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All Journal International Journal of Electrical and Computer Engineering IAES International Journal of Artificial Intelligence (IJ-AI) Bulletin of Electrical Engineering and Informatics Jurnal Informatika Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Journal of ICT Research and Applications JUITA : Jurnal Informatika MUSTEK ANIM HA Scientific Journal of Informatics Informatika Mulawarman Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) SISFOTENIKA Wikrama Parahita : Jurnal Pengabdian Masyarakat JURNAL REKAYASA TEKNOLOGI INFORMASI SINTECH (Science and Information Technology) Journal MIND (Multimedia Artificial Intelligent Networking Database) Journal KOMPUTIKA - Jurnal Sistem Komputer Building of Informatics, Technology and Science JISKa (Jurnal Informatika Sunan Kalijaga) Jurnal Teknik Informatika (JUTIF) Jurnal SAINTIKOM (Jurnal Sains Manajemen Informatika dan Komputer) JUSTIN (Jurnal Sistem dan Teknologi Informasi) PROSISKO : Jurnal Pengembangan Riset dan observasi Rekayasa Sistem Komputer Jurnal Pengabdian Masyarakat Intimas (Jurnal INTIMAS): Inovasi Teknologi Informasi Dan Komputer Untuk Masyarakat Jurnal INFOTEL Inovasi Teknologi Masyarakat Jurnal Pengabdian Siliwangi
Anindita Septiarini, Anindita
Mulawarman University
Agriculture, Biological Sciences & Forestry Humanities Computer Science & IT Control & Systems Engineering Economics, Econometrics & Finance Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Library & Information Science Mechanical Engineering Social Sciences Other

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Journal : Jurnal INFOTEL

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The combination of color-texture features and machine learning for detecting Dayak beads Anindita Septiarini; Hamdani Hamdani; Edy Winarno
JURNAL INFOTEL Vol 15 No 1 (2023): February 2023
Publisher : LPPM INSTITUT TEKNOLOGI TELKOM PURWOKERTO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20895/infotel.v15i1.856

Abstract

Dayak is one of the tribes in East Kalimantan, Indonesia, which has a lot of cultural wealth. Beads craft is one of the Dayak traditional cultures made using various materials with distinctive motifs. The Dayak beads have many different motifs and color combinations. Hence not everyone can distinguish between the bead motif of Dayak and non-Dayak easily. This study aims to develop a bead detection method to differentiate between the bead types of Dayak and non-Dayak. The main processes required include preprocessing, feature extraction, and classification. The features were extracted based on color and texture. Experiments were carried out using several machine learning approaches. The highest results were achieved using the combination of color and texture features with the implementation of K-Nearest Neighbor (KNN) methods as indicated by the parameters precision, recall, and accuracy achieved of 92%, 92%, and 92.2% using Cross-Validation with a K-Fold value of 10.
Co-Authors Abdul Razak Aliudin Agus Qomaruddin Munir Agustina Dwi Maharani AHMAD ANSYORI Ahmad Luthfi Hanif Akhmad Masyudi Alfrina Mewengkang Aliya Irfan Andri Syafrianto Annisa Putri Novalianti Anton Prafanto Aulia Rahman Awang Harsa Kridalaksana Awang Zheri Rhesvianur Ayu Lestari Gunawan Bramantyo Ardi Harimurti Wibisono Briyan Efflin Syahputra Budi Rahmani Budiman, Edy Cakra Dewandaru Chintia Liu Wintin Christy Maulidiah Daffa Putra Mahardika Daviana Dwitasari Enka Fornia Didit Suprihanto, Didit Dinda Nur Afifah Dwi Nika Sakti Dwi Prasetio Dyna Marisa Khairina Edy Winarno Enny Itje Sela Evi Wildana Fairil Anwar Fandi Alief Al Akbar Fathia Nuq Qamarina Fayza Virdana Addiza Gempar Panggih Dwi Gidion Lempas Hairah, Ummul Hamdani Hamdani Hamdani Hamdani Hamdani Hamdani Hamdani Hamdani Hamdani Hamdani Hamdani Hamdani Hatta, Heliza Rahmania Haviluddin Haviluddin Heliza Hatta Henderi . Heni Sulastri Heru Ismanto Ibnu Amri Thaher Indah Fitri Astuti Indah Wulan Lestari Kiki Purwanti M. Rizky Nilzamyahya Masna Wati Moh Ikhwan Wahyudi Muhamad Azhari Muhammad Andas Lesmana Muhammad Irvan Hakim Muhammad Sofian Sauri Mu’nisah Assisi Natalie Fuad Nathaniela Aptanta Parama Novianti Puspitasari Nur Madia Olivia Octavia Patricia Chandra Pebianoor Pebianoor Pranata Eka Pramudya Puspitasari, Novianti Rafi Ichsanul Iqbal Reski Harisma Dewi Barkah Risky Kurniawan Riswandi Syam Rizqi Saputra Rondongalo Rismawati Rosmasari Rosmasari Satria Bagus Eka Chandra Saucha Diwandari Sherina Laraswati Sihombing, Yobel Fernanda Siti Retno Wulandari Sugandi Sugandi Sumaini Sumaini Supriyono Supriyono Taruk, Medi Tejawati, Andi Wati, Masna Widians, Joan Angelina Yanuar Satria Gotama Zahra Salsabila Zainal Arifin