Classification of archaeological pottery profiles using modal analysis

Classification of archaeological pottery profiles using modal analysis
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DOI:
10.1007/s11042-016-4076-9
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发表时间:
2017-10-01
影响因子:
3.6
通讯作者:
Carrascosa, F.
Carrascosa, F.
中科院分区:
计算机科学4区
文献类型:
--
作者:
Lucena, M.;Fuertes, J. M.;Carrascosa, F.

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We propose a new vessel profile characterization and comparison technique, based on Modal Analysis. Each profile is represented as a node chain that approximates its contour, and characterized by calculating its deformation spectrum, i.e. the amount of deformation needed to transform it into a reference shape. Two profiles can be compared by computing the Euclidean Distance between their corresponding deformation spectrum vectors. We have done our supervised classification experiments with a profile database labeled by experts. Success rates, which exceed 89 %, are better than the ones obtained by other techniques, while maintaining a low computational cost. Our results suggest that the proposed descriptor captures the morphological features of a given profile.