASIR Ngadiyanto Nida, Dzikrina Khoirun Niken Ayu Setifani Niki Etruly Nita Yalina Novaria, Eva Nugroho, Agus Setiyo Budi Nur, Muhammad Rizqi Nurdian, Risky Agung Nurfadillah Nurdin Nurfrizal, Risca Permasatasari Nurhamzah, Wahyu Nurhidayatullah Nurhidayatullah, Nurhidayatullah NURQOIM WALINNAIM, MUHAMMAD Nurul Hidayah Nurul Hikma Nusair, Abuyamen Permadi, Sulton Bagus Prasasti Karunia Farista Ananto Prastiyono, Hendri Puspita, Safriya Murni Putra, MZidane Andhika Putri Putri, Putri Putri, Nitami Lestari Rahayu, Indah Mustika Rahman, Krisnayana Gumelar Rahmi Raja Pande Munthe Ramadhani, Aisyah Reza Obi Mayu Rifaldi, Moch. Ramzy Riska Risky Agung Nurdian Rohman, Fadhilah Roihan Masyhuri Lubis Roliawati, Dwi Rolliawati, Dwi Romansyah Romansyah Sahabuddin Sabil Husin Salman, Amna Saparuddin Saputra, Sandy Indra Saputro, Wisnu Kurnia Ari Saraya, Sitta Sarina Septian May Paroz Siti Aisyah Sakinah. M SITTI HAJAR Solihatin Nasihah sri murtini . Suhaila, Suhaila Suprajitno Munadi SUTALHIS, M. Sutra Awaliyah Syafril Syafril Syaifullah Nur Syarifudin, Farid T. Banjar Nahor Tamama, Muna Badru Taufik, Akbar Tiara Septiani Tirta Priambadha Toto Tohir UBAIDILLAH, M SYAFIQ Utomo, Sigit Tri Wafrina, Nadiatu Wahira Wanvy Arifha Saputra wardiah, isna Wida Rahayuningtyas Widodo, Agus Purbo Widyansyah, Aldi Putra Wijaya, Mirza Mahbub Wijinindyah, Ayutha Wintio, Rafii Trimetta WIWIK SRI UTAMI Yekti Maryani Yosep Santosa Yuliana Yuliana Zuwirna, Zuwirna