Yang Jianwei, Lu Zhengda, Tang Yuan Yan, Yuan Zhou, Chen Yunjie
IEEE Trans Image Process. 2020 Jan 30. doi: 10.1109/TIP.2020.2967578.
Fourier-Mellin transform (FMT) has been widely used for the extraction of rotation- and scale-invariant features. However, affine transform is a more reasonable approximation model for real viewpoint change. Due to shearing, the integral along the angular direction in the calculation of FMT cannot be used to extract the inherent features of an image undergoing affine transform. To eliminate the effect of shearing, whitening transform should be conducted on the integral along the radial direction. FMT can hardly be modified by conventional whitening-based methods with low computational cost due to additional processes. In this paper, two factors are constructed and embedded into FMT. Quasi Fourier-Mellin transform (QFMT) is proposed. The embedding of these factors is equivalent to whitening transform and can eliminate the effect of shearing in the affine transform. In particular, QFMT can also be calculated by integrating along the radial direction followed by integrating along the angular direction, as in FMT. Based on QFMT, the quasi Fourier-Mellin descriptor (QFMD) is constructed for the extraction of affine invariant features. Some experiments have also been conducted to test the performance of the proposed method.
傅里叶-梅林变换(FMT)已被广泛用于提取旋转和平移不变特征。然而,仿射变换对于实际视点变化是一种更合理的近似模型。由于剪切作用,在FMT计算中沿角度方向的积分不能用于提取经历仿射变换图像的固有特征。为了消除剪切的影响,应在沿径向的积分上进行白化变换。由于额外的处理过程,传统的基于低计算成本的白化方法很难对FMT进行修改。本文构建了两个因子并将其嵌入到FMT中。提出了准傅里叶-梅林变换(QFMT)。这些因子的嵌入等同于白化变换,并且可以消除仿射变换中的剪切影响。特别地,与FMT一样,QFMT也可以通过先沿径向积分然后沿角度方向积分来计算。基于QFMT,构建了准傅里叶-梅林描述符(QFMD)用于提取仿射不变特征。还进行了一些实验来测试所提出方法的性能。