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Arrangement: a spatial relation between parts for evaluating similarity of tomographic section

机译:布置:零件之间的空间关系,用于评估断层图像的相似性

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摘要

Medical tomographic images are formed by the intersection of the image plane and an object. As the image plane changes, different parts of the object come in view or drop out of view. However, for small changes of the image plane, most parts continue to remain visible and their qualitative embedding in the image remains similar. Therefore, similarity of part embeddings can be used to infer similarity of image planes. Part embeddings are useful features for other vision applications as well. In view of this, a spatial relation called "arrangement" is proposed to describe part embeddings. The relation describes how each part is surrounded by its neighbors. Further, a metric for arrangements is formulated by expressing arrangements in terms of the Voronoi diagram of the parts. Arrangements and their metric are used to retrieve images by image plane similarity in a cardiac magnetic resonance image database. Experiments with the database are reported which (1) validate the observation that similarity of image planes can be inferred from similarity of part embeddings, and (2) compare the performance of arrangement based image retrieval with that of expert radiologists.
机译:医学断层图像是由图像平面和对象的交点形成的。随着图像平面的变化,对象的不同部分会进入视野或从视野中消失。但是,对于图像平面的微小变化,大多数部分仍然保持可见状态,并且它们在图像中的定性嵌入仍然相似。因此,部件嵌入的相似性可用于推断图像平面的相似性。零件嵌入对于其他视觉应用程序也是有用的功能。鉴于此,提出了一种称为“排列”的空间关系来描述零件嵌入。该关系描述了每个零件如何被其邻居包围。此外,通过以零件的沃罗尼图表示布置来制定布置的度量。装置及其度量用于通过心脏磁共振图像数据库中的图像平面相似度来检索图像。报告了使用该数据库的实验,这些实验(1)验证了观察结果,即可以从零件嵌入的相似性推断出图像平面的相似性,并且(2)将基于排列的图像检索的性能与放射线专家的性能进行比较。

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