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A Face-Based Shape Matching Method for IGES Surface Model

机译:IGES曲面模型的基于面部的形状匹配方法

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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是用于机械数据交换的广泛使用的标准。在本文中,我们提出了一种新的IGES曲面模型检索任务的方法。基于这种方法,提出并评估了一种新颖的个性化面孔选择策略。在训练数据库中,将每个模型视为一组混乱的面孔,并分别提取和存储其特征。然后,计算并存储每个面的折扣累积增益(DCG)值,以供以后使用。为了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每个人脸的DCG值来预测每个人脸的DCG值,然后选择预测DCG值最高的前k个人脸作为查询输入。最后应用贪心算法来获得总体相似度。实验结果表明,在大多数情况下,我们的算法在寻找具有相似功能的零件方面优于或至少可与某些最强大的方法相提并论。

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