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霍夫变换在幂函数型曲线检测中的应用

The Application of Hough Transform in the Detection of Power Function Curve

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【作者】 曾接贤张桂梅储珺鲁宇明

【Author】 Zeng Jiexian Zhang Guimei Chu Jun Lu Yuming(Laboratory of Computer Vision,Nanchang Institute of Aeronautical Engineering,Nanchang330034)

【机构】 南昌航空工业学院计算机视觉研究室南昌航空工业学院计算机视觉研究室 南昌330034南昌330034南昌330034

【摘要】 利用霍夫变换抗噪声能力强和能分离出属于不同直线附近点的特性,研究离散数据点集M中xi,yi满足幂函数关系时的曲线检测问题。首先,对离散数据点集M中的数据xi,yi作对数变换,得到新的数据点集M(xi,yi),此时,xi,yi具有线性关系;其次,用霍夫变换检测M中的直线,可得直线参数;然后,利用霍夫变换所得的直线参数,计算图象中的边缘点到直线的距离dki,并与给定阈值dk比较,从而将分布在不同直线附近的点分离出来,同时剔除数据点集M中的干扰点或噪声;最后,用最小二乘法拟合直线,得到剔除干扰点或噪声后的拟合曲线方程参数a和b。

【Abstract】 Hough transform is always used to detect line.In this paper,a new application of Hough transform is pro-posed,which is used to extract curve from many discrete points.The approach can detect curve from the points x i ,y i fit power function.The algorithm is as follows :Firstly,the new data points M  (x i ,y i )are gotten through logarithmic transform-ing to the discrete data points,the relation between x i ,y i is linear at that time ;Secondly,line is detected by using Hough transform and parameters b,cof lines are also gotten;Sequence,the distance d ki between points of edge and the lines is calculated by using parameters b,c,by comparing threshold d k with d ki ,points in the vicinity of different lines are extracted and interference points and noise of data points are deleted too;Lastly,line is fitted by using a method of least square and accurate parameters a and b of lines are obtained.The algorithm is insensitive to noise be-cause Hough transform can resistant noise and separate points from the vicinity of different lines.

【基金】 国家自然科学基金(编号:60275037);江西省自然科学基金;江西省测试技术与控制工程研究中心开放基金(编号:2002.007)
  • 【文献出处】 计算机工程与应用 ,Computer Engineering and Applications , 编辑部邮箱 ,2004年22期
  • 【分类号】TP391.41
  • 【被引频次】10
  • 【下载频次】265
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