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Journal : Indonesian Journal of Electrical Engineering and Computer Science

Quadratic Support Vector Machine For The Bomba Traditional Textile Motif Classification Nuraedah Nuraedah; Muhammad Bakri; Anita Ahmad Kasim
Indonesian Journal of Electrical Engineering and Computer Science Vol 11, No 3: September 2018
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijeecs.v11.i3.pp1004-1014

Abstract

The Bomba textile is one of the textile fabrics in Indonesia used in a province called Sulawesi Tengah. Bomba Textile has a unique pattern and has a philosophical meaning in human life in Sulawesi Tengah. Bomba Textile has many motif patterns and varied colors. The problem in this research is the difficulty in classifying every The Bomba textile motif in each class. Data classification is needed to recognize the motif of each Bomba textile pattern and to cluster it into the appropriate class. The features used to classify the Bomba textile motif is the textural feature. Texture features obtained from Gray-Level Co-occurrence matrices (GLCM) method consisting of energy, contrast, homogeneity and correlation with four angles 0°, 45°, 90°, and 135°. This research will implement Quadratic Vector Machine (QSVM) method with texture feature on Bomba textile pattern. The use of a single texture feature with angles 90° has an accuracy of 90.3%. The incorporation of texture features by involving all features at all angles can improve the accuracy of the classification model. This research produces a model of motif classification on the Bomba textile which has the classification accuracy of 94.6% and error rate of 5.4%.
Co-Authors A.A. Ketut Agung Cahyawan W Abdul Hamid Al-Amin Alipa, Delviana Anita Ahmad Kasim Anjurdin, Anjurdin Ardiansyah, Fahrul Arifuddin Abd. Muis Azikna Azikna Carles Kapile Erwin Erwin Eveline Rumoroy Bonifasius Saneba Charles Kapile Evi Puji Rahayu Fachry Abda El Rahman Fajar Nugroho Fikri Hermawan Yudianto Firmansyah , Arif Gasseng, Santi Gazali Lembah Haliadi Haliadi Haliadi Hasan Hasan Haslita Rahmawati Hasan Hikma Hikma, Hikma Hikmah Labone Idrus Idrus Idrus Indradewa, Rhian Iskandar Ahmad Iskandar Iskandar Iskandar Iskandar Jamaludin . Junarti Junarti Junarti Junarti Junarti Junarti Juraid Abdul Latief Kapile, Natalia Veronica Khaeruddin Khaeruddin Luande, Hadmin Lukman Lukman Lukman Nadjamuddin M. A. Martawijaya Maemonah, Maemonah Mahfud Mahfud Minarni Nongtji Mirawati, Ni Wayan Misnah Misnah Moh Rahmat Fauzi Hamka Mohammad Fadel Mubarak Mubarak Muhammad Bakri Mutawakkil Mutawakkil Mutriani Nesika, Varischa Anugra Nongtji, Minarni Nur Fadilah Nurafifa, Nurafifa Nurdarmayanti, Ni Ketut Nurjanna Nurvita Nurvita Nurvita Nurvita Prasetyawati, Priyatna Priyatna Prasetyawati Priyatna Prasetyawati Ramadani, Anindiya Ratni, Ratni Rezki, Hikmah Setia Riady Ibnu Khaldun Rosmawati Rosmawati RR. Ella Evrita Hestiandari S.Pd., M.Pd, Nurvita Salha, Salha Sampe, Revina Sri Wahyuni Sudirman Nurdin Sukma, Sukma Sunarto Amus Supu, Asmawati Sutriani Suwarni Suwarni Suyuti Suyuti Ulinsa, Ulinsa Wahyudin S. Amin Wilman Darsono Lumangino Wilman Wilman Wilman Wilman Windayanti Windayanti, Windayanti Wiwin Wiwin Yolanda Yolanda, Yolanda Yunidar Zulnuraini