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METHOD FOR ISOLATING AND CLASSIFYING BLOOD CELL TYPES USING DEEP CONVOLUTION NEURAL NETWORKS

机译:基于深度卷积神经网络的血细胞类型分类和分类方法

摘要

FIELD: medicine; computer engineering.;SUBSTANCE: invention relates to computer engineering and medicine. Image containing blood cells is obtained; method includes detecting, on the obtained image, blood cells; distinguished are normal and peripheral blood cells; isolating normal blood cells and cutting them from the image, and blood boundary cells are excluded from further analysis; followed by classification of blood cells by types, wherein: obtaining for each image of cut blood cells using augmentation method, which consists in obtaining from a single image a set of images, by turns, images and cuts of part of image; method includes analysing a set of images obtained for each cell and classifying each blood cell by type according to the given set.;EFFECT: technical result consists in automatic detection and classification of blood cell types using deep convolutional neural networks.;5 cl, 1 tbl, 7 dwg
机译:领域:医学;物质:本发明涉及计算机工程和医学。获得包含血细胞的图像;该方法包括在获得的图像上检测血细胞;区别在于正常和外周血细胞;分离正常血细胞并将其从图像中切除,血缘细胞不包括在进一步分析中;接着按类型对血细胞进行分类,其中:使用增强方法获得切割的血细胞的每个图像,该方法包括从单个图像中依次获得图像的集合和图像的一部分;该方法包括分析为每个细胞获得的一组图像,并根据给定的集合按类型对每个血细胞进行分类。效果:技术成果在于使用深度卷积神经网络对血细胞类型进行自动检测和分类。5cl,1 tbl,7 dwg

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