Semantic Songket Image Search with Cultural Computing of Symbolic Meaning Extraction and Analytical Aggregation of Color and Shape Features
The term "Songket" comes from the Malay word "Sungkit", which means "to hook" or "to gouge". Every motifs names and variations was derived from plants and animals as source of inspiration to create many patterns of songket. Each of songket patterns have a philosophy in form of rhyme that refers to the nature of the sources of songket patterns and that philosophy reflects to the beliefs and values of Malay culture. In this research, we propose a system to facilitate an understanding of songket and the philosophy as a way to conserve Songket culture. We propose a system which is able to collect information in image songket motif variations based on feature extraction methods. On each image songket motif variations, we extracted philosophy of rhyme into impressions, and extracting color features of songket images using a histogram 3D-Color Vector quantization (3D-CVQ), shape feature extraction songket image using HU Moment invariants. Then, we created an image search based on impressions, and impressions search based on image. We use techniques of search based on color, shape and aggregation (combination of colors and shapes). The experiment using impression as query : 1) Result based on color, the average value of true 7.3, total score 41.9, 2) Result based on shape, the average value of true 3, total score 16.4, 3) Result based on aggregation, the average value of true 3, total score 17.4. While based using Image Query : 1) Result based on color, the average precision 95%, 2) Result based on shape, average precision 43.3%, 3) Based aggregation, the average precision 73.3%. From our experiments, it can be concluded that the best search system using query impression and query image is based on the color.
Keyword : Image Search, Philosophy, impression, Songket, culturalÂ computing, Feature Extraction, Analytical aggregation.
Amirullah, Desi, Ali Ridho Barakbah, Achmad Basuki, Semantic Songket Image Search with Impression based Feature Extraction, The Fourth Indonesian-Japanese Conference, Knowledge Creation Intelegence Computing, , Surabaya, Indonesia, March 24-26, 2015.
Kuswara, Devira Nanda, Ali Ridho Barakbah, Nur Rosyid M, Yuliana Setiowati, Impression Generation of Indonesian Cultural Paintings for Mobile Aplication with Culture Dependent Color-Impression Metric Creation Content, Emitter Journal of Enginering Technology, Vol. 2 No.1, June, 2014.
Ali Ridho Barakbah, Yasushi Kiyoki, 3D-Color Vector Quantization for Image Retrieval Systems, International Database Forum (iDB) 2008, Izaka, Japan, September 21-23, 2008.
Chary, R. VenkataRemana, Dr. D. Rayja Laksmhi, Dr. K.V.N. Sunitha., Feature Extraction Method For Color Image Similarity, ACIJ, India, 2012.
Nugrowati, Ayuninda Dwi., Ali Ridho Barakbah, Nana Ramadijanti, Yuliana Setyowati. Batik Image Search System with Extracted Combination of Color and Shape Feature, International Conference on imaging and printing technologies, Bangkok, Thailand, November 5-7, 2014.
Flusser, Jan. , Tomas Suk, Barbara Zitova. Moment and Moment Invarian in Pattern Recognition, 2009, Prague, Czech Republic
Malik, Abdul., Tenas Effendy, Hasan Yunus, Auzar Thaher, Corak Ragi dan Tenun Melayu Riau, Balai Kajian dan Pengembangan Budaya Melayu, 2004, AdiCita, Yogyakarta
Suryani, Indah Yudi, Ali Ridho Barakbah, Entin Martiana Kusumanigtyas, A Semantic Multi-Query Image Search System with Analytical Function for Representative Query Color Generation, The First Indonesian-Japanese Conference, Knowledge Creation Intelegence Computing, Surabaya, Indonesia, March 13-14, 2012.
Theodiridis, Sergios., Konstantinos Koutroumbas, Pattern Recognition Fourth Edition, Elsevier, inc., 2009, Academic Press is an imprint od Elsevier, Burlington, MA 01803, USA., California 92101-4495, USA., London WCIX 8RR, UK
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