Circle Detection using the Image Ray Transform - A Novel Technique for using a Ray Analogy to Extract Circular Features

Alastair H. Cummings, M. Nixon, J. Carter
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引用次数: 1

Abstract

Physical analogies are an exciting paradigm for creating techniques for image feature extraction. A transform using an analogy to light rays has been developed for the detection of circular and tubular features. It uses a 2D ray tracing algorithm to follow rays through an image, interacting at a low level, to emphasise higher level features. It has been empirically tested as a pre-processor to aid circle detection with the Hough Transform and has been shown to provide a clear improvement over standard techniques. The transform was also used on natural images and we show its ability to highlight circles even in complex scenes. We also show the flexibility available to the technique through adjustment of parameters.
利用图像射线变换进行圆检测——一种利用射线类比提取圆特征的新技术
物理类比是创建图像特征提取技术的一个令人兴奋的范例。一种用于检测圆形和管状特征的类比光线变换已经被开发出来。它使用二维光线追踪算法来跟踪图像中的光线,在低水平上相互作用,以强调更高水平的特征。它已经作为一种预处理器进行了经验测试,以帮助霍夫变换进行圆检测,并已被证明比标准技术提供了明显的改进。变换也用于自然图像,我们展示了它在复杂场景中突出圆圈的能力。我们还通过参数的调整展示了该技术的灵活性。
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