Journal of Textile Research ›› 2020, Vol. 41 ›› Issue (07): 141-146.doi: 10.13475/j.fzxb.20190902306

• Apparel Engineering • Previous Articles     Next Articles

Style recognition technique based on feature matching in dress construction

XIA Ming1,2,3(), SONG Jing1,2,3, JIANG Zhaoyang1, MA Yanbin1   

  1. 1. College of Fashion and Art Design, Donghua University, Shanghai 200051, China
    2. Shanghai Institute of Design and Innovation, Tongji University, Shanghai 200092, China
    3. Key Laboratory of Clothing Design & Technology, Ministry of Education, Donghua University, Shanghai 200051, China;
  • Received:2019-09-06 Revised:2020-04-16 Online:2020-07-15 Published:2020-07-23

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Abstract:

In order to facilitate rapid retrieval of similar styles of clothing, this paper reports a study on different descriptions of dress contour and on the retrieval methods for measuring and calculating dress similarity, based mainly on the key contour point of dresses. The similarity results were calculated by the three algorithms, i.e., the shape context, traditional Euclidean distance and Euclidean distance based on coefficient assignment, and the results were compared to identify the optimal algorithm. The results show that the shape context matching method has the best effect, and the accuracy and precision are 82.91% and 77%, respectively, which can be used as the contour similarity measure algorithm. The accuracy and precision of the Euclidean distance based on the coefficient allocation are improved by 6.45% and 0.44% respectively. Based on calculation, it is preliminarily concluded that the degree of similarity influence, represented by a contour feature descriptor, is ranked in the order of angle cosine value, width and height.

Key words: clothing contours, dress, style recognition, shape context, Euclidean distance

CLC Number: 

  • TS941.17

Fig.1

Dress silhouette and structure design. (a) Silhouette of S; (b) Silhouette of X;(c) Silhouette of H; (d) Silhouette of A"

Fig.2

Silhouette combination"

Fig.3

Contour description mode diagram"

Fig.4

Relative relation of some point to rest of contour. (a) Any point in contour; (b) Any two points in contour; (c) Relative relationship"

Fig.5

Contour matching diagram. (a) Histogram of point a;(b) Histogram of point b; (c) Histogram of point c;(d) Diagram of matching S-24 and S-60"

Fig.6

Comparison of results of three algorithms. (a) Accuracy; (b) Precision"

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