Classification of Pandavas Figure in Shadow Puppet Images using Convolutional Neural Networks
Indonesia is a nation with various ethnicities and rich cultural backgrounds that span from Sabang to Merauke. One of the cultural products of Indonesian society is shadow puppet. Shadow puppet has been internationally renowned as a masterpiece of cultural art and recognized by UNESCO. The developme...
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| Format: | UMS Journal (OJS) |
| Language: | eng |
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Department of Informatics, Universitas Muhammadiyah Surakarta, Indonesia
2021
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| Online Access: | https://journals.ums.ac.id/index.php/khif/article/view/12484 |
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| author | Supriyanti, Wiwit Anggoro, Dimas Aryo |
| author_facet | Supriyanti, Wiwit Anggoro, Dimas Aryo |
| author_sort | Supriyanti, Wiwit |
| collection | OJS |
| description | Indonesia is a nation with various ethnicities and rich cultural backgrounds that span from Sabang to Merauke. One of the cultural products of Indonesian society is shadow puppet. Shadow puppet has been internationally renowned as a masterpiece of cultural art and recognized by UNESCO. The development of Indonesian society is very dependent on technological sophistication and it may shift the existing traditional culture out from the memory of the nation. Practices of modern life and the busy activities of the people exacerbate the condition and may make the society to ignore traditional culture. This study seeks to preserve traditional Indonesian culture by making shadow puppets as the object of classification. We use a deep learning algorithm called convolutional neural network (CNN) to classify 430 puppet images into 4 classes. The proportion of training, validation and test data is 70 by 20 by 10. The experiments show that the most efficient model is obtained with 3 convolution layer. It reaches an accuracy rate of 0.93 and a drop out rate of 0.2 |
| format | UMS Journal (OJS) |
| id | oai:ojs2.journals.ums.ac.id:article-12484 |
| institution | Universitas Muhammadiyah Surakarta |
| language | eng |
| publishDate | 2021 |
| publisher | Department of Informatics, Universitas Muhammadiyah Surakarta, Indonesia |
| record_format | ojs |
| spelling | oai:ojs2.journals.ums.ac.id:article-12484 Classification of Pandavas Figure in Shadow Puppet Images using Convolutional Neural Networks Supriyanti, Wiwit Anggoro, Dimas Aryo shadow puppet; pandavas; image classification; deep learning; convolutional neural network Indonesia is a nation with various ethnicities and rich cultural backgrounds that span from Sabang to Merauke. One of the cultural products of Indonesian society is shadow puppet. Shadow puppet has been internationally renowned as a masterpiece of cultural art and recognized by UNESCO. The development of Indonesian society is very dependent on technological sophistication and it may shift the existing traditional culture out from the memory of the nation. Practices of modern life and the busy activities of the people exacerbate the condition and may make the society to ignore traditional culture. This study seeks to preserve traditional Indonesian culture by making shadow puppets as the object of classification. We use a deep learning algorithm called convolutional neural network (CNN) to classify 430 puppet images into 4 classes. The proportion of training, validation and test data is 70 by 20 by 10. The experiments show that the most efficient model is obtained with 3 convolution layer. It reaches an accuracy rate of 0.93 and a drop out rate of 0.2 Department of Informatics, Universitas Muhammadiyah Surakarta, Indonesia 2021-04-21 info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion application/pdf https://journals.ums.ac.id/index.php/khif/article/view/12484 10.23917/khif.v7i1.12484 Khazanah Informatika : Jurnal Ilmu Komputer dan Informatika; Vol. 7 No. 1 April 2021 Khazanah Informatika; Vol. 7 No. 1 April 2021 2477-698X 2621-038X eng https://journals.ums.ac.id/index.php/khif/article/view/12484/6554 Copyright (c) 2021 Khazanah Informatika: Jurnal Ilmu Komputer dan Informatika http://creativecommons.org/licenses/by/4.0 |
| spellingShingle | shadow puppet; pandavas; image classification; deep learning; convolutional neural network Supriyanti, Wiwit Anggoro, Dimas Aryo Classification of Pandavas Figure in Shadow Puppet Images using Convolutional Neural Networks |
| title | Classification of Pandavas Figure in Shadow Puppet Images using Convolutional Neural Networks |
| title_full | Classification of Pandavas Figure in Shadow Puppet Images using Convolutional Neural Networks |
| title_fullStr | Classification of Pandavas Figure in Shadow Puppet Images using Convolutional Neural Networks |
| title_full_unstemmed | Classification of Pandavas Figure in Shadow Puppet Images using Convolutional Neural Networks |
| title_short | Classification of Pandavas Figure in Shadow Puppet Images using Convolutional Neural Networks |
| title_sort | classification of pandavas figure in shadow puppet images using convolutional neural networks |
| topic | shadow puppet; pandavas; image classification; deep learning; convolutional neural network |
| topic_facet | shadow puppet; pandavas; image classification; deep learning; convolutional neural network |
| url | https://journals.ums.ac.id/index.php/khif/article/view/12484 |
| work_keys_str_mv | AT supriyantiwiwit classificationofpandavasfigureinshadowpuppetimagesusingconvolutionalneuralnetworks AT anggorodimasaryo classificationofpandavasfigureinshadowpuppetimagesusingconvolutionalneuralnetworks |