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Radial shifted Legendre moments for image analysis and invariant image recognition

机译:径向位移的勒让德矩用于图像分析和不变图像识别

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The rotation, scaling and translation invariant property of image moments has a high significance in image recognition. Legendre moments as a classical orthogonal moment have been widely used in image analysis and recognition. Since Legendre moments are defined in Cartesian coordinate, the rotation invariance is difficult to achieve. In this paper, we first derive two types of transformed Legendre polynomial: substituted and weighted radial shifted Legendre polynomials. Based on these two types of polynomials, two radial orthogonal moments, named substituted radial shifted Legendre moments and weighted radial shifted Legendre moments (SRSLMs and WRSLMs) are proposed. The proposed moments are orthogonal in polar coordinate domain and can be thought as generalized and orthogonalized complex moments. They have better image reconstruction performance, lower information redundancy and higher noise robustness than the existing radial orthogonal moments. At last, a mathematical framework for obtaining the rotation, scaling and translation invariants of these two types of radial shifted Legendre moments is provided. Theoretical and experimental results show the superiority of the proposed methods in terms of image reconstruction capability and invariant recognition accuracy under both noisy and noise-free conditions.
机译:图像矩的旋转,缩放和平移不变性在图像识别中具有重要意义。勒让德矩作为经典的正交矩已广泛用于图像分析和识别。由于勒让德矩是在笛卡尔坐标系中定义的,因此旋转不变性很难实现。在本文中,我们首先导出两种类型的变换的勒让德多项式:替换和加权径向移位勒让德多项式。基于这两种类型的多项式,提出了两个径向正交矩,分别称为替换径向移位的勒让德矩和加权径向移位的勒让德矩(SRSLM和WRSLM)。所提出的矩在极坐标域中是正交的,并且可以被视为广义矩和正交复矩。与现有的径向正交矩相比,它们具有更好的图像重建性能,更低的信息冗余和更高的噪声鲁棒性。最后,提供了一种数学框架,用于获得这两种类型的径向位移勒让德矩的旋转,缩放和平移不变性。理论和实验结果表明,在噪声和无噪声条件下,该方法在图像重建能力和不变识别精度方面均具有优势。

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