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Real-time detection of rotated patterns using FPGA

机译:使用FPGA实时检测旋转模式

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In this paper, we describe an approach for real-time detection of rotated patterns in an image using FPGA. In many approaches, a two-dimensional pattern and the target regions in the image are transformed to one-dimensional arrays or several pattern specific values which are invariant to rotation, and the regions in which the pattern may exist are listed up using them. These approaches make it possible to narrow down the candidate regions with less computational cost, but the sensitivity depends on how to define the transform method. In our approach, each region in a given image is directly compared with a sequence of the rotated patterns using direct cross-correlation, and the positions and rotation angles of the patterns in the image can be found during a scan. This approach requires high computational cost, but by calculating the cross-correlations of a region and the sequence of the rotated patterns incrementally starting from the non-rotated pattern, and by reducing the number of the operations for the cross-correlation considering the equality of the pixel values in the pattern, it becomes possible to realize real-time detection of the rotated patterns with one FPGA.
机译:在本文中,我们描述了一种使用FPGA实时检测图像中旋转图案的方法。在许多方法中,将二维图案和图像中的目标区域转换为一维阵列或旋转不变的多个图案特定值,并使用它们列出了可能存在图案的区域。这些方法可以用较少的计算量来缩小候选区域的范围,但是灵敏度取决于如何定义变换方法。在我们的方法中,使用直接互相关将给定图像中的每个区域直接与旋转图案序列进行比较,并且可以在扫描过程中找到图像中图案的位置和旋转角度。这种方法需要很高的计算成本,但是要通过从非旋转模式开始逐步计算区域的互相关和旋转模式的序列,并考虑到等价性来减少互相关的运算次数。图案中的像素值,就可以通过一个FPGA实时检测旋转后的图案。

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