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Investigations on skeleton completeness for skeleton-based shape matching

机译:基于骨架的形状匹配的骨架完整性研究

摘要

Skeleton is an important shape descriptor for deformable shape matching, because it integrates both geometrical and topological features of a shape. As the skeletonisation process often generates redundant skeleton branches that may seriously disturb the skeleton matching and cause high computational complexity, skeleton pruning is required to remove the inaccurate or redundant branches while preserving the essential topology of the original skeleton. However, pruning approaches normally require manual intervention to produce visually complete skeletons. As different people may have different perceptions for identifying visually complete skeletons, it is unclear how much the accuracy of skeleton-based shape matching is influenced by human selection. Moreover, it is also unclear how skeleton completeness impacts the accuracy of skeleton-based shapematching. We investigate here these two questions in a structured way. In addition, we present experimental evidence to show that it is possible to do automatic skeleton pruning while maintaining the matching accuracy by estimating the approximate pruning power of each shape.
机译:骨架是可变形形状匹配的重要形状描述符,因为它整合了形状的几何和拓扑特征。由于骨架化过程通常会生成多余的骨架分支,这可能会严重干扰骨架匹配并导致较高的计算复杂性,因此需要在保留原始骨架的基本拓扑的同时,对骨架进行修剪以去除不准确或多余的分支。但是,修剪方法通常需要人工干预才能产生视觉上完整的骨骼。由于不同的人对于识别视觉上完整的骨骼可能有不同的认识,因此尚不清楚人工选择对基于骨骼的形状匹配的准确性有多大影响。此外,还不清楚骨架完整性如何影响基于骨架的形状匹配的准确性。我们在这里以结构化的方式调查这两个问题。此外,我们提供的实验证据表明,可以通过估计每种形状的近似修剪力,在保持匹配精度的同时进行自动骨架修剪。

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