3D object retrieval using the 3D shape impact descriptor

被引:59
作者
Mademlis, Athanasios [2 ]
Daras, Petros [1 ]
Tzovaras, Dimitrios [1 ]
Strintzis, Michael G. [1 ,2 ]
机构
[1] Ctr Res & Technol Hellas, Informat & Telemat Inst, Hellas, Greece
[2] Aristotle Univ Thessaloniki, Dept Elect & Comp Engn, Informat Proc Lab, Thessaloniki, Greece
关键词
3D content-based search; 3D content-based retrieval;
D O I
10.1016/j.patcog.2009.04.024
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
in this paper, the novel 3D shape impact descriptor is introduced, which is based on the resulting gravitational phenomena in the Surrounding area of every 3D object. The 3D object is considered as a distributed 3D mass and the descriptor of the 3D object is indirectly computed from the resulting fields. The field is described using both Newton's and general relativity's laws. In the Newtonian approach, histograms Of the field values in the surrounding area of the 3D object are computed, while in the relativistic approach the descriptors are histograms of the time-space curvature in the Surrounding area of the 3D object. The basic motivation behind the proposed approach is the robustness with respect to object's degeneracies and the native invariance of the resulting descriptors under rotation and translation. Experiments which were performed in Various 3D object databases proved that the proposed method can be efficiently used for 3D object retrieval applications. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2447 / 2459
页数:13
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