基于转换的三维对象索引和检索方法

H. Dutagaci, B. Sankur, Y. Yemez
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引用次数: 29

摘要

我们比较了两种基于变换的三维对象检索索引方法。将三维离散傅立叶变换(DFT)和三维径向余弦变换(RCT)应用于三维物体体素化数据。旋转不变特征是由这些变换的系数导出的。此外,我们比较了两种不同的体素表示,即二值表示对象和背景空间,以及经过距离变换后的连续体素表示。在二进制体素表示中,体素值在物体表面简单地设置为1,在其他地方设置为0。在连续值表示中,空间用距离变换的函数填充。分析了DFT和RCT格式的旋转不变性。我们在普林斯顿形状基准上进行了检索实验,并使用几种质量度量来研究方法的检索性能。
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Transform-based methods for indexing and retrieval of 3D objects
We compare two transform-based indexing methods for retrieval of 3D objects. We apply 3D discrete Fourier transform (DFT) and 3D radial cosine transform (RCT) to the voxelized data of 3D objects. Rotation invariant features are derived from the coefficients of these transforms. Furthermore we compare two different voxel representations, namely, binary denoting object and background space, and continuous after distance transformation. In the binary voxel representation the voxel values are simply set to 1 on the surface of the object and 0 elsewhere. In the continuous-valued representation the space is filled with a function of distance transform. The rotation invariance properties of the DFT and RCT schemes are analyzed. We have conducted retrieval experiments on the Princeton Shape Benchmark and investigated the retrieval performance of the methods using several quality measures.
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