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Affine-invariant recognition of gray-scale objects by Fourier descriptors

机译:傅立叶描述子对灰度目标的仿射不变识别

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Abstract: The affine invariant recognition of two-dimensional objects which have the same shape but a different gray level function is a difficult problem in computer vision. A possible solution to the problem is based on the method of affine invariant moments. However, the moments have a badly conditioned dynamic range and they turn out to be very sensitive to noise. This paper presents a new method which is based on affine invariant Fourier descriptors for planar curves. It suggests a weighted parameterization for the boundary of an object based on its gray level function. The parameter of a boundary point is defined as the sum of gray levels of the area covered by a line from the center of mass to a starting point of the boundary moving along the boundary. The parameterization is an affine mapping with respect to the transformed object and to an arbitrary starting point of the contour finder. This parameterization enables the development of affine invariant Fourier descriptors. The Fourier descriptors consider two features, the contour and the gray level function of the object. The set of Fourier descriptors which characterizes the image pattern is not complete but their capabilities for pattern separation is very good. The method is less vulnerable to noise than the method of affine invariant moments. Application tests under real conditions demonstrate the practicability of the proposed algorithm. The complexity of the algorithm for a pattern with N pixels is 0(N). !16
机译:摘要:具有相同形状但灰度函数不同的二维物体的仿射不变识别是计算机视觉中的难题。该问题的可能解决方案是基于仿射不变矩的方法。但是,这些力矩的动态范围条件很差,而且它们对噪声非常敏感。本文提出了一种基于仿射不变傅立叶描述符的平面曲线新方法。它建议根据对象的灰度函数对对象的边界进行加权参数化。边界点的参数定义为从质心到沿边界移动的边界的起点的直线所覆盖的区域的灰度级总和。参数化是相对于变换后的对象以及轮廓查找器的任意起点的仿射映射。该参数化使得能够开发仿射不变傅立叶描述符。傅立叶描述符考虑两个特征,即对象的轮廓和灰度功能。表征图像图案的傅立叶描述符集并不完整,但是它们的图案分离能力非常好。该方法比仿射不变矩的方法不易受到噪声的影响。在实际条件下的应用测试证明了该算法的实用性。具有N个像素的图案的算法复杂度为0(N)。 !16

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