Part-level object recognition using superquadrics

被引:27
作者
Krivic, J [1 ]
Solina, F [1 ]
机构
[1] Univ Ljubljana, Fac Comp & Informat Sci, Comp Vis Lab, Ljubljana 1000, Slovenia
关键词
superquadrics; part-level object modelling; range images; object recognition;
D O I
10.1016/j.cviu.2003.11.002
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 proposes a technique for object recognition using superquadric built models. Superquadrics, which are three-dimensional models suitable for part-level representation of objects, are reconstructed from range images using the recover-and-select paradigm. Using interpretation trees, the presence of an object from the model database can be hypothesized. These hypotheses are verified by projecting and re-fitting the object model to the range image of the scene which at the same time enables a better localization of the object in the scene. (C) 2004 Elsevier Inc. All rights reserved.
引用
收藏
页码:105 / 126
页数:22
相关论文
共 24 条
[1]  
Barr A. H., 1981, IEEE Computer Graphics and Applications, V1, P11, DOI 10.1109/MCG.1981.1673799
[2]   HUMAN IMAGE UNDERSTANDING - RECENT RESEARCH AND A THEORY [J].
BIEDERMAN, I .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1985, 32 (01) :29-73
[3]   3DPO - A 3-DIMENSIONAL PART ORIENTATION SYSTEM [J].
BOLLES, RC ;
HORAUD, P .
INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 1986, 5 (03) :3-26
[4]   Understanding dynamic scenes [J].
Chella, A ;
Frixione, M ;
Gaglio, S .
ARTIFICIAL INTELLIGENCE, 2000, 123 (1-2) :89-132
[5]   Similarity measure for superquadrics [J].
Chen, LH ;
Liu, YT ;
Liao, HY .
IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING, 1997, 144 (04) :237-243
[6]   FROM VOLUMES TO VIEWS - AN APPROACH TO 3-D OBJECT RECOGNITION [J].
DICKINSON, SJ ;
PENTLAND, AP ;
ROSENFELD, A .
CVGIP-IMAGE UNDERSTANDING, 1992, 55 (02) :130-154
[7]   Automatic reconstruction of 3D human arm motion from a monocular image sequence [J].
Filova, V ;
Solina, F ;
Lenarcic, J .
MACHINE VISION AND APPLICATIONS, 1998, 10 (5-6) :223-231
[8]  
Grimson W.E.L., 1990, OBJECT RECOGNITION C
[9]   Moments of superellipsoids and their application to range image registration [J].
Jaklic, A ;
Solina, F .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2003, 33 (04) :648-657
[10]  
JAKLIC A, 1997, THESIS U LJUBLJANA