DocumentCode :
3391304
Title :
Accurate indexing and classification for fabric weave patterns using entropy-based approach
Author :
Zheng, Dejun ; Baciu, George ; Hu, Jinlian
Author_Institution :
Dept. of Comput., Hong Kong Polytech. Univ., Kowloon, China
fYear :
2009
fDate :
15-17 June 2009
Firstpage :
357
Lastpage :
364
Abstract :
In current textile design, fabric weave pattern indexing and searching require extensive manual operations. The manual weave pattern classification is not sufficient to give the accurate and precise result and it is time-consuming. There is no such research to index and search for weave pattern specially. In this paper we propose a method to index and search weave patterns. We use pattern clusters, transitions, entropy and fast Fourier transform (FFT) directionality as a hybrid approach for the cognitive comparison and classification of weave pattern. There are three common patterns used in textile design. They are plain weave, twill weave and satin weave patterns. First, we classify weave patterns into these three categories according to weave pattern definition and weave point distribution characteristics (weave pattern smoothness and connectivity). Second, we use the FFT to describe the weave point distribution. Finally, we use entropy method to calculate the weave point distribution into a significant index value. Our approach can avoid the problem of pattern duplications in the database. In our experiment, we select and test commonly used weave patterns with our proposed approach. Our experiment results show that our approach can achieve substantially accurate classification.
Keywords :
CAD/CAM; design engineering; entropy; fabrics; fast Fourier transforms; indexing; pattern classification; production engineering computing; textile industry; entropy-based approach; fabric weave pattern classification; fabric weave pattern indexing; fast Fourier transform directionality; pattern clusters; plain weave; satin weave; textile design; twill weave; weave pattern connectivity; weave pattern smoothness; weave point distribution; Books; Computer aided engineering; Computer aided manufacturing; Design automation; Enterprise resource planning; Entropy; Fabrics; Indexing; Manuals; Textile technology; Content-based; Entropy; FFT; Index; Weave Pattern;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cognitive Informatics, 2009. ICCI '09. 8th IEEE International Conference on
Conference_Location :
Kowloon, Hong Kong
Print_ISBN :
978-1-4244-4642-1
Type :
conf
DOI :
10.1109/COGINF.2009.5250712
Filename :
5250712
Link To Document :
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