1 February 2011 Nonrigid image registration based on control point matching and shifting
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Abstract
In point-based monomodal image registration, registration accuracy relies heavily on control point (CP) locations and correspondences. However, CP extraction and correspondence establishment are still difficult under complex deformations, such as elastic deformations. To solve this problem, we present a novel approach to optimizing CP locations and simultaneously establishing the proper correspondence between these points. An expectation-maximization-like model and a refinement mechanism are proposed to achieve CP optimization as well as correspondence establishment. Experimental results for artificial and real registration tasks show that the proposed approach is robust and has good convergence behavior.
©(2011) Society of Photo-Optical Instrumentation Engineers (SPIE)
Wei Sun and Xuan Yang "Nonrigid image registration based on control point matching and shifting," Optical Engineering 50(2), 027006 (1 February 2011). https://doi.org/10.1117/1.3542043
Published: 1 February 2011
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CITATIONS
Cited by 5 scholarly publications.
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KEYWORDS
Image registration

Optical engineering

Image fusion

Data modeling

Detection and tracking algorithms

Optimization (mathematics)

Sensors

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