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Integral Equation-Wavelet Collocation Method for Geometric Transformation and Application to Image Processing

机译:积分方程-小波配置的几何变换方法及其在图像处理中的应用

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Geometric (or shape) distortion may occur in the data acquisition phase in information systems, and it can be characterized by geometric transformation model. Once the distortedimage is approximated by a certain geometric transformation model, we can apply its inversetransformation to remove the distortion for the geometric restoration. Consequently, findinga mathematical form to approximate the distorted image plays a key role in the restoration. A harmonic transformation cannot be described by anyfixed functions in mathematics. In fact, it is represented by partial differential equation (PDE)with boundary conditions. Therefore, to develop an efficient method to solve such a PDE isextremely significant in the geometric restoration. In this paper, a novel wavelet-based methodis presented, which consists of three phases. In phase 1, the partial differential equation isconverted into boundary integral equation and representation by an indirect method. In phase2, the boundary integral equation and representation are changed to plane integral equationand representation by boundary measure formula. In phase 3, the plane integral equation andrepresentation are then solved by a method we call wavelet collocation. The performance of our method is evaluated by numerical experiments.
机译:几何(或形状)失真可能会在信息系统的数据获取阶段发生,并且可以通过几何转换模型来表征。一旦扭曲的图像被某个几何变换模型近似,我们就可以应用其逆变换来消除几何恢复的失真。因此,寻找近似失真图像的数学形式在恢复中起着关键作用。谐波变换不能用数学中的任何固定函数来描述。实际上,它由带有边界条件的偏微分方程(PDE)表示。因此,开发一种解决此类PDE的有效方法在几何修复中具有极其重要的意义。本文提出了一种新的基于小波的方法,该方法包括三个阶段。在阶段1中,偏微分方程通过间接方法转换为边界积分方程和表示。在阶段2中,通过边界测度公式将边界积分方程和表示更改为平面积分方程和表示。在阶段3中,然后通过一种称为小波配置的方法来求解平面积分方程和表示。通过数值实验评估了我们方法的性能。

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