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An Efficient Junction Detection Approach for Mobile-Captured Golf Scorecard Images

机译:一种用于移动捕获的高尔夫球记分卡图像的有效连接检测方法

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Mobile-captured images are usually severely degraded due to the presence of geometrical distortion, non-uniform lighting and noise, such that table detection becomes more challenging compared to that in scanned images. To improve the performance of junction detection in junction based table detection algorithms, we propose a two-step table junction detection method for mobile-captured golf scorecard images based on observations. The first step is table boundary detection, which aims to detect and extract the table boundaries, or table ruling-lines. We efficiently detect the boundaries based on observations that the table boundaries constitute the only single maximum connected component in the luminance image. The second step is junction detection, which tries to capture table junctions at the intersections of horizontal and vertical table boundaries. A novel pattern matching technique is employed to capture the junctions on the line-enhanced skeleton of table ruling-lines. To further reduce computational power, down-sampling is performed on the high resolution scorecard images before table boundary detection, and the table region is cropped out for junction detection. As there is no available application specific image set, we build one which contains an amount of mobile-captured golf scorecard images with diversity in scorecard forms and mobile brands. Experimental results show that the proposed method can successfully locate tables and detect junctions on the mobile-captured golf scorecard image set.
机译:由于存在几何失真,照明不均匀和噪声,通常会严重降低移动捕获的图像的质量,因此与扫描图像相比,表格检测变得更具挑战性。为了提高基于结点的表检测算法中结点检测的性能,我们提出了一种基于观测值的两步表结检测方法,用于移动捕获的高尔夫记分卡图像。第一步是表格边界检测,该步骤旨在检测并提取表格边界或表格标线。我们基于观察到的表边界构成亮度图像中唯一的最大连接分量的有效观察。第二步是结点检测,它试图捕获水平和垂直表边界相交处的表结。采用一种新颖的模式匹配技术来捕获表格标线的线增强骨架上的连接点。为了进一步降低计算能力,在对表格边界进行检测之前,对高分辨率记分卡图像进行降采样,并裁剪表格区域以进行结点检测。由于没有可用的特定于应用程序的图像集,因此我们构建了一个图像集,其中包含大量的移动捕获的高尔夫记分卡图像,这些图像在记分卡形式和移动品牌方面各不相同。实验结果表明,该方法能够成功定位桌子并检测移动捕捉的高尔夫计分卡图像集上的交点。

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