DIGITIZATIONS PRESERVING TOPOLOGICAL AND DIFFERENTIAL GEOMETRIC-PROPERTIES

被引:24
作者
GROSS, A
LATECKI, L
机构
[1] CUNY,QUEENS COLL,FLUSHING,NY 11367
[2] UNIV HAMBURG,DEPT COMP SCI,D-22527 HAMBURG,GERMANY
关键词
D O I
10.1006/cviu.1995.1061
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present conditions which guarantee that every digitization process preserves important topological and differential geometric properties. These conditions also allow us to determine the correct digitization resolution for a given class of real objects. Knowing that these properties are invariant under digitization, we can then use them in feature-based recognition. Moreover, these conditions imply that only a few digital patterns can occur as neighborhoods of boundary points in the digitization. This is very useful for noise detection, since if the neighborhood of a boundary point does not match one of these patterns, it must be due to noise. Our definition of a digitization approximates many real digitization processes. The digitization process is modeled as a mapping from continuous sets representing real objects to discrete sets represented as digital images. We show that an object A and the digitization of A are homotopy equivalent. This, for example, implies that the digitization of A preserves connectivity of the object and its complement. Moreover, we show that the digitization of A will not change the qualitative differential geometric properties of the boundary of A; i.e., a boundary point which is locally convex cannot be digitized to a locally concave pixel and a boundary point which is locally concave cannot be digitized to a locally convex pixel. (C) 1995 Academic Press, Inc
引用
收藏
页码:370 / 381
页数:12
相关论文
共 12 条
[1]  
Do Carmo M.P., 2016, DIFFERENTIAL GEOMETR
[2]  
Duda R., 1986, WPROWADZENIE TOPOLOG
[3]  
Gray A, 1993, MODERN DIFFERENTIAL
[4]  
GROSS A, 1994, P SPIES C INTELLIGEN
[5]   DIGITAL-TOPOLOGY - INTRODUCTION AND SURVEY [J].
KONG, TY ;
ROSENFELD, A .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1989, 48 (03) :357-393
[6]  
LATECKI L, 1995, COMPUTE VISION GRAPH, V61, P700
[7]  
Naber G. L, 1980, TOPOLOGICAL METHODS
[8]  
Pavlidis T., 1982, ALGORITHMS GRAPHICS
[9]   DIGITAL TOPOLOGY [J].
ROSENFELD, A .
AMERICAN MATHEMATICAL MONTHLY, 1979, 86 (08) :621-630
[10]  
Rosenfeld A., 1982, DIGITAL PICTURE PROC, V2nd