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Incorporation of Structural Tensor and Driving Force Into Log-Demons for Large-Deformation Image Registration.
IEEE Trans Image Process ; 28(12): 6091-6102, 2019 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-31251187
ABSTRACT
Large-deformation image registration is important in theory and application in computer vision, but is a difficult task for non-rigid registration methods. In this paper, we propose a structural Tensor and Driving force-based Log-Demons algorithm for it, named TDLog-Demons for short. The structural tensor of an image is proposed to obtain a highly accurate deformation field. The driving force is proposed to solve the registration issue of large-deformation that often causes Log-Demons to trap into local minima. It is defined as a point correspondence obtained via multisupport-region-order-based gradient histogram descriptor matching on image's boundary points. It is integrated into an exponentially decreasing form with the velocity field of Log-Demons to move the points accurately and to speed up a registration process. Consequently, the driving force-based Log-Demons can well deal with large-deformation image registration. Extensive experiments demonstrate that the TDLog-Demons not only captures large deformations at a high accuracy but also yields a smooth deformation.

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Texto completo: Disponível Coleções: Bases de dados internacionais Base de dados: MEDLINE Idioma: Inglês Revista: IEEE Trans Image Process Assunto da revista: Informática Médica Ano de publicação: 2019 Tipo de documento: Artigo