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All Journal International Journal of Electrical and Computer Engineering Tekno : Jurnal Teknologi Elektro dan Kejuruan TELKOMNIKA (Telecommunication Computing Electronics and Control) Bulletin of Electrical Engineering and Informatics Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Register: Jurnal Ilmiah Teknologi Sistem Informasi Jurnal Pendidikan: Teori, Penelitian, dan Pengembangan JOIN (Jurnal Online Informatika) Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) International Journal of Artificial Intelligence Research Jurnal Pendidikan (Teori dan Praktik) PEMBELAJAR: Jurnal Ilmu Pendidikan, Keguruan, dan Pembelajaran Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan ILKOM Jurnal Ilmiah Jurnal Inovasi Hasil Pengabdian Masyarakat (JIPEMAS) Jurnal Teknologi dan Informasi PEDULI: Jurnal Imiah Pengabdian Pada Masyarakat Jurnal Informatika dan Rekayasa Elektronik INTEGRITAS : Jurnal Pengabdian Frontier Energy System and Power Engineering Community Development Journal: Jurnal Pengabdian Masyarakat Jurnal Graha Pengabdian Jurnal Pengabdian kepada Masyarakat Nusantara Bulletin of Community Engagement Journal of Engineering, Electrical and Informatics (JEEI) Prosiding Seminar Nasional Pengabdian Kepada Masyarakat JP (Jurnal Pendidikan) : Teori dan Praktik Student Scientific Creativity Journal Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia ABDI UNISAP: Jurnal Pengabdian Kepada Masyarakat Prosiding Seminar Nasional Pengabdian kepada Masyarakat (SINAPMAS) Journal Electrical and Computer Experiences
Muladi
Universitas Negeri Malang
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Journal : Bulletin of Electrical Engineering and Informatics

 1 
Plant leaf identification system using convolutional neural network Amiruzzaki Taslim; Sharifah Saon; Abd Kadir Mahamad; Muladi Muladi; Wahyu Nur Hidayat
Bulletin of Electrical Engineering and Informatics Vol 10, No 6: December 2021
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v10i6.2332

Abstract

This paper proposes a leaf identification system using convolutional neural network (CNN). This proposed system can identify five types of local Malaysia leaf which were acacia, papaya, cherry, mango and rambutan. By using CNN from deep learning, the network is trained from the database that acquired from leaf images captured by mobile phone for image classification. ResNet-50 was the architecture has been used for neural networks image classification and training the network for leaf identification. The recognition of photographs leaves requested several numbers of steps, starting with image pre-processing, feature extraction, plant identification, matching and testing, and finally extracting the results achieved in MATLAB. Testing sets of the system consists of 3 types of images which were white background, and noise added and random background images. Finally, interfaces for the leaf identification system have developed as the end software product using MATLAB app designer. As a result, the accuracy achieved for each training sets on five leaf classes are recorded above 98%, thus recognition process was successfully implemented.
Co-Authors A.N. Afandi Abd Kadir Mahamad Abdullah Iskandar Syah Abdullah Iskandar Syah Abdullah Iskandar Syah Achmad Hamdan Adim Firmansah Agung Bella Putra Utama Agusta Rakhmat Taufani Ahmad Syatir Aji Prasetya Wibawa Al Ariki, Muhammad Rozakulloh Ali, Haidar Amiruzzaki Taslim Andrew Nafalski Anik Nur Handayani Anis Nikmatul Kasanah Aripriharta - Arisatya Bharotoyakti Ashar, Muhammad ASMARITA, YULMAISI Bagus Aditama Bety Etikasari Desti Eka Sintyaningrum Deva Putri Lestari Didik Dwi Prasetya Dila Umnia Soraya Dwi Septian, Fachur Rozy Fachur Rozy Dwi Septian Faizah Nur Faridah Falah, Moh Zainul Falah, Moh. Zainul Faridah, Faizah Nur Fath Faizal Mubarok Fikha Rizky Aullia Fiqhy Isrofil Firzatullah, M. Farrel Akbar Gunawan Gunawan Gunawan Hafizd Rizky Kurniawan Hakkun Elmunsyah Handoko, Wahyu Tri Haq, Sigit Prasetyo Hari Putranto Harits Ar Rosyid Hary Suswanto Hasan Ismail Hauriza, B Hendrawan Armanto Heru Wahyu Herwanto I Made Wirawan Ifa Choirunnisa Isrofil, Fiqhy Joumil Aidil Saifuddin Kurniawan, Hafizd Rizky Laila, Nanik Nor Laili, Mery Nur Larasati, Jade Rosida Lutfi Budi Ilmawan, Lutfi Budi M. Alfian Mizar M. Rodzi Faiz M. Zainal Arifin Mazarina Devi Mochammad Rizal Ramadhan Moh Alif Hidayat Sofyan Moh Zainul Falah Moh. Zainul Falah Moh. Zainul Falah Mohamad Rodhi Faiz Mokh Sholihul Hadi Mokh. Solikhul Hadia Muhammad Aziz Muis Muhtadi Nafalski, Andrew Nandang Mufti Nanik Nor Laila Norma Mustika, Soraya Nur Aliyah Rohma Nur Hidayat, Wahyu Putra Utama, Agung Bella R. Mahmud Sugandi Ramadhan, Moch. Rizal Risky Febrianto Rosyidin, Zulkham Umar Samsul Hidayat Samsul Hidayat Saparullah Saparullah Satriani, Cahya Tifandi Setiadi Cahyono Putro Shahrul, Azzhan Sharifah Saon Siti Sendari Soraya Norma Mustika Sujito Sujito Suryani, Ani Wilujeng Syaad Patmanthara Syah, Abdullah Iskandar Syarif Suhartadi Tomi Listiawan Triyana Widiyaningtyas Umi Kholifah Utomo Pujianto Wahyu Tri Handoko Wibowo, Kusmayanto Hadi Wirawan, I M Wiri Wirastuti Yoto Yoto Yuni Rahmawati