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首页> 外文期刊>Pattern Recognition: The Journal of the Pattern Recognition Society >Closed form line-segment extraction using the Hough transform
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Closed form line-segment extraction using the Hough transform

机译:使用霍夫变换的闭合形式线段提取

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摘要

This paper proposes a novel closed-form solution to complete line-segment extraction. Given a voting angle in image space, the voting distribution is analyzed and two functional relationships are deduced. Regarding the corresponding column in Hough space, voting along the distance axis is considered as being a random variable, and voting values in cells are considered as forming a probability distribution. Statistical characteristics of this distribution are used to fit a quadratic polynomial curve and a linear curve. Direction, length, and width of a line segment are simultaneously computed in a closed form based on coefficients of fitted quadratic polynomial curves. The midpoint of a line segment is determined based on the fitted linear curve. The method is tested on simulated and real-world images; results show that the proposed closed-form solution is feasible in the presence of quantization errors or image noise. (C) 2015 Elsevier Ltd. All rights reserved.
机译:本文提出了一种新颖的封闭形式的解决方案来完成线段提取。给定图像空间中的投票角度,分析投票分布并推导两个功能关系。关于霍夫空间中的对应列,沿着距离轴的投票被认为是随机变量,并且单元中的投票值被认为形成了概率分布。该分布的统计特征用于拟合二次多项式曲线和线性曲线。基于拟合的二次多项式曲线的系数,以闭合形式同时计算线段的方向,长度和宽度。线段的中点是根据拟合的线性曲线确定的。该方法已在模拟和真实图像上进行了测试;结果表明,在存在量化误差或图像噪声的情况下,所提出的闭式解是可行的。 (C)2015 Elsevier Ltd.保留所有权利。

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