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Sculpture Similarity Representation and Retrieval Application Based on Similarity Measurement Algorithm

机译:基于相似性测量算法的雕塑相似度表示与检索应用

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Buddhist sculpture is an important part in culture heritage. How to process quantitative evaluation on artistic feature is a key point for further and precise analysis on art works. In this research, we proposed a digitalized approach for Buddhist head similarity evaluation and stylistic analysis. Our aim is to normalize the random 3D scanning data into a uniform structure and to extract global shape features. The data in the form of 3D descriptor are combined with the similarity measurement algorithm in stylistic retrieval process. By applying spherical harmonic degree balancing and principal components analysis on original coefficients, we get a simple and informative 3D shape descriptor. The experimental results demonstrate that our method is efficient, successful in Buddhist shape similarity representation, and insensitive to topological noise. Furthermore, based on our shape descriptor, the intrinsic relationship between shape features and historical environment were analyzed by clustering method.
机译:佛教雕塑是文化遗产的重要组成部分。如何处理艺术特征的定量评估是艺术作品的进一步和精确分析的关键点。在这项研究中,我们提出了一种用于佛教头部相似性评估和风格分析的数字化方法。我们的目的是将随机3D扫描数据标准化为均匀的结构并提取全局形状特征。 3D描述符形式的数据与风格检索过程中的相似性测量算法组合。通过对原始系数进行球形谐波度平衡和主成分分析,我们得到一个简单且信息的3D形状描述符。实验结果表明,我们的方法是高效,成功的佛教形状相似性表示,对拓扑噪音不敏感。此外,基于我们的形状描述符,通过聚类方法分析了形状特征与历史环境之间的内在关系。

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