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All Journal Dinamik JURNAL ILMIAH MANAJEMEN & BISNIS Arabia: Jurnal Pendidikan Bahasa Arab Jurnal Transformatika JAIS (Journal of Applied Intelligent System) ANDHARUPA JDE (Journal of Developing Economies) Journal of Information System Jurnal Informatika Upgris JADECS (Journal of Art, Design, Art Education and Culture Studies) Sinkron : Jurnal dan Penelitian Teknik Informatika Jurnal Sumberdaya Akuatik Indopasifik Omni-Akuatika JURNAL MANAJEMEN MOTIVASI Maqasid: Jurnal Studi Hukum Islam EDUKATIF : JURNAL ILMU PENDIDIKAN JSI (Jurnal sistem Informasi) Universitas Suryadarma Demandia : Jurnal Desain Komunikasi Visual, Manajemen Desain, dan Periklanan Jurnal LEX SPECIALIS Jurnal Humaniora : Jurnal Ilmu Sosial, Ekonomi dan Hukum Jurnal SITECH : Sistem Informasi dan Teknologi Jurnal Review Pendidikan dan Pengajaran (JRPP) ADHKI: Journal of Islamic Family Law Jurnal Abdi Insani International Journal of Business Economics (IJBE) Asatiza: Jurnal Pendidikan Abdimasku : Jurnal Pengabdian Masyarakat Ihsan: Jurnal Pengabdian Masyarakat Jurnal Pengabdian, Pendidikan dan Teknologi Soeropati: Journal of Community Service SKANIKA: Sistem Komputer dan Teknik Informatika Agroswagati : Jurnal Agronomi Jurnal Manajemen Bisnis dan Keuangan International Journal of Business, Law, and Education Journal of Soft Computing Exploration Jurnal Hukum Malahayati Proceeding International Seminar of Islamic Studies Journal of Integrated Elementary Education CENDEKIA: Jurnal Ilmiah Pendidikan Labatila: Jurnal Ilmu Ekonomi Islam Prosiding Seminar Nasional Universitas Serambi Mekkah VIVA THEMIS- Jurnal Ilmu Hukum dan Humaniora JUSTICIA SAINS: Jurnal Ilmu Hukum Analisa: Journal of Social Science and Religion IQTISHOD: Jurnal Pemikiran dan Hukum Ekonomi Syariah Jurnal MAIYAH Indonesian Journal of Religion, Spirituality, and Humanity Jurnal Informatika Polinema (JIP) Journal of Islamic Studies International Journal of Law and Society Seminar Nasional Riset dan Teknologi (SEMNAS RISTEK) Ecobankers : Journal of Economy and Banking Ta'allum: Jurnal Pendidikan Islam Al-Irfan: Journal Of Arabic Literature and Islamic Studies Journal of Artha Biological Engineering Artha Imperium: Jurnal Pengabdian Kepada Masyarakat
Muslih Muslih
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Journal : Journal of Soft Computing Exploration

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An optimum hyperparameters of restnet-50 for orchid classification based on convolutional neural network Alvian Ideastari, Nukat; Atika Sari, Christy; Faisal, Edi; Arifin, Zaenal; Danang Krismawan, Andi; Muslih, Muslih
Journal of Soft Computing Exploration Vol. 5 No. 1 (2024): March 2024
Publisher : SHM Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/joscex.v5i1.297

Abstract

There are many types of orchids in Indonesia, such as Phalaenopsis Amabilis (Moon Orchid), Cattleya, etc. Because the shape and color of each orchid flower looks the same, a system is needed that can classify orchid flowers. In this research, we will use a system using a Convolutional Neural Network with ResNet50 architecture to classify orchid species. There are 4 types of orchids that will be used, namely Moon Orchids, xDoritaenopsis Orchids, Cattleya Orchids, and Coelogyne Pandurata Orchids (1000 datasets for each type). The aim of this research is to implement deep learning using the Convolutional Neural Network method combined with the ResNet50 architecture and identifying the types of orchid flowers and calculating accuracy when identifying orchid flower types. This research uses 4000 orchid image datasets, with a data split of 80:20 so that 800 images are used as training data and 200 as test data. ResNet50 uses a confusion matrix evaluation, namely Accuracy, Precision, Recall, Specificity and F1-score with epochs 10, 20, 30, 40. From the research that has been carried out, it produces the highest accuracy on Test Data with the 30th epoch, reaching 98.87%. and the lowest accuracy on Test Data with the 10th epochs which produces an accuracy of 97.75%.
Co-Authors Abdullah Firdaus Abdullah, Rizal Rahman Abdussalam Abdussalam Abi Senoprabowo Abu Hapsin Adinda Kurnia Putri Aditia Arief Firmanto Afida Nadzirotul Ummah Aghnia Meilana Putri Agus Winarno, Agus Ahmad Sudirman Abbas Ahmad, Nur Cholis Ahyar Ahyar Ajib Susanto Akbar Habib, Akbar Akbarizan Akbarizan Akel Fernando Akhmad Sobarna Akmal Abdul Munir ALI MUQODDAS Alvian Ideastari, Nukat Alzami, Farrikh Anas Anas, Anas Andi Marwan Andi Setiawan Angga Erlando Ani Haryati Arief Soeleman, M Arif Mahdiana, Arif Asih Rohmani, Asih Atika Amelia Putri Aulya, Aisyah Safna Aziza, Azmirda Fatma Azoya, Azoya Budi, Setyo Cahyo, Tri Nur Candra Irawan Charisma, Muhammad Ryan Christy Atika Sari Danang Krismawan, Andi Darmawan, Andre Dedi Supriadi Dewi Nugrayani Dwi Puji Prabowo Dwi Puji Prabowo, Dwi Puji Dyahruri Sanjayasari Edi Faisal Edi Sugiarto Edi Sugiarto Efendi, Nurlis Ekasanti, Anandita Eko Hari Rachmawanto Elkaf Rahmawan Pramudya Emyliana Listiowati Emyliana Listiowati, Emyliana Endang Hilmi Fahmi Amiq Fahrudin Fahrudin Faqih, Achmad Faridi Faridi Fauziah, Arum Fikri Budiman Fikri Budiman Fikrian Syauqi Santoso Fikriyya, Nabela Fitriadi, Ren Gultom, Noris Hamdun, Kamal Hamidah, Amirotun Haqq, Muhammad Valiyyul Hastuti, Dewi Wisudyanti Budi Hawari , Abidzar Hermanto Hermanto Hisbullah Huda Ibrahim, Mohd Hairy Ifan Rizqa Imawan, Iswanda Irwan Hidayatullah, Irwan Jaenudin , Amran Jera, Almi Jufrizen Junaidi, Teuku Junilia, Elsy Kasprijo, Kasprijo Khairil Anwar Khamadi Khamadi Khamadi Kiky Mentari Kinanty, Septyana Retno Krismansyah, Krismanyah Krismawan, Andi Danang Kurnia, Adinda L. Budi Handoko Lalang Erawan Lesmana, Muhammad Taufik Lilik Kartika Sari Lilik Kartika Sari, Lilik Kartika Luthfan, M. Aqil Mardliyah, Muna Karimatal Martinouva, Rissa Afni Maya Sari Megantara, Rama Aria Milla Ahmadia Apologia Mirasari, Titi Muchamad Ishak Muhamad Baedowi Muhammad Irfan Nasution Muhammad Kadafi Muliawan, Chandra Muthohharoh, Niswatun Nabela Fikriyya Nafsha Atika Putri Nisa', Khoirotin Noor Hasyim Norman Arie Prayogo, Norman Arie Novebri, Rizky Astri Novi Hendriyanto, Novi Nugrayani, Dewi Nuning Vita Hidayati Nurhindarto, Aris Nurul Islamiyah PBL, Ashiva Jingga Perdana, Andre Pebrian Pernando, Akel Prawoto, Imam Putra, Rifky Raihady Danu Putri, Ananda Mutiara Putri, Atika Amelia Putri, Desta Fatma Putri, Nafsha Atika Qudsiyah, Nadhifatul Radiman Radiman Rafidah, Farah Raharja, Ferry Cahya Rahman Rahman Rahmawan P, Elkaf Raihan, Muhamad Ratnasari, Iis Rico Rian Alvian Rifqi, Arina Fadlilatar Rini Anggraeni Rismansa, Alya Tsabitah Riviani Riviani, Riviani Rizqy, Aditya Rochmawati, Lulur Romelah Romelah S.A.P., Rangga Sa’adillah Sanjaya, Riko Rahmadany Santoso, Fikrian Syauqi Saragih, Ivan Alghifari Sari, Fitra Amalia Sejati, Priska Trisna Septiyaningsih, Rina Sesilia Rani Samudra Shofiyuddin, Ahmad Siraj, Taufik soedibya, petrus Soedibya, Petrus Hary Tjahja Sri Marnani Suharnawi Suharnawi Sunarya, Fitri Rachmiati Supriyono Asfawi Surbakti, Dona Doni Syakuri, Hamdan Tohir Tohir, Tohir Tri Nur Cahyo Ulumuddin, Dimas Irawan Ihya' Ummah, Afida Nadzirotul Wibowo, Mahbub Fuad Widayanto, Imanuel Eka Widyatmoko Karis Wiyarsih, Nani Wulansari, Novia Wahyu Yahya, Reza Yasrin Musthafa Bachri Yogi Atma Satria Yundari, Yundari Zaenal Arifin Zam Ani, Ahmad Faisal