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Automatic Counting for Canine Red Blood Cell based on Two-stage Circular Hough Transform

机译:基于两阶段圆形霍夫变换的犬红细胞自动计数

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Red blood cell counting is one of the most requested blood tests and can be effectively done by the dedicated equipment. In this paper, we proposed the two-stage circular Hough transform as the alternative automatic method for canine red blood cell counting. The possible blood cell area in the input slide image is first extracted. In the first stage, the Circular Hough transform with low sensitivity is applied to detect the non-overlapped cells. The detected cells are removed. The Circular Hough transform with high sensitivity is re-applied to the remaining region in order to detect the overlapped cells. The proposed method can be easily implemented into personal computers. The proposed algorithm was tested with many slides of canine red blood cell. It provided the counting with the average error of less than 5% with the best result of 1.439% error.
机译:红细胞计数是最需要的血液测试之一,并且可以通过专用设备有效地完成。在本文中,我们提出了两阶段循环霍夫变换作为犬红细胞计数的另一种自动方法。首先提取输入幻灯片图像中可能的血细胞区域。在第一阶段,将低灵敏度的环形霍夫变换应用于检测非重叠细胞。检测到的细胞被去除。将具有高灵敏度的环形霍夫变换重新应用于其余区域,以检测重叠的单元格。所提出的方法可以容易地实现到个人计算机中。用许多玻片犬红细胞对提出的算法进行了测试。它提供的计数的平均误差小于5%,最佳结果的误差为1.439%。

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