基于内容的三维工程形状搜索

K. Lou, K. Ramani, Sunil Prabhakar
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引用次数: 35

摘要

我们讨论了一个原型三维工程形状搜索系统的设计与实现。该系统结合了多特征向量、关联反馈、示例查询和浏览查询,灵活定义形状相似度,并通过多维索引和聚类实现高效执行。为了给用户提供更多的信息来确定三维工程形状的相似性,提出并实现了一个允许用户操纵形状的三维界面来显示搜索结果。该系统允许用户指定应该使用哪些特征向量来执行搜索。该系统被用于进行大量的实验真实数据,以测试各种形状特征向量的有效性-这是此类比较的第一次。测试结果表明,特征向量的平均精度由大到小依次为:主矩、矩不变量、几何参数、特征值。此外,为了提高三维工程形状搜索的有效性,提出并验证了多步相似度搜索策略。结果表明,当检索到固定数量的形状时,多步搜索方法比单次搜索方法更有效。
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Content-based three-dimensional engineering shape search
We discuss the design and implementation of a prototype 3D engineering shape search system. The system incorporates multiple feature vectors, relevance feedback, and query by example and browsing, flexible definition of shape similarity, and efficient execution through multidimensional indexing and clustering. In order to offer more information for a user to determine similarity of 3D engineering shape, a 3D interface that allows users to manipulate shapes is proposed and implemented to present the search results. The system allows users to specify which feature vectors should be used to perform the search. The system is used to conduct extensive experimentation real data to test the effectiveness of various feature vectors for shape - the first such comparison of this type. The test results show that the descending order of the average precision of feature vectors is: principal moments, moment invariants, geometric parameters, and eigenvalues. In addition, a multistep similarity search strategy is proposed and tested to improve the effectiveness of 3D engineering shape search. It is shown that the multistep approach is more effective than the one-shot search approach, when a fixed number of shapes are retrieved.
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