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Subgraph learning for graph matching

delete2020-02-01
delete6
PRE
AI
聂为之 封面图
聂为之 (Weizhi Nie)
H
Hai Fei Ding
刘
刘安安 (An-An Liu)
Z
Zonghui Deng *
苏育挺 封面图
苏育挺 (Yuting Su)
DOI:10.1016/j.patrec.2018.07.005delete
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摘要

摘要

En 中文
Graph matching is a powerful tool for computer vision, distance measure and machine learning. However, many factors influences the accuracy of matching. The outliers is a key problem in the process of matching. In this paper, a novel approach is proposed to handle graph matching problem based on Markov Chain Monte Carlo framework. By constructing a target distribution, the proposed can perform a process of sampling to maximize the graph matching objective. In this process, our method can effectively save matching pairwise under one-to-one matching constraints and also avoid the effect of outliers and deformation. The corresponding experiments on synthetic graphs, real images and view-based 3D model retrieval demonstrate the superiority of the proposed method. (C) 2018 Elsevier B.V. All rights reserved.
Keyword:
Graph matching
Markov Chain Monte Carlo
Image matching
Object retrieval
AI总结

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期刊

Pattern Recognition Letters 封面图
Pattern Recognition Letters
IF:
3.3
论文数:
7.9K
被引数:
1.6W

机构

T
tianjin university
学者数:
8.0W
论文数: 5.8W
被引数: 88
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