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Shape-Based Alignment of the Scanned Objects Concerning Their Asymmetric Aspects

机译:基于形状的扫描对象对其非对称方面的对齐

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摘要

We introduce an integrated method for processing depth maps measured by a laser profile sensor. It serves for the recognition and alignment of an object given by a single example. Firstly, we look for potential object contours, mainly using the Retinex filter. Then, we select the actual object boundary via shape comparison based on Triangle Area Representation (TAR). We overcome the limitations of the TAR method by extension of its shape descriptor. That is helpful mainly for objects with symmetric shapes but other asymmetric aspects like squares with asymmetric holes. Finally, we use point-to-point pairing, provided by the extended TAR method, to calculate the 3D rigid affine transform that aligns the scanned object to the given example position. For the transform calculation, we design an algorithm that overcomes the Kabsch point-to-point algorithm’s accuracy and accommodates it for a precise contour-to-contour alignment. In this way, we have implemented a pipeline with features convenient for industrial use, namely production inspection.
机译:我们介绍了一种用于通过激光型材传感器测量的深度图的集成方法。它用于通过单个示例给出的对象的识别和对准。首先,我们寻找潜在的物体轮廓,主要是使用RetineX过滤器。然后,我们通过基于三角形区域表示(tar)来通过形状比较选择实际对象边界。我们通过扩展其形状描述符来克服TAR方法的局限性。这主要是有助于具有对称形状的物体,而是其他非对称方面,如具有不对称孔的正方形。最后,我们使用由扩展Tar方法提供的点对点配对来计算将扫描对象对准给定示例位置的3D刚性仿射变换。对于变换计算,我们设计一种克服KABSCH点点算法的精度的算法,并适用于精确的轮廓到轮廓对准。通过这种方式,我们已经实施了一种具有便捷的工业用途的管道,即生产检查。

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