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A Simple Regularizer for B-spline Nonrigid Image Registration That Encourages Local Invertibility

机译:B样条非刚性图像配准的简单正则化函数,可鼓励局部可逆性

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摘要

Non rigid image registration is an important task for many medical imaging applications. In particular, for radiation oncology it is desirable to track respiratory motion for thoracic cancer treatment. B-splines are convenient for modeling nonrigid deformations, but ensuring invertibility can be a challenge. This paper describes sufficient conditions for local invertibility of deformations based on B-spline bases. These sufficient conditions can be used with constrained optimization to enforce local invertibility. We also incorporate these conditions into nonrigid image registration methods based on a simple penalty approach that encourages diffeomorphic deformations. Traditional Jacobian penalty methods penalize negative Jacobian determinant values only at grid points. In contrast, our new method enforces a sufficient condition for invertibility directly on the deformation coefficients to encourage invertibility globally over a 3-D continuous domain. The proposed penalty approach requires substantially less compute time than Jacobian penalties per iteration.
机译:对于许多医学成像应用而言,非刚性图像配准是一项重要任务。特别地,对于放射肿瘤学,期望追踪呼吸运动以治疗胸癌。 B样条曲线对于非刚性变形的建模很方便,但是确保可逆性可能是一个挑战。本文介绍了基于B样条曲线基的局部变形可逆性的充分条件。这些足够的条件可以与约束优化一起使用,以实现局部可逆性。我们还将这些条件结合到基于简单判罚方法的非刚性图像配准方法中,该方法会鼓励形变变形。传统的雅可比惩罚方法仅在网格点处惩罚负雅可比行列式值。相反,我们的新方法直接在形变系数上施加了可逆性的充分条件,从而在3-D连续域上全面促进了可逆性。所提出的惩罚方法比每次迭代的Jacobian惩罚所需的计算时间少得多。

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