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Ultrasonic tissue characterization - assessment of prostate tissue malignancy in vivo using a conventional classifier based tissue classification approach and elastographic imaging

机译:超声组织表征 - 基于常规分类器的组织分类方法和弹性成像评估体内前列腺组织恶性肿瘤的评估

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In this paper we present the development of a combined system which is able to exploit the benefits of two methods used for tissue characterization, strain imaging and tissue classification using a trainable classification system. Our system is able to acquire in vivo multi-compression rf-data for the calculation of the tissue strain, i.e. the elastic properties of tissue, induced by tissue compression. At the same time a Neuro-Fuzzy classification system is used to map the tissue malignancy. In vivo Classification results and in vivo strain images are presented. The images of the two new modalities are compared to demonstrate the advantages and restrictions of both methods.
机译:在本文中,我们介绍了一种组合系统的开发,该系统能够利用用于组织表征,应变成像和组织分类的两种方法的益处使用可培训分类系统。我们的系统能够在体内多压缩RF-DAT数据中获取用于计算组织菌株,即组织的弹性性质,由组织压缩诱导。同时,神经模糊分类系统用于映射组织恶性肿瘤。在体内分类结果和体内应变图像中呈现。比较两种新模式的图像,以证明两种方法的优缺点。

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