Karaçali Bilge, Davatzikos Christos
Section of Biomedical Image Analysis, Department of Radiology, University of Pennsylvania, Philadelphia, PA 19104, USA.
Inf Process Med Imaging. 2003 Jul;18:426-37.
A general formalism to impose topology preserving regularity on a given irregular deformation field is presented. The topology preservation conditions are derived with regard to the discrete approximations to the deformation field Jacobian in a two-dimensional image registration problem. The problem of enforcing topology preservation onto a given deformation field is formulated in terms of the deformation gradients, and solved using a cyclic projections approach. The generalization of the developed algorithm leads to a deformation field regularity control by limiting the per voxel volumetric change within a prescribed interval. Extension of the topology preservation conditions onto a three-dimensional registration problem is also presented, together with a comparative analysis of the proposed algorithm with respect to a Gaussian regularizer that enforces the same topology preservation conditions.
提出了一种在给定的不规则变形场上施加拓扑保持正则性的通用形式。针对二维图像配准问题中变形场雅可比行列式的离散近似,推导了拓扑保持条件。将拓扑保持施加到给定变形场上的问题根据变形梯度进行了公式化,并使用循环投影方法求解。所开发算法的推广导致通过将每个体素的体积变化限制在规定区间内来控制变形场的正则性。还介绍了将拓扑保持条件扩展到三维配准问题,以及将所提出算法与施加相同拓扑保持条件的高斯正则化器进行的对比分析。