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A Face-based Shape Matching Method for IGES Surface Model

机译:用于IGES表面模型的基于面形状匹配方法

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摘要

IGES is a widely used standard for mechanical data exchange. In this paper, we present a new method for the retrieval task of IGES surface model. Based on this method, a novel distinctive face selection strategy is proposed and evaluated. In the training database, each model is treated as a set of disordered faces, and their features are extracted and stored respectively. The Discounted Cumulative Gain (DCG) value of each face is then calculated and stored for later utilization. To retrieve models in the testing database, we first forecast each face's DCG value by searching its most similar face's DCG value in training database, and then the top k faces with highest forecasted DCGs are selected as query input. A greedy algorithm is finally applied to get the total similarity. Experimental results show that our algorithm is superior or at least comparable to some of the most powerful methods in finding parts with similar functionality in most cases.
机译:IGES是一种广泛使用的机械数据交换标准。在本文中,我们提出了一种新方法,用于IGES表面模型的检索任务。基于该方法,提出了一种新颖的独特面对选择策略和评估。在培训数据库中,每个模型被视为一组无序面,分别提取和存储它们的特征。然后计算每个面的折扣累积增益(DCG)值并储存以供稍后使用。要在测试数据库中检索模型,我们首先通过在训练数据库中搜索其最相似的面部的DCG值来预测每个面部的DCG值,然后选择具有最高预测DCG的顶部K面作为查询输入。最终应用贪婪算法以获得总相似性。实验结果表明,我们的算法优于或至少与大多数情况下具有相似功能的零件中的一些最强大的方法。

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