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All Journal Jurnal Ilmiah Kursor International Journal of Advances in Intelligent Informatics CESS (Journal of Computer Engineering, System and Science) Paradigma Jurnal Teknik Informatika UNIKA Santo Thomas JATI (Jurnal Mahasiswa Teknik Informatika) Abdimas Galuh: Jurnal Pengabdian Kepada Masyarakat BERNAS: Jurnal Pengabdian Kepada Masyarakat Patria : Jurnal Pengabdian Kepada Masyarakat Jurnal Pengabdian kepada Masyarakat Nusantara Journal of Applied Data Sciences International Journal of Community Service Jurnal Abdimas Bina Bangsa Jurnal Media Informatika Jurnal Penelitian Inovatif Jurnal Sistem Informasi, Teknik Informatika dan Teknologi Pendidikan (JUSTIKPEN) Jurnal Teknik Informatika Unika Santo Thomas (JTIUST) Jurnal Pengabdian Pada Masyarakat Indonesia (JPPMI) Konstelasi: Konvergensi Teknologi dan Sistem Informasi Archive: Jurnal Pengabdian Kepada Masyarakat Safari : Jurnal Pengabdian Masyarakat Indonesia Jurnal Informatika Polinema (JIP) Jurnal Pengabdian Sosial Increate
Yovinia Carmeneja Hoar Siki
Ilmu Komputer, Fakultas Teknik, Universitas Katolik Widya Mandira, Indonesia
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Neuroscience Nursing Public Health Social Sciences Veterinary Other

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Journal : Jurnal Ilmiah Kursor

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OPTIMIZING LANTANA CLASSIFICATION: HIGH-ACCURACY MODEL UTILIZING FEATURE EXTRACTION Sooai, Adri Gabriel; Mau, Sisilia Daeng Bakka; Siki, Yovinia Carmeneja Hoar; Manehat, Donatus Joseph; Sianturi, Shine Crossifixio; Mondolang, Alicia Herlin
Jurnal Ilmiah Kursor Vol. 12 No. 2 (2023)
Publisher : Universitas Trunojoyo Madura

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21107/kursor.v12i2.347

Abstract

As an invasive and poisonous plant, Lantana has become a pest in the agricultural world. Still, on the other hand, it becomes an ornamental plant with different positive potentials. Lantana flower datasets are not yet widely available for open image classification research, given that the research needs are still broad in remote sensing. This study aims to provide a model with classifier accuracy that outperforms similar studies and Lantana datasets for classification needs using several algorithms that can be run on small source computers. This study used five types of lantana colors, red, white, yellow, purple, and orange, as the primary dataset, which had 411 instances. VGG16 assisted feature extraction in preparing datasets for the data training using three classifiers: decision tree, AdaBoost, and k-NN. 2-fold cross-validation, 5-fold cross-validation, and a self-organizing map are used to help validate each process. The experiment to measure the classifier's performance resulted in a good figure of 99.8% accuracy for 2-fold cross-validation, 100% for 5-fold cross-validation, and a primary dataset of lantana interest that can be accessed freely on the IEEE Data port. This study outperformed other related studies in terms of classifier accuracy.
Co-Authors Adri Gabriel Sooai Alfredo Abnit, Godefridus Alfry Aristo Jansen Sinlae Amfotis, David Andrianus Nani, Paskalis Angela Yunita Muti Anselmus Epi Jemagung Apelaby, Justinus Julio Krisna Bala, Yustinus Jubiliano Ebang Balla, Philipus Pratama Putra Bana, Mariana Sonya Anjela Sanam Bano, Maria Bano, Mariana Bees, Azarya Bei, Intan Sulistik Benyamin Lily, Budy Bere, Maria Vianey Mega Bria, Yunita Mildayani Putri Bruno C.N. Sutal, Anjelique Ceriana Kuanaben Clara, Emerensiana Aprilia Daeng Bakka Mau, Sisilia David Amfotis Donatus Joseph Manehat dos Santos, Apolinario Emanuel Jando Emerensiana Ngaga Emerensiana Ngaga Emerensiana Ngaga Emiliana Metan Meolbatak Eviana Nahak Ferdy Chanel D.rc Lay Frengky Tedy Frengky Tedy Gasperz, Elga Adeputra Hendrika Buik En Hokon, Sesilia Hingi Novita Sari Ignatius Pricher Agung Nirwanto Samane Imanuel Irvantus Nahak Joan Pierre Taolin Jose R . D. R X. Da Luz Joseph Manehat, Donatus Klotilda Olin Lalo, Aprilianus Kristianus Laurentino Da Costa Nunes Lediana Theresia Opat Maria Astiyani Nahak Maria J. Insantuan Maria Krisanti Ivoni Milo Maria Sinriana Maria Vianey Mega Bere Maximilianus Benge Meolbatak, Emiliana Metan Metkono, Beatrix Selia Mondolang, Alicia Herlin Naifio, Raynaldi Bouk Naikofi, Mauritius Ildo Rivendi Nani, Paskalis Adrianus Natalia Magdalena Rafu Mamulak Nikola Tolentini Nisa Aulia Pangu Loda, Januarya Paskalis Andrianus Nani Patrisius Batarius Pattiraja, Agustinus Harryanto Pattyraja, Agustinus Haryanto Paulina Aliandu Prasasto, Andrianus Robertus Dole Guntur Roselina Nanur Sabon Doni, Rikardus Sianturi, Shine Crossifixio Sisilia Daeng Bakka Mau Sisilia Daeng Bakka Mau Sisilia Daeng Bakka Mau Soares, Jaime da Costa Lobo Talo, Martinus Coreia Tokan, Thomas Boris Asalodan Tualaka, Nugrah Salmo William S. Na Yansen Nurak, Eugenius Yohan Yefta Novemphi Nahak Yohanes LIm, Irvan Yohanes Mada Masa Yulianti Paula Bria