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A fast and reliable approach to cell nuclei segmentation in PAP stained cervical smears

机译:PAP染色宫颈涂片中细胞核分割的快速可靠方法

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摘要

Fast and reliable segmentation of cervical cell nuclei is one of the crucial steps of an automated screening system that aims early detection of cervical cancer. In this paper, we propose an edge based approach using customized Laplacian of Gaussian (LoG) filter to segment free lying cell nuclei in bright-field microscope images of Pap smear. The LoG is generally employed as a second order edge detector in image processing. The images may have the challenges of inconsistent staining, overlapping and folded cells. Experimenting proposed method over all types of cervical images including sufficient number of high grade lesions of cervical cancer shows that our method performs well for stain varied images containing focused nuclei.
机译:快速可靠地分割宫颈细胞核是旨在早期发现宫颈癌的自动筛选系统的关键步骤之一。在本文中,我们提出了一种基于边缘的方法,该方法使用定制的高斯Laplacian高斯(LoG)滤波器对巴氏涂片的明视野显微镜图像中的自由躺在细胞核进行分割。 LoG通常用作图像处理中的二阶边缘检测器。图像可能面临染色不一致,细胞重叠和折叠的挑战。对所有类型的宫颈图像(包括足够数量的宫颈癌高级病变)进行实验性建议方法显示,我们的方法对于包含聚焦核的变色图像效果很好。

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