A new method for boundary-based shape matching and retrieval

被引:0
作者
Dao, Minh-Son [1 ]
De Amicis, Raffaele [1 ]
机构
[1] Graphitech, Salita Molini,2, I-38050 Trento, Italy
来源
2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS | 2006年
关键词
image boundary analysis; image shape analysis; image matching; image object recognition;
D O I
10.1109/ICIP.2006.312563
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 presents a novel method for efficient boundary based shapes matching and retrieval in presence of occlusion. In this method, the geometric and topological information of boundary curves arc encoded in the form of longest common subcurves (LCS) graphs and their similarity is estimated by graph matching. B-Spline is used for approximating the original boundary, then inflection points are detected to split such a B-spline to convex/concave segments. The characteristic string is constructed based on these segments' canonical frame. After LCS candidates are found, their graphs which are constructed by using its segments as vertices and the weighted walkthrough (WW) between two segments as edges are compared to obtain the optimal match. Thorough experimental results and comparisons demonstrate that our method outperforms traditional LCS or dynamic programming based methods in shape matching and enhances the quality of inexact shape retrieval, in particular in the presence of occlusions and affine transformation.
引用
收藏
页码:1485 / +
页数:2
相关论文
共 10 条
[1]  
BERGROTH L, 2000, P 7 INT S STRING PRO, P309
[2]   Weighted walkthroughs between extended entities for retrieval by spatial arrangement [J].
Berretti, S ;
Del Bimbo, A ;
Vicario, E .
IEEE TRANSACTIONS ON MULTIMEDIA, 2003, 5 (01) :52-70
[3]   HIERARCHICAL CHAMFER MATCHING - A PARAMETRIC EDGE MATCHING ALGORITHM [J].
BORGEFORS, G .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1988, 10 (06) :849-865
[4]  
DAO MS, 2005, P 13 INT C IM AN PRO
[5]  
Hlaoui A, 2002, INT C PATT RECOG, P180, DOI 10.1109/ICPR.2002.1047427
[6]  
Li HY, 2005, PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS AND BRAIN, VOLS 1-3, P187
[7]   Matching and retrieval of distorted and occluded shapes using dynamic programming [J].
Petrakis, EGM ;
Diplaros, A ;
Milios, E .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (11) :1501-1516
[8]  
VELTKAMP RC, 2001, P INT C SHAP MOD APP, P849
[9]   ON CURVE MATCHING [J].
WOLFSON, HJ .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1990, 12 (05) :483-489
[10]   Partial shape matching of spine X-ray shapes using dynamic programming [J].
Xu, XQ ;
Lee, DJ ;
Antani, S ;
Long, LR .
17TH IEEE SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS, PROCEEDINGS, 2004, :97-102