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Computer Algebra Algorithms Applied to Computer Vision in a Parking Management System

机译:计算机代数算法在停车管理系统中应用于计算机视觉

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摘要

From this paper, we propose a novel methodology to compute a 2D Homography applying some algorithms of computer algebra. We consider the classical problem of solving (exactly) a linear system of algebraic equations, and we suggest a new algorithm for computer vision, based on homomorphism methods over Z, to solve a system of equations necessary to achieve a 3 × 3 matrix H which lets us to compute the projective transformation which translates coordinates between points in different planes. From this work, we want to show that it is possible to apply a symbolic approach to some crucial issues of computer vision, moreover of the numerical methodology, in order to reduce the complexity of some algorithms, and to eliminate the problems associated with loss of precision and normalization. We test our technique in a real situation: a parking management system, which creates a pseudo-top-view of a parking area to determine if there are free parking lots or not.
机译:从本文中,我们提出了一种使用计算机代数的一些算法来计算2D同形学的新颖方法。我们考虑解决(精确地)线性代数方程组的经典问题,并且我们提出了一种基于Z上的同态方法的计算机视觉新算法,以解决实现3×3矩阵H所必需的方程组让我们计算投影变换,该变换在不同平面中的点之间转换坐标。从这项工作中,我们想表明,可以对计算机视觉的一些关键问题,以及数值方法,采用一种符号方法,以减少某些算法的复杂性,并消除与算法损失有关的问题。精度和归一化。我们在真实情况下测试我们的技术:停车管理系统,该系统创建停车区的伪俯视图以确定是否有免费停车位。

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