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基于显著几何特征的文物碎片分类

  

  • 出版日期:2015-08-28 发布日期:2015-08-04

Classification of Cultural Relic Fragments Based on Salient Geometric Features

  • Online:2015-08-28 Published:2015-08-04

摘要: :采用传统的基于文物碎片形状特征的分类方法对外形受损的文物碎片准确率低下。
有浮雕或者印记的文物表面存在一些规律性的显著几何特征,提取此类特征结构可更好地描述
受损文物形状特征。提出一种基于显著几何特征的文物碎片分类方法。首先给出显著几何特征
的定义并计算代表模型表面局部区域的局部表面描述符,然后通过对局部表面描述符聚类来提
取兵马俑碎片表面的显著几何特征,最后运用EMD 方法对显著几何特征进行匹配并确定分类。
实验结果表明该方法对兵马俑碎片的分类具有较高的准确率。

关键词: 局部表面描述符, 显著几何特征, EMD, 兵马俑

Abstract: Identifying culture relic fragments which shapes are severely damaged has low accuracy by
use of the traditional classification method based on shape features of culture relic fragments. There
are some regular salient geometric features on the surface of culture relics which is embossed or
marked, and extracting such structures can descript shape features of damaged culture relics better. A
classification method of culture relic fragments is presented based on salient geometric features. Frist,
the definition of salient geometric feature is proposed, and the local surface description is given.
Secondly, salient geometric features on the surface of Terra-Cotta Warriors fragments are extracted by
clustering local surface descriptions. At last, salient geometric features are matched using EMD
method, and the classification is identified. The experiment results indicate this method has high
accuracy for the classification of Terra-Cotta Warriors fragments.

Key words: local surface description, salient geometric feature, EMD, Terra-Cotta Warrior