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Clustering Bayon Face Towers Using Restored 3D Shape Models

机译:使用还原的3D形状模型对Bayon面塔进行聚类

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Bayon, the well-known Khmer temple at Angkor in Cambodia, is famous for its numerous massive stone face towers. Researchers believe that these facial sculptures can be divided into several meaningful categories. Unlike previous studies, in this paper, each face tower is treated as a basic unit in the classification procedure, as we find that faces located on the same tower have a higher similarity value than those which belong to different ones. 3D replicas acquired by digital scanning are used and a restoration scheme based on the matrix recovery theory is adopted within each tower in order to eliminate the impact of data incompletion. Towers are represented by the average shapes of restored faces and hierarchically clustered based on their similarity values. The spatial distribution of the clustering result shows that there are some patterns among the structure of Bayon, which could be meaningful through further archaeological research.
机译:柬埔寨吴哥(Angkor)著名的高棉(Khmer)寺庙巴戎(Bayon)以其众多的大型石塔而闻名。研究人员认为,这些面部雕塑可以分为几个有意义的类别。与以前的研究不同,在本文中,每个面孔塔在分类过程中均被视为基本单位,因为我们发现位于同一塔上的面孔具有比属于不同面孔的面孔更高的相似度值。使用通过数字扫描获取的3D复制品,并在每个塔内采用基于矩阵恢复理论的恢复方案,以消除数据不完整的影响。塔由恢复面的平均形状表示,并基于其相似度值进行层次聚类。聚类结果的空间分布表明,Bayon结构中存在一些模式,这可能通过进一步的考古研究而有意义。

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