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首页> 外文期刊>Computers in Biology and Medicine >A method based on multispectral imaging technique for white blood cell segmentation.
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A method based on multispectral imaging technique for white blood cell segmentation.

机译:一种基于多光谱成像技术的白细胞分割方法。

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摘要

Aiming at the problem of image analysis of White Blood Cells in bone marrow microscopic images, multispectral imaging techniques with spectral calibration method was proposed to acquire device-independent images, which is almost impossible in conventional color imaging method. For image segmentation, Support Vector Machine (SVM) was applied directly to the spectrum of each pixel, and using sequential minimal optimization (SMO) algorithm for feature selection to reduce the time of training SVM classifier. Mass of experiments showed that the method is robust, effective and insensitive to smear staining and illumination condition.
机译:针对骨髓显微图像中白细胞的图像分析问题,提出了采用光谱校正法的多光谱成像技术来获取设备无关图像,这在常规彩色成像方法中几乎是不可能的。对于图像分割,将支持向量机(SVM)直接应用于每个像素的光谱,并使用顺序最小优化(SMO)算法进行特征选择,以减少训练SVM分类器的时间。大量实验表明,该方法可靠,有效且对涂片染色和照明条件不敏感。

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