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Identifying Immature Precursor Cells in Bone Marrow Pathological Images Based on Distance Transform and Internal Structures of Cells

机译:基于距离变换和细胞内部结构识别骨髓病理图像中的未成熟前体细胞

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Nowadays manual observation by microscopes is the major method to detect leukemia cells. However this method takes much effort of doctors and depends much on the doctors' experience. This paper proposes a new method to locate the immature precursor cells based on distance transform and internal structures of cells. At first, Otsu method is used to binarize the image; secondly, the image is processed through morphological operations; then an initial location of immature precursor cells in the bone marrow pathological images is done by distance transform operation; fourthly, the internal structure and the size of cells are taken into consideration to remove the wrong cells; finally, the target cells are further marked according to the smoothing feature of the image. Experiments show the method proposed in this paper has a good performance in identifying the immature precursor cells in bone marrow pathological images.
机译:如今,通过显微镜进行手动观察是检测白血病细胞的主要方法。但是,这种方法需要医生的大量努力,并且在很大程度上取决于医生的经验。本文提出了一种基于距离变换和细胞内部结构定位未成熟前体细胞的新方法。首先,使用Otsu方法对图像进行二值化;其次,通过形态学运算对图像进行处理。然后通过距离变换操作完成未成熟前体细胞在骨髓病理图像中的初始定位。第四,考虑细胞的内部结构和大小,以去除错误的细胞。最后,根据图像的平滑特征进一步标记目标细胞。实验表明,本文提出的方法在识别骨髓病理图像中未成熟的前体细胞方面具有良好的性能。

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