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Microscopy Image Enhancement for Cost-Effective Cervical Cancer Screening

机译:显微镜图像增强技术,可有效筛查宫颈癌

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We propose a simple and fast method for microscopy image enhancement and quantitatively evaluate its performance on a database containing cell images obtained from microscope setups of several levels of quality. The method utilizes an efficiently and accurately estimated relative modulation transfer function to generate images of higher quality, starting from those of lower quality, by filtering in the Fourier domain. We evaluate the method visually and based on correlation coefficient and normalized mutual information. We conclude that enhanced images exhibit high similarity, both visually and in terms of information content, with acquired high quality images. This is an important result for the development of a cost-effective screening system for cervical cancer.
机译:我们提出了一种简单快速的显微镜图像增强方法,并在包含从多个质量级别的显微镜设置获得的细胞图像的数据库中定量评估了其性能。该方法利用有效和准确地估计的相对调制传递函数,通过在傅立叶域中进行滤波,从较低质量的图像开始生成较高质量的图像。我们基于相关系数和归一化的互信息,目视评估该方法。我们得出的结论是,增强的图像在视觉上和信息内容方面都表现出与所获取的高质量图像的高度相似性。这是开发具有成本效益的宫颈癌筛查系统的重要结果。

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