Construction of level of details in garment image skeleton
International Journal of Clothing Science and Technology
ISSN: 0955-6222
Article publication date: 7 March 2016
Abstract
Purpose
Skeleton plays an important role in representing the essential feature of garment in image. General skeleton extraction methods often yield many short skeletal branches. Though short branches reflect the geometric details of the garment, they are obstacles in extracting the essential features. The purpose of this paper is to provide an approach to hierarchically remove them to reveal the level of details (LOD) of the skeleton, thus both the essential skeleton and the geometric skeletal branches can be definitely extracted and separated.
Design/methodology/approach
First, the initial garment image skeleton is extracted and smoothed. Then, the hierarchically removing mechanism is established on scoring the importance of each skeletal branch by an altered PageRank method and computing the symmetry among skeletal branches.
Findings
Experimental examples show that this method can extract and separate garment essential skeleton as well as geometric skeletal branches hierarchically. Garments in same class have a similar essential skeleton with detailed differences, so this approach can be potentially applied in garment recognition and style specification.
Originality/value
Traditionally, there is almost no work attempts to build LOD in skeleton of planar shapes. This paper provide an automatic device for building LOD skeleton for garment image. In another word, hierarchic skeletons with details in different prominence level are gradually established. And pairs of symmetric skeletal parts are found by taking advantage of symmetry characteristic of garment. This method is efficient in garment image skeleton extraction.
Keywords
Acknowledgements
This work was supported in part by National Natural Science Foundation of China (51575481, 51275460, 51475309), Project of Public Technology Research in Industry of Zhejiang Province (2014C31048), Zhejiang Provincial Natural Science Foundation of China (LY13F020003).
Citation
Wang, B., Li, J., Zeng, J., Chen, G. and Lu, G. (2016), "Construction of level of details in garment image skeleton", International Journal of Clothing Science and Technology, Vol. 28 No. 1, pp. 92-104. https://doi.org/10.1108/IJCST-03-2015-0035
Publisher
:Emerald Group Publishing Limited
Copyright © 2016, Emerald Group Publishing Limited