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Efficient extraction of metric measurements for planar scene under 2D homography with the help of planar circles

机译:借助平面圆,在二维单应性下有效提取平面场景的度量度量

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摘要

Extraction of metric properties from perspective view is a challenging task in many machine vision applications. Most conventional approaches typically first recover the perspective transformation parameters up to a similarity transform and make measurements in the resulting rectified image. In this paper, a new approach is proposed to allow quick and reliable Euclidean measures to be made directly from a perspective view without explicitly recovering the world plane. Unlike previous planar rectification strategies, our approach makes use of planar circles to help identify the image of the absolute conic, which makes it capable of performing effective rectification under many difficult cases that are unable to be treated with other rectification approaches. This is made possible by solving the images of the circular points in closed-form from the vanishing line and the image of one arbitrary planar circle and by exploiting the invariant relationship between the circular points and the absolute conic under projective transformation. Subsequently, planar Euclidean measures can be made directly from the image plane. The practical advantages and the efficiency of this method are demonstrated by experiments on both synthetic and real scenes.
机译:在许多机器视觉应用中,从透视图提取度量属性是一项艰巨的任务。大多数常规方法通常首先恢复透视变换参数直至进行相似变换,并在所得的校正图像中进行测量。在本文中,提出了一种新方法,可以直接从透视图上快速而可靠地执行欧几里得测度,而无需明确恢复世界平面。与以前的平面矫正策略不同,我们的方法利用平面圆来帮助识别绝对圆锥的图像,这使其能够在许多其他方法无法解决的困难情况下执行有效的矫正。通过从消失线中解出封闭点形式的圆点图像和一个任意平面圆的图像,并利用投影变换下的圆点和绝对圆锥之间的不变关系,可以实现这一点。随后,可以直接从像平面上进行平面欧几里德测度。通过在合成和真实场景上的实验证明了该方法的实际优势和效率。

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