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Fast line edge feature extraction using image gradients
利用梯度信息快速提取直线边缘特征

Keywords: computer vision,line detection,gradient,line segment,line fitting
计算机视觉
,直线检测,梯度,线段基元,直线拟合

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Abstract:

In order to meet the real-time requirements of vision detection systems, an efficient line edge extraction method using image gradient is proposed. First, by using gradient information of the image and the property that two points define a line, line segments in the image are quickly located and scanned. Then, the scanned line segments are fitted through a method minimizing the geometric distances. Finally, a collinearity judging approach based on the projection distances of line segment endpoints is applied to all the line segments, after which the collinear line segments are linked together and refitted to obtain the final line edge features. Experimental results indicate that the time consumed by the proposed method is only about a half of the fastest improved Hough transform method . Furthermore, with the given parameters, the method is highly adaptable to different images. It can satisfy the real-time and precision requirements of the line edge feature extraction processes in various vision detection systems.

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