On deformable models for visual pattern recognition

被引:19
作者
Cheung, KW [1 ]
Yeung, DY [1 ]
Chin, RT [1 ]
机构
[1] Hong Kong Univ Sci & Technol, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China
关键词
deformable models; model representation; criteria formulation; matching; classification; topology adaptation; regularization; optimization; initialization; constraint incorporation;
D O I
10.1016/S0031-3203(01)00135-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper reviews model-based methods for non-rigid shape recognition. These methods model, match and classify non-rigid shapes. which are generally problematic for conventational algorithms using rigid models. Issues including model representation, optimization criteria formulation, model matching, and classification are examined in detail with the objective to provide interested researchers a roadmap for exploring the field. This paper emphasizes on 2D deformable models. Their potential applications and future research directions, particularly on deformable pattern classification, are discussed. (C) 2002 Published by Elsevier Science Ltd on behalf of Pattern Recognition Society.
引用
收藏
页码:1507 / 1526
页数:20
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