Can I read Dual Calibration Mechanism Based L2, p-Norm for Graph Matching on EtoBox?

Dual Calibration Mechanism Based L2, p-Norm for Graph Matching by Yu-Feng Yu; Guoxia Xu; Ke-Kun Huang; Hu Zhu; Long Chen; Hao Wang is a Computer Science article available to read on EtoBox.

What is Dual Calibration Mechanism Based L2, p-Norm for Graph Matching about?

Unbalanced geometric structure caused by variations with deformations, rotations and outliers is a critical issue that hinders correspondence establishment between image pairs in existing graph matching methods. To deal with this problem, in this work, we propose a dual calibration mechanism (DCM) for establishing feature points correspondence in graph matching. In specific, we embed two types of calibration modules in the graph matching, which model the correspondence relationship in point and edge respectively. The point calibration module performs unary alignment over points and the edge calibration module performs local structure alignment over edges. By performing the dual calibration, the feature points correspondence between two images with deformations and rotations variations can be obtained. To enhance the robustness of correspondence establishment, the L2,p-norm is employed as the similarity metric in the proposed model, which is a flexible metric due to setting the different p values. Finally, we incorporate the dual calibration and L2,p-norm based similarity metric into the graph matching model which can be optimized by an effective algorithm, and theoretically prove t

Who reads Dual Calibration Mechanism Based L2, p-Norm for Graph Matching?

Author

Yu-Feng Yu; Guoxia Xu; Ke-Kun Huang; Hu Zhu; Long Chen; Hao Wang

Publisher

IEEE; Institute of Electrical and Electronics Engineers; Institute of Electrical and Electronics Engineers (IEEE) (ISSN 1051-8215)

Published

2021

Language

EN

Field

Computer Science (Physical Sciences)