Jurnal Ilmu Komputer dan Informasi
Vol 12, No 2 (2019): Jurnal Ilmu Komputer dan Informasi (Journal of Computer Science and Information

MULTI-CLASS REGION MERGING FOR INTERACTIVE IMAGE SEGMENTATION USING HIERARCHICAL CLUSTERING ANALYSIS

Khairiyyah Nur Aisyah (Institut Teknologi Sepuluh Nopember)
Syadza Anggraini (Institut Teknologi Sepuluh Nopember)
Novi Nur Putriwijaya (Institut Teknologi Sepuluh Nopember)
Agus Zainal Arifin (Institut Teknologi Sepuluh Nopember)
Rarasmaya Indraswari (Institut Teknologi Sepuluh Nopember)
Dini Adni Navastara (Institut Teknologi Sepuluh Nopember)



Article Info

Publish Date
08 Jul 2019

Abstract

In interactive image segmentation, distance calculation between regions and sequence of region merging is being an important thing that needs to be considered to obtain accurate segmentation results. Region merging without regard to label in Hierarchical Clustering Analysis causes the possibility of two different labels merged into a cluster and resulting errors in segmentation. This study proposes a new multi-class region merging strategy for interactive image segmentation using the Hierarchical Clustering Analysis. Marking is given to regions that are considered as objects and background, which are then referred as classes. A different label for each class is given to prevent any classes with different label merged into a cluster. Based on experiment, the mean value of ME and RAE for the results of segmentation using the proposed method are 0.035 and 0.083, respectively. Experimental results show that giving the label on each class is effectively used in multi-class region merging.

Copyrights © 2019






Journal Info

Abbrev

JIKI

Publisher

Subject

Computer Science & IT

Description

Jurnal Ilmu Komputer dan Informasi is a scientific journal in computer science and information containing the scientific literature on studies of pure and applied research in computer science and information and public review of the development of theory, method and applied sciences related to the ...