形状描述的一般环傅里叶描述子

Jianwei Yang, Xiang-Jun Zhao, Rushi Lan
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引用次数: 4

摘要

传统的傅立叶描述子(FD)只能用于具有单一边界的对象。提出了一种适用于灰度图像的通用环傅里叶描述子(GRFD)方法。首先,我们对传统fd采取了一种非常规的观点,因为我们将边界视为二维二值图像中的封闭曲线。因此,本文提出的生成FD (GFD)可以适用于图像中具有灰度值的封闭曲线。然后对图像中不同半径的同心圆进行梯度光场分析,得到梯度光场;这些grfd对于平移、缩放和旋转是不变的,可以用来表示对象。使用来自coil-20数据库的图像进行了实验,以比较所提出的描述符与Hu矩和复矩(CMs)的性能。结果表明,该方法具有良好的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Generic ring fourier descriptors for shape description
The traditional Fourier descriptor (FD) can only be used to objects with single boundary. We develop a novel method, Generic Ring Fourier Descriptor (GRFD), which can be applicable to gray-scale image. Firstly, we take an unconventional view of the traditional FDs, as we treat the boundary as a closed-curve in a 2-D binary image. Consequently, the generated FD (GFD) is proposed such that it can be applicable to a closed-curve with gray value in an image. Then GFD is applied to concentric circles with different radius in the image and GRFDs are derived. Objects can be represented by these GRFDs which are invariant to translation, scaling and rotation. Experiments using images from the coil-20 database have been conducted to compare the performance of the proposed descriptors with Hu's moments and Complex moments (CMs). The proposed method demonstrated superior performance.
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