EVOLUTION-EQUATIONS FOR CONTINUOUS-SCALE MORPHOLOGICAL FILTERING

被引:74
作者
BROCKETT, RW [1 ]
MARAGOS, P [1 ]
机构
[1] GEORGIA INST TECHNOL, SCH ELECT & COMP ENGN, ATLANTA, GA 30332 USA
基金
美国国家科学基金会;
关键词
D O I
10.1109/78.340774
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Multiscale signal analysis has recently emerged as a useful framework for many computer vision and signal processing tasks. Morphological filters can be used to develop nonlinear multiscale operations that have certain advantages over linear multiscale approaches in that they preserve important signal features such as edges. In this paper, we discuss several nonlinear partial differential equations that model the scale evolution associated with continuous-space multiscale morphological erosions, dilations, openings, and closings. These equations relate the rate of change of the multiscale signal ensemble as scale increases to a nonlinear operator acting on the space of signals. The nonlinear operator is characterized by the shape and dimensionality of the structuring element used by the morphological operators, generally taking the form of a nonlinear function of certain partial differential operators.
引用
收藏
页码:3377 / 3386
页数:10
相关论文
共 34 条
[1]   IMAGE SELECTIVE SMOOTHING AND EDGE-DETECTION BY NONLINEAR DIFFUSION .2. [J].
ALVAREZ, L ;
LIONS, PL ;
MOREL, JM .
SIAM JOURNAL ON NUMERICAL ANALYSIS, 1992, 29 (03) :845-866
[2]  
[Anonymous], 1975, RANDOM SETS INTEGRAL
[3]   UNIQUENESS OF THE GAUSSIAN KERNEL FOR SCALE-SPACE FILTERING [J].
BABAUD, J ;
WITKIN, AP ;
BAUDIN, M ;
DUDA, RO .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1986, 8 (01) :26-33
[4]  
Beucher S., 1979, P INT WORKSHOP IMAGE
[5]   DYNAMIC-SYSTEMS THAT SORT LISTS, DIAGONALIZE MATRICES, AND SOLVE LINEAR-PROGRAMMING PROBLEMS [J].
BROCKETT, RW .
LINEAR ALGEBRA AND ITS APPLICATIONS, 1991, 146 :79-91
[6]  
BROCKETT RW, 1992, MAR P IEEE INT C AC
[7]  
Burgers JM., 1974, NONLINEAR DIFFUSION, DOI DOI 10.1007/978-94-010-1745-9
[8]   THE LAPLACIAN PYRAMID AS A COMPACT IMAGE CODE [J].
BURT, PJ ;
ADELSON, EH .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1983, 31 (04) :532-540
[9]   A MULTISCALING APPROACH BASED ON MORPHOLOGICAL FILTERING [J].
CHEN, MH ;
YAN, PF .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1989, 11 (07) :694-700
[10]  
CHOU KC, 1989, P IEEE C DECISION CO