Non-rigid free-form 2D–3D registration using a B-spline-based statistical deformation model
نویسندگان
چکیده
منابع مشابه
Non-rigid Groupwise Registration using B-Spline Deformation Model
In this work, we extend a previously demonstrated entropy based groupwise registration method to include a non-rigid deformation model based on B-splines. We describe an open source implementation of the groupwise registration algorithm using the Insight Toolkit ITK www.itk.org. We provide the source code, parameters, input and output data that we used for validation. We describe an efficient i...
متن کاملFree-Form B-spline Deformation Model for Groupwise Registration.
In this work, we extend a previously demonstrated entropy based groupwise registration method to include a free-form deformation model based on B-splines. We provide an efficient implementation using stochastic gradient descents in a multi-resolution setting. We demonstrate the method in application to a set of 50 MRI brain scans and compare the results to a pairwise approach using segmentation...
متن کاملNon - Rigid Registration Using Hardware - Accelerated Free - Form Deformation
In this paper we introduce a new method for non-rigid voxel-based registration of medical images. There exist many applications where an alignment between two image datasets has to be established. Often a registration of a time-shifted medical image sequence with appearing deformation of soft tissue (e.g. preand intraoperative data) has to be conducted. Soft tissue deformations are usually high...
متن کاملNonrigid free-form registration using landmark-based statistical deformation models
In this paper, we propose an image registration algorithm named statistically-based FFD registration (SFFD). This registration method is a modification of a well-known free-form deformations (FFD) approach. Our framework dramatically reduces the number of parameters to optimise and only needs to perform a single-resolution optimisation to account for coarse and fine local displacements, in cont...
متن کاملNon-rigid Registration Using Free-form Deformations
A deformable registration approach for medical images of same dimensionality is proposed. The popular free-form deformations (FFD) setting is utilized to characterize deformations based on a grid of control points. B-splines serve the purpose of interpolating the dense deformation field from a given control point configuration. The central idea is to combine the FFD method with well-understood ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Pattern Recognition
سال: 2017
ISSN: 0031-3203
DOI: 10.1016/j.patcog.2016.09.036