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Color Fourier-Mellin descriptors for image recognition

机译:用于图像识别的颜色傅里叶-梅林描述符

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We propose new sets of Fourier-Mellin descriptors for color images. They are constructed using the Clifford Fourier transform of Batard et al. (2010) [4) and are an extension of the classical Fourier-Mellin descriptors for grayscale images. These are invariant under direct similarity transformations (translations, rotations, scale) and marginal treatment of colors images is avoided. An implementation of these features is given and the choice of the bivector (a distinguished color plane which parameterizes the Clifford Fourier transform) is discussed. The proposed formalism extends and clarifies the notion of direction of analysis as introduced for the quaternionic Fourier-Mellin moments (Guo and Zhu, 2011). Thus, another set of descriptors invariant under this parameter is defined. Our proposals are tested with the purpose of object recognition on well-known color image databases. Their retrieval rates are favorably compared to standard feature descriptors.
机译:我们为彩色图像提出了新的傅立叶-梅林描述符集。它们是使用Batard等人的Clifford Fourier变换构造的。 (2010)[4],并且是经典傅里叶-梅林描述符用于灰度图像的扩展。这些在直接相似变换(平移,旋转,缩放)下是不变的,避免了彩色图像的边缘处理。给出了这些功能的实现,并讨论了双向量的选择(参数化Clifford Fourier变换的显着色彩平面)。所提出的形式主义扩展并阐明了为四元傅里叶-梅林矩所引入的分析方向的概念(Guo and Zhu,2011)。因此,定义了在该参数下不变的另一组描述符。我们的建议经过测试,目的是在著名的彩色图像数据库上进行对象识别。与标准特征描述符相比,它们的检索率具有优势。

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