POTENTIALS, VALLEYS, AND DYNAMIC GLOBAL COVERINGS

被引:24
作者
DAVID, C
ZUCKER, SW
机构
[1] MCGILL UNIV,INTELLIGENT MACHINES RES CTR,MONTREAL H3A 2T5,QUEBEC,CANADA
[2] MCGILL UNIV,DEPT ELECT ENGN,MONTREAL H3A 2T5,QUEBEC,CANADA
关键词
D O I
10.1007/BF00126500
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a new approach to effect the transition between local and global representations. It is based on the notion of a covering, or a collection of objects whose union is equivalent to the full one. The mathematics of computing global coverings are developed in the context of curve detection, where an intermediate representation (the tangent field) provides a reliable local description of curve structure. This local information is put together globally in the form of a potential distribution. The elements of the covering are then short curves, each of which evolves in parallel to seek the valleys of the potential distribution. The initial curve positions are also derived from the tangent field, and their evolution is governed by variational principles. When stationary configurations are achieved, the global dynamic covering is defined by the union of the local dynamic curves.
引用
收藏
页码:219 / 238
页数:20
相关论文
共 28 条
[1]  
Ballard DH, 1982, COMPUTER VISION
[2]  
Benson A., 1977, ACM Transactions on Mathematical Software, V3, P96, DOI 10.1145/355719.355728
[3]  
BLAKE A., 1987, VISUAL RECONSTRUCTIO
[4]  
DAVID C, 1989, TRCIM891 MCGILL U TE
[5]   ENDSTOPPED NEURONS IN THE VISUAL-CORTEX AS A SUBSTRATE FOR CALCULATING CURVATURE [J].
DOBBINS, A ;
ZUCKER, SW ;
CYNADER, MS .
NATURE, 1987, 329 (6138) :438-441
[6]  
Doob J., 1984, GRUNDLEHREN MATH WIS
[7]   THE SCHEMA SYSTEM [J].
DRAPER, BA ;
COLLINS, RT ;
BROLIO, J ;
HANSON, AR ;
RISEMAN, EM .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1989, 2 (03) :209-250
[8]   ON THE FOUNDATIONS OF RELAXATION LABELING PROCESSES [J].
HUMMEL, RA ;
ZUCKER, SW .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1983, 5 (03) :267-287
[9]  
Iverson L., 1987, Proceedings of the IEEE Computer Society Workshop on Computer Vision (Cat. No.87TH0210-5), P184
[10]  
IVERSON LA, 1988, THESIS MCGILL U MONT