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    • 2. 发明授权
    • Systems and methods for segmenting digital images
    • 用于分割数字图像的系统和方法
    • US08345976B2
    • 2013-01-01
    • US12852096
    • 2010-08-06
    • Su WangShengyang DaiAkira NakamuraTakeshi OhashiJun Yokono
    • Su WangShengyang DaiAkira NakamuraTakeshi OhashiJun Yokono
    • G06K9/34
    • G06K9/6256G06K9/0014G06T7/0012G06T7/11G06T7/136G06T7/187G06T2207/30024
    • Methods and systems disclosed herein provide the capability to automatically process digital pathology images quickly and accurately. According to one embodiment, an digital pathology image segmentation task may be divided into at least two parts. An image segmentation task may be carried out utilizing both bottom-up analysis to capture local definition of features and top-down analysis to use global information to eliminate false positives. In some embodiments, an image segmentation task is carried out using a “pseudo-bootstrapping” iterative technique to produce superior segmentation results. In some embodiments, the superior segmentation results produced by the pseudo-bootstrapping method are used as input in a second segmentation task that uses a combination of bottom-up and top-down analysis.
    • 本文公开的方法和系统提供了快速且准确地自动处理数字病理图像的能力。 根据一个实施例,数字病理图像分割任务可以被划分为至少两部分。 图像分割任务可以利用自下而上的分析来捕获特征的局部定义和自上而下的分析,以使用全局信息来消除假阳性。 在一些实施例中,使用伪自举迭代技术来执行图像分割任务以产生优异的分割结果。 在一些实施例中,通过伪自举方法产生的优越分割结果被用作使用自下而上和自顶向下分析的组合的第二分段任务中的输入。
    • 4. 发明授权
    • Facade illumination removal
    • 门面照明去除
    • US08938119B1
    • 2015-01-20
    • US13461482
    • 2012-05-01
    • Mei HanVivek KwatraShengyang DaiSergey Ioffe
    • Mei HanVivek KwatraShengyang DaiSergey Ioffe
    • G06K9/00
    • G06K9/4661G06T5/008
    • An image comprising color pixels with varying illumination is selected. Instances of a repeating pattern in the image are determined. Illumination values for illuminated pixels at locations within instances of the repeating pattern are calculated based on pixel intensities of non-illuminated pixels at corresponding locations in other instances of the repeating pattern. The illumination variation is removed from the illuminated pixels based on the calculated illumination values to produce enhanced pixels. Color from the non-illuminated pixels at the corresponding locations in other instances of the repeating pattern is propagated to the enhanced pixels.
    • 选择包括具有变化的照明的彩色像素的图像。 确定图像中的重复图案的实例。 基于重复图案的其他实例中的相应位置处的非照明像素的像素强度来计算在重复图案的实例内的位置处的照明像素的照明值。 基于所计算的照明值,从照明像素去除照明变化以产生增强像素。 来自重复图案的其他实例中的相应位置处的非照明像素的颜色被传播到增强像素。