Content-based retrieval of 3-D objects using Spin Image Signatures

被引:64
作者
Assfalg, Juergen [1 ]
Bertini, Marco [1 ]
Del Bimbo, Alberto [1 ]
Pala, Pietro [1 ]
机构
[1] Univ Florence, Dipartimento Sistemi & Informat, I-50139 Florence, Italy
关键词
3-D content-based retrieval; 3-D shape description; spin images;
D O I
10.1109/TMM.2006.886271
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Retrieval by content of 3-D models is becoming more and more important due to the advancements in 3-D hardware and software technologies for acquisition, authoring and display of 3-D objects, their ever-increasing availability at affordable costs, and the establishment of open standards for 3-D data interchange. In this paper, we present a new method, referred to as Spin Image Signatures, that develops on the original spin images approach, with adaptations to support effective retrieval by content. According to the method proposed, a set of spin images is derived for each model, to obtain a view-independent description of its 3-D shape and a signature is evaluated for each spin image in the set. Clustering is hence performed on the set of Spin Image Signatures to obtain a compact representation. Experimental results are presented, showing the effectiveness of the Spin Image Signatures method for retrieval, also in comparison with other methods, and its sensitivity to model deformations.
引用
收藏
页码:589 / 599
页数:11
相关论文
共 30 条
[11]  
ELVINS TT, 1995, P VRML 95 U ANN C VI
[12]  
FROME A, 2004, P EUR C COMP VIS ECC
[13]   A search engine for 3D models [J].
Funkhouser, T ;
Min, P ;
Kazhdan, M ;
Chen, J ;
Halderman, A ;
Dobkin, D ;
Jacobs, D .
ACM TRANSACTIONS ON GRAPHICS, 2003, 22 (01) :83-105
[15]   Using spin images for efficient object recognition in cluttered 3D scenes [J].
Johnson, AE ;
Hebert, M .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (05) :433-449
[16]  
Kim DJ, 2001, IEICE T INF SYST, VE84D, P281
[17]  
KOLONIAS I, 2001, P INT WORKSH CONT BA, V1
[18]   Approximation-Based Similarity Search for 3-D Surface Segments [J].
Kriegel H.-P. ;
Seidl T. .
GeoInformatica, 1998, 2 (2) :113-147
[19]  
Mahmoudi S, 2002, INT C PATT RECOG, P457, DOI 10.1109/ICPR.2002.1048337
[20]   Multi-scale free-form 3D object recognition using 3D models [J].
Mokhtarian, F ;
Khalili, N ;
Yuen, P .
IMAGE AND VISION COMPUTING, 2001, 19 (05) :271-281