Re-sampling for Chinese Sign Language Recognition

	Re-sampling for Chinese Sign Language Recognition
	Wang, CL ; Chen, XL ; Gao, W
	2006
发表期刊	GESTURE IN HUMAN-COMPUTER INTERACTION AND SIMULATION
ISSN	0302-9743
卷号	3881 页码:57-67
摘要	In Sign Language recognition, one of the. problems is to collect enough data. Data collection for both training and testing is a laborious but necessary step. Almost all of the statistical methods used in Sign Language Recognition suffer from this problem. Inspired by the crossover and mutation of genetic algorithms, this paper presents a method to enlarge Chinese Sign language database through re-sampling from existing sign samples. Two initial samples of the same sign are regarded as parents. They can reproduce their children by crossover. To verify the effectiveness of the proposed method, some experiments are carried out on a vocabulary with 350 static signs. Each sign has 4 samples. Three samples are used to be the original generation. These three original samples and their offspring are used to construct the training set, and the remaining sample is used for testing. The experimental results show that the data generated by the proposed method are effective.
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Cybernetics
WOS记录号	WOS:000237042600007
出版者	SPRINGER-VERLAG BERLIN
引用统计	被引频次：2[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/10562
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Wang, CL
作者单位	1.Chinese Acad Sci, Comp Technol Inst, Beijing 100080, Peoples R China 2.Dalian Univ Technol, Sch Elect & Informat Engn, Dept Comp Sci & Engn, Dalian 116023, Peoples R China
推荐引用方式 GB/T 7714	Wang, CL,Chen, XL,Gao, W. Re-sampling for Chinese Sign Language Recognition[J]. GESTURE IN HUMAN-COMPUTER INTERACTION AND SIMULATION,2006,3881:57-67.
APA	Wang, CL,Chen, XL,&Gao, W.(2006).Re-sampling for Chinese Sign Language Recognition.GESTURE IN HUMAN-COMPUTER INTERACTION AND SIMULATION,3881,57-67.
MLA	Wang, CL,et al."Re-sampling for Chinese Sign Language Recognition".GESTURE IN HUMAN-COMPUTER INTERACTION AND SIMULATION 3881(2006):57-67.