中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
APPROXIMATION OF AN ARBITRARY FILTER AND ITS RECURSIVE IMPLEMENTATION

文献类型:期刊论文

作者LI, BC; DEMA, S
刊名PATTERN RECOGNITION
出版日期1994-12-01
卷号27期号:12页码:1767-1774
关键词Filter Recursive Implementation Lagurre Polynomials Lagurre Orthogonal Bases Polynomial x Exponential-type (Pet) Filter Approximation Gaussian Filter
文献子类Article
英文摘要Filtering is one of the important techniques in computer vision. It has been widely used in edge detection, image restoration, range image segmentation, etc. However, the efficient implementation of an arbitrary filter has been a challenging problem until now. In this paper, a novel method is proposed to implement an arbitrary filter. Firstly, an efficient recursive structure is proposed to implement any (polynomial) x (exponential)-type (PET) filter. The computational complexity and structure are independent of its filter mask size or its bandwidth. Secondly, a new method is proposed-Lagurre spectrum decomposition method-to obtain the PET approximation of any filters. As an example, the above method is applied to the approximation and implementation of Gaussian filters and experiments have shown that a perfect approximation can be obtained with only third-order Lagurre bases, and therefore only a fourth-order recursive filter is needed to implement Gaussian filters. Finally, the comparison of the present method with the known ones shows that (1) Lagurre polynomial bases are orthogonal with each other, so the filter approximation is simple, (2) the bases are complete and the completeness guarantees the approximation error can be reduced to zero, (3) the method can be used to design both Gaussian and any other filters.
WOS研究方向Computer Science ; Engineering
语种英语
WOS记录号WOS:A1994QB93700015
源URL[http://ir.ia.ac.cn/handle/173211/21831]  
专题自动化研究所_09年以前成果
推荐引用方式
GB/T 7714
LI, BC,DEMA, S. APPROXIMATION OF AN ARBITRARY FILTER AND ITS RECURSIVE IMPLEMENTATION[J]. PATTERN RECOGNITION,1994,27(12):1767-1774.
APA LI, BC,&DEMA, S.(1994).APPROXIMATION OF AN ARBITRARY FILTER AND ITS RECURSIVE IMPLEMENTATION.PATTERN RECOGNITION,27(12),1767-1774.
MLA LI, BC,et al."APPROXIMATION OF AN ARBITRARY FILTER AND ITS RECURSIVE IMPLEMENTATION".PATTERN RECOGNITION 27.12(1994):1767-1774.

入库方式: OAI收割

来源:自动化研究所

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