自适应多尺度AM-FM纹理分析系统及其在宫腔镜成像中的应用

I. Constantinou, M. Pattichis, V. Tanos, M. Neofytou, C. Pattichis
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引用次数: 4

摘要

多尺度AM-FM分析系统的使用最近在医学图像分析中的各种应用中得到了证明。在所有这些应用中,固定滤波器组被用作预处理步骤,用于估计来自不同尺度的不同AM-FM分量。在本文中,我们首次介绍了一种自适应多尺度AM-FM方法的使用,该方法搜索用于图像分类的最佳滤波器组规格。我们演示了宫腔镜成像的一个例子应用,用于妇科癌症的识别,其中最佳滤波器组是圆对称的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An adaptive multiscale AM-FM texture analysis system with application to hysteroscopy imaging
The use of multiscale AM-FM analysis systems has been recently demonstrated in a variety of applications in medical image analysis. In all of these applications, a fixed filter-bank is used as a preprocessing step for estimating different AM-FM components from different scales. In this paper, for the first time, we introduce the use of an adaptive, multiscale AM-FM approach that searches for the optimal filter-bank specification for use in image classification. We demonstrate an example application in hysteroscopy imaging, for identification of gynaecological cancer, where the optimal filter-bank turns out to be circularly symmetric.
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