Semantic Songket Image Search with Cultural Computing of Symbolic Meaning Extraction and Analytical Aggregation of Color and Shape Features
Journal: EMITTER International Journal of Engineering Technology (Vol.3, No. 1)Publication Date: 2015-06-01
Authors : Desi Amirullah; Ali Ridho Barakbah; Achmad Basuki;
Page : 115-132
Keywords : Image Search; Philosophy; impression; Songket; cultural computing; Feature Extraction; Analytical aggregation.;
Abstract
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.
Other Latest Articles
- Bioremediation: An Eco-friendly Approach for Polluted Agricultural Soil
- Role of Biotechnology in Human Health Care
- Development of HPTLC Method for the Estimation of Aceclofenac and Tolperisone Hydrochloride in Combination
- Assessment of Life Cycle Terminology of Non-Mulberry Silk Insect
- A Comparative Study of Land use Classification using Remote Sensing Techniques, in and around Selected Sacred Groves of Thiruvananthapuram District
Last modified: 2016-06-21 20:00:08