Part-based 3D object retrieval via multi-label optimization

被引:2
作者
Theologou, Panagiotis [1 ]
Pratikakis, Ioannis [1 ]
Theoharis, Theoharis [2 ,3 ]
机构
[1] Democritus Univ Thrace, Dept Elect & Comp Engn, Univ Campus, Xanthi 67100, Greece
[2] NTNU, Dept Comp & Informat Sci, Trondheim, Norway
[3] Natl & Kapodistrian Univ Athens, Dept Informat & Telecommun, Athens, Greece
关键词
3D object retrieval; 3D mesh segmentation; Part-based representation; SHAPE RETRIEVAL; SEGMENTATION; DESCRIPTORS; DRIVEN;
D O I
10.1016/j.cviu.2017.04.006
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 deals with the problem of 3D object retrieval using a part-based representation. The premise in this context is that similar objects will consist of similar parts. A part-based representation is proposed, where each object is segmented, and represented as a labeled graph, with nodes corresponding to parts, and edges connecting adjacent parts. The calculation of the distance between two segmented objects is formulated as a multi-label optimization problem, taking into account the aforementioned graphs. The proposed method achieves comparable performance to the state-of-the-art on several datasets, while it has a clear advantage in the case of articulated objects. (C) 2017 Elsevier Inc. All rights reserved.
引用
收藏
页码:148 / 157
页数:10
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