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Real-Time Computation of the Generalized Hough Transform

机译:广义霍夫变换的实时计算

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In this paper, we describe a circuit for real-time computation of the Generalized Hough Transform (GHT). The GHT is a technique to find out arbitrary shapes in an image. The GHT is very robust to occlusion and noises, but requires large amount of memory and long computation time. In the GHT, a point is chosen as a reference point of a shape, and the point is searched using edge points in an image. In order to implement the GHT on one FPGA, we first look up regions that may include the reference points, and then search the points in those regions. With this two phase search, the circuit on XC2V6000 can find 112 kinds of shapes smaller than 256 x 256 pixels in an image (640 x 480 pixels) in real-time (more than 25 frames per second). The 112 kinds of shapes can be used to find an object of arbitrary distance and angle in 3-D space.
机译:在本文中,我们描述了用于实时霍夫变换(GHT)实时计算的电路。 GHT是一种找出图像中任意形状的技术。 GHT对于遮挡和噪声非常强大,但是需要大量的内存和较长的计算时间。在GHT中,选择一个点作为形状的参考点,并使用图像中的边缘点搜索该点。为了在一个FPGA上实现GHT,我们首先查找可能包含参考点的区域,然后在这些区域中搜索这些点。通过这两个阶段的搜索,XC2V6000上的电路可以实时(每秒大于25帧)找到图像中小于256 x 256像素(640 x 480像素)的112种形状。可以使用112种形状来查找3-D空间中任意距离和角度的对象。

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