结合形状和颜色的三维模型检索

Conrado R. Ruiz, R. Cabredo, Levi Jones Monteverde, Zhiyong Huang
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引用次数: 9

摘要

目前对三维模型检索系统的研究主要集中在利用模型的形状来方便检索和检索。本文探讨了通过结合形状和颜色来增强现有的基于形状的三维相似性度量的可能性。首先,在D2形状描述符的基础上提出了一种新的描述符。在我们的方法中,从3D模型中随机选择n对人脸,其概率与人脸的面积成正比。计算较小区域与较大区域的比例,并存储其频率,生成nratio的频率分布,该分布存储为二维阵列的第二维,而第一维包含随机生成的点对距离的频率分布(d2分布)。其次,本研究介绍了利用三维模型的颜色特征结合形状特征来确定相似性。该研究涉及到研究和采用现有的二维基于颜色的三维模型相似性度量。对结果的分析是基于两种方法的精确率和召回率。
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Combining Shape and Color for Retrieval of 3D Models
Current research on the retrieval systems for 3Dmodels focuses on using the shape of the models to facilitate search and retrieval. This paper explores the possibility of augmenting the existing 3D shape-based similarity measures by combining shape and color. First, a new descriptor was developed based on the D2 shape descriptor. In our method, Npairs of faces are randomly chosen from a 3D model, with probability proportional to the area of the face. The ratio of the smaller area over the larger area is computed and its frequency stored, generating a frequency distribution of Nratios which is stored as the second dimension of a 2D array,while the first dimension contains the frequency distribution of distances of randomly generated point pairs (the D2distribution). Second, this research introduces the use of the color features of a 3D model in combination with the shape features to determine similarity. The research involves the study and adoption of an existing 2D color-based similarity measure for 3D models. The analysis of the results is based on the precision and recall of both approaches.
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