Spin images for retrieval of 3D objects by local and global similarity

被引:7
作者
Assfalg, J [1 ]
Del Bimbo, A [1 ]
Pala, P [1 ]
机构
[1] Univ Florence, Dipartimento Informat & Sistemist, I-50121 Florence, Italy
来源
PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 3 | 2004年
关键词
D O I
10.1109/ICPR.2004.1334675
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The ever increasing availability of 3D models demands for tools supporting their effective and efficient management. Among these tools, those enabling content-based retrieval play a key role. In this paper we present a novel approach to global and local content-based retrieval of 3D objects that is based on spin images. Spin images are used to derive a view-independent description of both database and query objects. A set of spin images is first created for each object and the parts it is composed of; then, a descriptor is evaluated for each spin image in the set; clustering is performed on the set of image-based descriptors of each object to achieve a compact representation. Experimental results are presented for a test database of about 300 models, showing the effectiveness of retrieval for both object and part similarity.
引用
收藏
页码:906 / 909
页数:4
相关论文
共 13 条
[1]  
ASSFALG J, 2003, P INT C MULT EXP ICM
[2]  
Bezdek J., 1999, FUZZY MODELS ALGORIT
[3]  
Elad M., 2001, PROC 6 EUROGRAPHWORK, P97
[5]   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
[6]  
Kim DJ, 2001, IEICE T INF SYST, VE84D, P281
[7]  
KOLONIAS I, 2001, P INT WORKSH CONT BA
[8]   Approximation-Based Similarity Search for 3-D Surface Segments [J].
Kriegel H.-P. ;
Seidl T. .
GeoInformatica, 1998, 2 (2) :113-147
[9]  
Mahmoudi S, 2002, INT C PATT RECOG, P457, DOI 10.1109/ICPR.2002.1048337
[10]   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