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Eko Sediyono
Universitas Kristen Satya Wacana
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Journal : Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI)

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Object Classification Model Using Ensemble Learning with Gray-Level Co-Occurrence Matrix and Histogram Extraction Florentina Tatrin Kurniati; Daniel HF Manongga; Eko Sediyono; Sri Yulianto Joko Prasetyo; Roy Rudolf Huizen
Jurnal Ilmiah Teknik Elektro Komputer dan Informatika Vol 9, No 3 (2023): September
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26555/jiteki.v9i3.26683

Abstract

In the field of object classification, identification based on object variations is a challenge in itself. Variations include shape, size, color, and texture, these can cause problems in recognizing and distinguishing objects accurately. The purpose of this research is to develop a classification method so that objects can be accurately identified. The proposed classification model uses Voting and Combined Classifier, with Random Forest, K-NN, Decision Tree, SVM, and Naive Bayes classification methods. The test results show that the voting method and Combined Classifier obtain quite good results with each of them, ensemble voting with an accuracy value of 92.4%, 78.6% precision, 95.2% recall, and 86.1% F1-score. While the combined classifier with an accuracy value of 99.3%, a precision of 97.6%, a recall of 100%, and a 98.8% F1-score. Based on the test results, it can be concluded that the use of the Combined Classifier and voting methods is proven to increase the accuracy value. The contribution of this research increases the effectiveness of the Ensemble Learning method, especially the voting ensemble method and the Combined Classifier in increasing the accuracy of object classification in image processing.
Co-Authors Ade Iriani Adenia Kusuma Dayanthi Adhe Ronny Julians Adi Setiawan Adi Setiawan Adian Fatchurrohim Adila Safitri Agus Priyadi Agus Subhan Akbar, Agus Subhan Agustinus Raharjo Ahmad Nuzulia Rahman Aldian Umbu Tamu Ama Anak Agung Gede Sugianthara Anastasia Kezia Beatrix Mayestika Andi Kristanto Andry Ananda Putra Tanggu Mara Andry Tanggu Mara Angela Atik Setiyanti Anna Simatauw Anthony Anthony Anwar S Ardjo Anwar S. Ardjo Arief Andriono Ariel Kristianto Aris Puji Widodo Aris Puji Widodo Aris Puji Widodo Aris Puji Widodo Aris Puji Widodo Aris Puji Widodo Aris Puji Widodo Arnoldus Janssen Dahur Atik Mawarni Aulia Oktaviana Avin Wimar Budyastomo Awan Pijar Andika Awanda Ardaneswari Batawi, Rymond N. Bayu Surarso Brian Laurensz Brilliananta Radix Dewana Cahya Tri Purnami Candra Gudiato Catur Edi Widodo Catur Edi Widodo Chrisanty Mariana Rorimpandey Christanto, Henoch Juli Christian Cahyaningtyas Christian Lilik HS Nivak Damayanti, Elok Daniel HF Manongga Daniel Riano Kaparang Danny Sebastian David Setia Darmawan Defitroh Chen Sami'un Dharmaputra Palekahelu Dian Puspitadewi Kristyaningtyas Dinda Ayu Aprilia Dio Febrilian Tanjung Doni Wiryadinata Dwi Adityas Rarasati Dwi Mustika Kusumawardani, Dwi Mustika Dwi Setiawan Eben Panja Edna Maria Edna Maria, Edna Eko Nur Hermansyah Esti Zakia Darojat Farid Farid Agushybana Febri Ramanda Feibe Lawalata Ferdian Aditya Pratama Ferdian Aditya Pratama Fian Yulio Santoso Fian Yulio Santoso Fikri Faidul Jihad Fikri Faidul Jihad Firdaus Dwi Prasetyo Florentina Tatrin Kurniati Gatot Sasongko Gilang Muhamad Noer Gracia Theofani Gregorius Anung Hanindito Haidar Shiddiqramzy Haikal Faqih Haikal Haikal Haikal Nur Rachmanrachim Achaqie Hanif Prasetyo bhakti Adi Nugroho Hanung Adi Nugroho Hany Makaruku, Yulian haryo kusumo Hendry Hendry Hendry Hendry Hendry Hendry Hertanto Mulianto Hindriyanto Dwi Purnomo Ilham Akbar Sodik Illyin Almeito Imaniar Sevtiyani Irwan Sembiring Iwan Setyawan Januar Agung Wicaksono Jemaictry Tamaela Johan Tambotoh Julce Adiana Sidette, Julce Adiana Jutono Gondohanindijo Juwita Artanti Kusumaningtyas Kartika Imam Santoso Kevin Mikhail Tulenan Kiswanto Kiswanto Kristoko Dwi Hartomo Kuncoro, Wreda Agung Laksamana Rajendra Haidar Latupeirissa, Ariyanto Lawang, Robert M.Z. Leo Candra Gunawan Wicaksono Leonardo Refialy, Leonardo Lili Rusdiana, Lili M., Maria Magdalena Maipauw, Musa Marsel Maria Magdalena Martini Martini Martza Merry Swastikasari MARWATA, MARWATA Matheus Supriyanto Rumetna Melissa Modok Merrryana Lestari Michael Elyas Ernawan Moh. Hasyimi Muh Fitra Nur Asri Muhammad Ikhsan Muhammad Nur Hendra Alvianto Muhammad Sholikin N.A. Miftahul Huda Nabiel Putra Adam Nikson Theys Muay Ni’mah Akbar Habibie Nofiyati Nofiyati, Nofiyati Novita Dewi Susanti Nurjazuli Nurjazuli Nurjazuli Nuzhah Al Waaidhoh Oky Dwi Nurhayati Onesimus Joumaran Usior P Purwanto P, Sri Yulianto Joko Ponco Yuniarto Pranoto, Antonius Oko priyadi priyadi Pusaka, Semerdanta Putri Gloria Rahmatika, Yuni Renee Yosua Hetharie Reni Murnita Retno Setya Anggraeni Richi Eka Yanti Rohmad Abidin Romadhon, Zainur Romauli Basaria Romy Aziz Risaldi Roy Rudolf Huizen Ryo Pambudi Satriyo Satriyo Sekarlangit Sekarlangit Septovan Dwi Suputra Saian Slamet Widodo Solly Aryza Soni Adiyono Sri Achadi Nugraheni Sri Yulianto Sri Yulianto Joko Prasetyo Sri Yulianto Joko Prasetyo Stephen Aprius Sutresno, Stephen Aprius Suci Larasati Suhartono Suhartono Suharyadi Talakua, Prisilia Tamaela, Jemaictry Teguh Wahyono Theo Pradikta Tirsa Ninia Lina Trisna Wonda Tulenan, Kevin Mikhail Viera Juniver Thenu Vina Chovan Epifania Yakobus Kevin Dean Prasetyo Yayi Suryo Prabandari Yerik Afrianto Singgalen Yessica Nataliani Yonathan Saputra Yuliarman Saragih Zati Hulwani