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Contour recognition of roadheader cutting head based on shape matching

机译:基于形状匹配的掘进机截割头轮廓识别

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摘要

In this paper, a shape matching algorithm is presented to perform the cutting head recognition for roadheaders based on a binocular vision system installed on the machine. The shape descriptor is a simplified intersection angle of tangent lines which is firstly proposed on the basis of contour points' spatial positions. It exhibits significant self-contained property and features describing capacity for both partial and whole shapes. To achieve the best match, the MVM algorithm was improved with skipping and multiple matching penalties to complete the multiple mapping and to skip existing outliers in sequences. More precisely, these advantages make the proposed algorithm less sensible to the local variations caused by varied views. Experimental results demonstrated that the proposed method outperforms existing ones with stronger robustness and higher accuracy. In actual pictures tests, the cutting head recognition rate reached 100% with spatial positioning errors under 2.2 cm, which met the requirements for accurate location in real time.
机译:本文提出了一种基于机器上安装的双目视觉系统的形状匹配算法,用于对掘进机进行切割头识别。形状描述符是切线的简​​化相交角,它首先根据轮廓点的空间位置提出。它显示出显着的独立特性,并描述了部分和整体形状的能力。为了达到最佳匹配,MVM算法进行了改进,包括跳过和多个匹配惩罚,以完成多个映射并跳过序列中的现有异常值。更准确地说,这些优点使所提出的算法对由变化的视图引起的局部变化不那么敏感。实验结果表明,该方法在鲁棒性和准确性方面均优于现有方法。在实际的图片测试中,切割头的识别率达到100%,空间定位误差在2.2 cm以下,满足了实时精确定位的要求。

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