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k-Nearest Neighbor (k-NN) Classification for Recognition of the Batik Lampung Motifs
| Content Provider | Scilit |
|---|---|
| Author | Andrian, R. Naufal, M. A. Hermanto, B. Junaidi, A. Lumbanraja, F. R. |
| Copyright Year | 2019 |
| Description | Journal: Journal of Physics: Conference Series Batik is a famous name of a traditional fabric from Java. It has been admitted as one if the traditional cultural heritage of Indonesia by UNESCO since October $2^{nd}$, 2009. Over the time, Batik is copied and modified by many regions in Indonesia resulting some new unique motifs. Batik Lampung is an sample of them. This paper deals with the k-Nearest Neighbor classification of the motifs (pattern) of the Batik Lampung. The known motifs of Batik Lampung consist of Jung Agung, Siger Kembang Cengkih, Siger Ratu Agung, and Sembagi. The original image samples are stored in RGB. They are firstly resized into 50 x 50 pixels and then converted to grayscale image. To recognize them, the Gray Level Co-Occurence Matrix (GLCM) feature is extracted and k-Nearest Neighbor (k-NN) with values of k = 3, 5, 7, 9, 11 and orientation angle of $0^{0}$ $45^{0}$, $90^{0}$, $135^{0}$ is applied to classify the motifs. The best accuracy is achieved at the rate 97,96% for k = 7 and $angle135^{0}$. |
| Related Links | https://iopscience.iop.org/article/10.1088/1742-6596/1338/1/012061/pdf |
| ISSN | 17426588 |
| e-ISSN | 17426596 |
| DOI | 10.1088/1742-6596/1338/1/012061 |
| Journal | Journal of Physics: Conference Series |
| Issue Number | 1 |
| Volume Number | 1338 |
| Language | English |
| Publisher | IOP Publishing |
| Publisher Date | 2019-10-01 |
| Access Restriction | Open |
| Subject Keyword | Journal: Journal of Physics: Conference Series Batik Lampung Nearest Neighbor |
| Content Type | Text |
| Resource Type | Article |
| Subject | Physics and Astronomy |
