A multiresolution descriptor for deformable 3D shape retrieval

被引:78
作者
Li, Chunyuan [1 ]
Ben Hamza, A. [1 ]
机构
[1] Concordia Univ, Concordia Inst Informat Syst Engn, Montreal, PQ, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Spectral graph wavelet; Laplace-Beltrami; Shape retrieval; Multiresolution;
D O I
10.1007/s00371-013-0815-3
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In this paper, we present a spectral graph wavelet framework for the analysis and design of efficient shape signatures for nonrigid 3D shape retrieval. Although this work focuses primarily on shape retrieval, our approach is, however, fairly general and can be used to address other 3D shape analysis problems. In a bid to capture the global and local geometry of 3D shapes, we propose a multiresolution signature via a cubic spline wavelet generating kernel. The parameters of the proposed signature can be easily determined as a trade-off between effectiveness and compactness. Experimental results on two standard 3D shape benchmarks demonstrate the much better performance of the proposed shape retrieval approach in comparison with three state-of-the-art methods. Additionally, our approach yields a higher retrieval accuracy when used in conjunction with the intrinsic spatial partition matching.
引用
收藏
页码:513 / 524
页数:12
相关论文
共 29 条
[1]  
[Anonymous], 2007, Proc. SGP
[2]  
[Anonymous], WAVELET TOUR SIGNAL
[3]  
[Anonymous], 2007, Proceedings of the Fifth Eurographics Symposium on Geometry Processing, DOI [10.2312/SGP/SGP07/033-037, DOI 10.2312/SGP/SGP07/033-037]
[4]  
[Anonymous], 2012, P 3DOR
[5]  
[Anonymous], 1997, The Laplacian on a Riemannian manifold
[6]  
[Anonymous], 2011, PROC EUROGRAPHICS 20, P79, DOI DOI 10.2312/3DOR/3DOR11/079-088
[7]  
Aubry M, 2011, IEEE I CONF COMP VIS, P1411, DOI 10.1109/ICCV.2011.6126396
[8]  
Belkin M, 2006, J MACH LEARN RES, V7, P2399
[9]  
Bronstein AM, 2008, MONOGR COMPUT SCI, P1, DOI 10.1007/978-0-387-73301-2_1
[10]   Shape Google: Geometric Words and Expressions for Invariant Shape Retrieval [J].
Bronstein, Alexander M. ;
Bronstein, Michael M. ;
Guibas, Leonidas J. ;
Ovsjanikov, Maks .
ACM TRANSACTIONS ON GRAPHICS, 2011, 30 (01)