Residential College | false |
Status | 已發表Published |
Skin color segmentation by texture feature extraction and K-mean clustering | |
Ng P.; Pun C.-M. | |
2011-09-26 | |
Conference Name | 3rd International Conference on Computational Intelligence, Communication Systems and Networks, CICSyN 2011 |
Source Publication | Proceedings - 3rd International Conference on Computational Intelligence, Communication Systems and Networks, CICSyN 2011 |
Pages | 213-218 |
Conference Date | Held 26-28 July 2011 |
Conference Place | Bali, Indonesia |
Abstract | Skin Segmentation plays an important role in many computer vision applications. The aim of skin segmentation is to isolate skin regions in unconstrained input images. In this paper, a skin color segmentation approach by texture feature extraction and k-meaning clustering is proposed. We improved the traditional skin classification by combining both color and texture features for skin segmentation. After the color segmentation using a 16 - Gaussian Mixture Models classifier, the texture features are extracted using effective wavelet transform with a 2-D Daubechies Wavelet and represented as a list of Shannon entropy. The non-skin regions can be eliminated by the Skin Texture-cluster Elimination using K-mean clustering. Experimental results based on common datasets show that our proposed can achieve better performance of the existing methods with true positive of 93.8% and with false positives 28.4%. © 2011 IEEE. |
Keyword | K-mean Clustering Skin Segmentation Texture Feature Wavelet Transform |
DOI | 10.1109/CICSyN.2011.54 |
URL | View the original |
Language | 英語English |
Scopus ID | 2-s2.0-80053019794 |
Fulltext Access | |
Citation statistics | |
Document Type | Conference paper |
Collection | DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE |
Affiliation | Universidade de Macau |
First Author Affilication | University of Macau |
Recommended Citation GB/T 7714 | Ng P.,Pun C.-M.. Skin color segmentation by texture feature extraction and K-mean clustering[C], 2011, 213-218. |
APA | Ng P.., & Pun C.-M. (2011). Skin color segmentation by texture feature extraction and K-mean clustering. Proceedings - 3rd International Conference on Computational Intelligence, Communication Systems and Networks, CICSyN 2011, 213-218. |
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