Noblet Vincent, Heinrich Christian, Heitz Fabrice, Armspach Jean-Paul
IEEE Trans Image Process. 2008 Oct;17(10):1963-8. doi: 10.1109/TIP.2008.2002310.
This correspondence addresses the inversion of 3-D transformation fields, which is a problem that typically arises in image warping problems. A topology preserving parametric B-spline-based representation of the deformation field is considered. Topology preservation ensures that the transformation is a one-to-one mapping and consequently that it is invertible. Inverting such transformation fields amounts to solving a system of nonlinear equations. To tackle this problem, we rely on interval analysis techniques. The proposed algorithm yields a solution whose accuracy is user-controlled. This method may be extended to any dense transformation field and also to deformations defined on a grid of points, by considering a projection in the space of topology preserving B-spline-based deformation fields. The performance of the algorithm is illustrated on transformation fields coming from intersubject brain registration.
本通信讨论三维变换场的反演问题,该问题通常出现在图像扭曲问题中。考虑了基于拓扑保持参数B样条的变形场表示。拓扑保持确保变换是一对一映射,因此是可逆的。反演这种变换场相当于求解一个非线性方程组。为了解决这个问题,我们依赖于区间分析技术。所提出的算法产生一个精度由用户控制的解。通过考虑在基于拓扑保持B样条的变形场空间中的投影,该方法可以扩展到任何密集变换场,也可以扩展到定义在点网格上的变形。在来自受试者间脑配准的变换场上展示了该算法的性能。