使用物理可变形模型的轮廓/表面配准

J. Qian, T. Mitsa, E. Hoffman
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引用次数: 6

摘要

描述了一种基于物理可变形模型的曲面/轮廓配准新方法。注册时不需要预先了解几何变换的类型。相反,作者的方法将表面看作是由弹性材料制成的,它会根据施加的外力而改变形状。两个曲面/轮廓的配准是一个形状向另一个形状受物理规律支配的变形过程。变形前,用全局仿射变换对两个形状进行粗略配准。然后应用物理可变形模型来变形一个形状以匹配另一个形状。当一个形状最终变形为另一个形状时,两个形状之间的点对应关系就建立起来了。在二维情况下,该模型类似于活动轮廓模型,但配准被表述为平衡问题而不是最小化问题。结果是一组解耦的线性系统方程,易于求解。还表明,由于物理约束,作者的模型是Burr(1981)动态轮廓模型的改进版本。实验结果验证了该模型的有效性。
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Contour/surface registration using a physically deformable model
Describes a new approach of surface/contour registration based on a physically deformable model. No prior knowledge about the types of geometric transformation is required for registration. Instead, the authors' approach views the surface as made of elastic material that will change shape in response to the applied external force. The registration of two surfaces/contours is the deformation process of one shape towards the other governed by physical laws. Before the deformation, the two shapes are roughly registered with a global affine transformation. The physically deformable model is then applied to deform one shape to match the other. The point correspondences between the two shapes are established when one shape is finally deformed to the other. In the 2D case, the model is similar to the active contour model but registration is formulated as an equilibrium problem instead of minimization problem. The result is a set of decoupled linear system equations that are easy to solve. It is also shown that, because of physical constraints imposed the authors' model is an improved version of Burr's (1981) dynamic contour model. Experimental results are presented to demonstrate the performance of the model.
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