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Nur Hidayat, Wahyu
Universitas Negeri Malang
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Journal : Bulletin of Electrical Engineering and Informatics

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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 Abd Kadir Mahamad Achmad Hamdan Achmad Miftachul 'Ilmi Achmad Miftahul Ilmi Achmad Syahrudin Fakhri Admaja Dwi Herlambang, Admaja Dwi Ahmad Hamdan AIDIN, LUTHFI Akbar, Asna Isyarotul Amiruzzaki Taslim Anabelie V Valdez Anabelie V. Valdez Andrian Rachmat Arie Muazib Arsyillah, Nazhiroh Tahta Asfani, Khoirudin Asih Setiani Ayu, Pitaloka Dharma Ayuningtyas, Sindy Tri Azhar Ahmad Smaragdina Bagus Aditama Bramastya, Rista Cakir, Gulsun Kurubacak Didik Dwi Prasetya Dila Umnia Soraya Dwi Ardiana Setyawardhani Eddy Sutadji Edi Purwanta Eka Handriani Eka Mistakim Ellvina Pramitadewi Wahyunigtyas Fauziyatur Rohmah Febrianto Alqodri Febriyanti, Krismon Nuvi Firdaus, Azmi Fachriza Firmansyah, Muhammad Ferdian Fitra Riaji, Dhanang Fuad Indra Kusuma Hakkun Elmunsyah Hary Suswanto Hermanto, Yon Ade Lose Hutomo, Wahyu Rinto Ilfi Atavia Ilmam, Thirafi Ilmi, Achmad Miftahul Indah Nurhidayati Indraswari, Martha Devi Irfan Dwi Sabana Jaka Pandita Wahyu Joumil Aidil Saifuddin Junaidi Syarif Kania Sawitri Kartika Candra Kirana Kartikasari, Chrismon Dwi Indah Krisma Anuarin Hidayat Kurniawan, Rivan Adi Kusumawati, Frenti Indra Langlang Gumilar M. Alfian Mizar Mahfud Jiono Mas Nurul Achmadiah Mas’udah, Ajeng Ramadhani Lailul Mochammad Rizal Ramadhan Mohammad Luqman Muhammad Afnan Habibi Muhammad Aqshal Muhammad Aris Ichwanto Muhammad Basri Muhammad Daffa' Al Haque Muhammad Rizal Andriansyah Muis Muhtadi Muladi Muslihati Naurah Septi Anggraini Naurah Septi Anggraini Nidhom, Ahmad Mursyidun Nuaf Praditya Nur Asma Azizah NUR KHOLIFAH Nur Mega Aris Saputra Nur Sofiana, Mahera Nurul Hidayati Patmanthara, Patmanthara Phassha, Syakhdan Khemal Prasetyo, Wiji Dwi Pratama, Paskalis Edvin Aldo Krisrama Priambodo, Aln Pujo Prihandicha, Adiftya Bayu PUDJIJUNIARTO Putra, Sultan Maulana Ragil Rachmawati Rachmawati Raffi Taufik Gushardana Rahajeng Kartika Sari Resti Pranata Putri Ria Febrianti Riaji, Dhanang Fitra Rina Rifqie Mariana Rokhimatul Wakhidah Rustam Ibrahim RUSTAMAJI RUSTAMAJI Sari, Rahajeng Kartika Setiadi Cahyono Putro Sharifah Saon Shofiyah Al Idrus Sias, Quota Alief Slamet Wibawanto Suparman Arif SUPRAPTO Syaad Patmanthara Titi Mutiara Kiranawati Tri Atmadji Sutikno Tuwoso Utomo Pujianto Valdez, Anabelie V. Wahyuningtyas, Ellvina Pramitadewi Wardani, Yurike Warsono Warsono Widad, Sofwul Widiyanti Widiyanti, Widiyanti Yuliati Holifah Yunita Merlin Tamara Yusuf Sobri, Ahmad