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Color Separation of HE Stained Samples by linearly projecting the RGB representation onto a custom discriminant surface

机译:通过将RGB表示线性投影到自定义判别表面上,对H&E染色样品进行分色

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This paper presents a novel color separation method for Hematoxylin-Eosin (H&E) stained Histopathology Images. The whole (R; G; B) space of the input image is projected to a family of surfaces connecting the distributions of a series of [(R + B)~2/B; G] planes that divide the cloud of H&E tones. Such projection is then used to cluster both the Hematoxylin and Eosin samples, from where the color basis are then derived. The projection presented herein is more resilient to noise and therefore the separation process is less hampered when the staining properties largely vary. Unlike other normalization methods evaluated by comparing with gold standard images, the power of the method was demonstrated by thresholding the resulting Hematoxylin image with the well-known Otsu's method and the number of detected nuclei was compared with two manually annotated datasets. Despite the simplicity of this approach, the detection sensitivity was 71 % and 67 %, respectively
机译:本文提出了一种苏木精-曙红(H&E)染色的组织病理学图像的新型分色方法。将输入图像的整个(R; G; B)空间投影到连接一系列[(R + B)〜2 / B; G]划分H&E音调云的平面。然后将这种投影用于对苏木精和曙红样品进行聚类,然后从中得出颜色基准。本文提出的突起对噪声的弹性更大,因此,当染色特性发生很大变化时,分离过程的阻碍会更少。与通过与黄金标准图像进行比较而评估的其他归一化方法不同,该方法的强大功能是通过使用著名的Otsu方法对所得的苏木精图像进行阈值验证,并将检测到的核数与两个手动注释的数据集进行比较。尽管此方法很简单,但检测灵敏度分别为71%和67%

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