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MULTIPARAMETRIC NON-LINEAR DIMENSION REDUCTION METHODS AND SYSTEMS RELATED THERETO

机译:多参数非线性降维方法及相关系统

摘要

Featured are methods and systems to multiparametric non-linear dimension reduction (NLDR) methods for segmentation and classification of radiological images. Such methods for segmentation and classification of radiological images, includes pre-processing of acquired image data; and reconstructing the acquired image data using a non-linear dimension reduction technique so as to yield an embedded image representing all of the acquired, where the acquired image data comprises a plurality of different sets of image data of the same region of interest. Such NLDR methods and systems are particularly suitable for the ability to combine multiple input images into a single unit for increased specificity of diagnosis.
机译:提出了用于放射图像的分割和分类的多参数非线性降维(NLDR)方法的方法和系统。这种用于放射线图像的分割和分类的方法包括:预处理获取的图像数据;使用非线性降维技术重建获取的图像数据,以产生表示所有获取的嵌入图像,其中获取的图像数据包括相同关注区域的多个不同图像数据集。这种NLDR方法和系统特别适合于将多个输入图像组合为单个单元以提高诊断特异性的能力。

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