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图像关于边缘提取算子的微分不变性
引用本文:朱仲涛,张钹,张再兴.图像关于边缘提取算子的微分不变性[J].计算机学报,1999,22(9):903-910.
作者姓名:朱仲涛  张钹  张再兴
作者单位:清华大学计算机科学与技术系,北京,100084;清华大学智能技术与系统国家重点实验室,北京,100084
基金项目:国家自然科学基金,国家八六三高技术研究发展计划
摘    要:图像边缘是一类重要特征,该文研究图像关于边缘提取算子的微分不变性,其目的是考察图像在边缘提取的过程失去了什么信息,利用Lie变换群在节丛上的延拓公式以及由此导出的相关微分方程的不变性条件,文中给出了构造Laplace边缘算子微分不变量的详细推导过程,为使该文自封闭,作者发展了所需的数学工具,包括一系列延拓Lie悍数的计算公式和有关微分方程解的不变性条件,最后给出了一个包含尺度、灰度、放置变换的数值

关 键 词:图像边缘  微分不变量  Lie变换群  延拓  节丛
修稿时间:1998年6月11日

THE DIFFERENTIAL INVARIANCE OF IMAGE UNDER BOUNDARY EXTRACTING OPERATOR
ZHU Zhong-Tao,ZHANG Bo,ZHANG Zai-Xing.THE DIFFERENTIAL INVARIANCE OF IMAGE UNDER BOUNDARY EXTRACTING OPERATOR[J].Chinese Journal of Computers,1999,22(9):903-910.
Authors:ZHU Zhong-Tao  ZHANG Bo  ZHANG Zai-Xing
Abstract:The boundary extracted from images is a sort of important feature. The object of this paper is to study the differential invariance of images under the boundary extracting operator so as to probe what kinds of information are lost during the extraction procedure. By the prolongation formula in jet bundle of the prolongated Lie transformation group and the invariant condition to the related differential equations, this paper constructs the differential invariants of Laplace boundary operator by detailed deduction. In order to have the paper self contained, a series of calculating formula for the prolongation of Lie derivatives and the condition of invariant solutions of the differential equations are developed. Finally, a digital experiment involving scale, gray level and rotation transformation is given. The method presented by this paper can be actually adopted to a large scale of differential operators in image processing area.
Keywords:Boundary of images  differential invariants  Lie transformation group    prolongation  jet bundle  
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