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Minimal surfaces based object segmentation

机译:基于最小曲面的对象分割

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摘要

A geometric approach for 3D object segmentation and representation is presented. The segmentation is obtained by deformable surfaces moving towards the objects to be detected in the 3D image. The model is based on curvature motion and the computation of surfaces with minimal areas, better known as minimal surfaces. The space where the surfaces are computed is induced from the 3D image (volumetric data) in which the objects are to be detected. The model links between classical deformable surfaces obtained via energy minimization, and intrinsic ones derived from curvature based flows. The new approach is stable, robust, and automatically handles changes in the surface topology during the deformation.
机译:提出了一种用于3D对象分割和表示的几何方法。通过朝向3D图像中要检测的对象移动的可变形表面获得分割。该模型基于曲率运动和具有最小面积的表面(通常称为最小表面)的计算。从要检测对象的3D图像(体积数据)中得出计算表面的空间。该模型将通过能量最小化获得的经典可变形曲面与从基于曲率的流中导出的固有曲面之间建立了联系。新方法稳定,可靠,并且可以自动处理变形过程中表面拓扑的变化。

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