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    • 6. 发明授权
    • System and method for coronary digital subtraction angiography
    • 冠状动脉数字减影血管造影的系统和方法
    • US09524550B2
    • 2016-12-20
    • US12774146
    • 2010-05-05
    • Ying ZhuSimone PrummerPeng WangTerrence ChenMartin OstermeierDorin Comaniciu
    • Ying ZhuSimone PrummerPeng WangTerrence ChenMartin OstermeierDorin Comaniciu
    • G06T7/00
    • G06T7/0016G06T2207/10121G06T2207/20224G06T2207/30101
    • A method and system for extracting coronary vessels fluoroscopic image sequences using coronary digital subtraction angiography (DSA) are disclosed. A set of mask images of a coronary region is received, and a sequence of contrast images for the coronary region is received. For each contrast image, a motion estimate is calculated between each of the mask images and a background region of the contrast image and a covariance is calculated for each motion estimate. Multiple background layer predictions are generated by generating a background layer prediction for each mask image based on the calculated motion estimate and covariance. The multiple background layer estimates are combined using statistical fusion to generate a final estimated background layer. The final estimated background layer is subtracted from the contrast image to extract a coronary vessel layer for the contrast image.
    • 公开了使用冠状动脉数字减影血管造影(DSA)提取冠脉血管荧光镜图像序列的方法和系统。 接收冠状动脉区域的一组掩模图像,并且接收冠状动脉区域的对比度图像序列。 对于每个对比度图像,在每个掩模图像和对比度图像的背景区域之间计算运动估计,并且针对每个运动估计计算协方差。 通过基于计算的运动估计和协方差为每个掩模图像生成背景层预测来生成多个背景层预测。 使用统计融合来组合多个背景层估计以产生最终估计的背景层。 从对比度图像中减去最终估计的背景层,以提取对比度图像的冠状血管层。
    • 7. 发明授权
    • System and method for coronary digital subtraction angiography
    • 冠状动脉数字减影血管造影的系统和方法
    • US08345944B2
    • 2013-01-01
    • US12509514
    • 2009-07-27
    • Ying ZhuSimone PrummerTerrence ChenMartin OstermeierDorin Comaniciu
    • Ying ZhuSimone PrummerTerrence ChenMartin OstermeierDorin Comaniciu
    • G06K9/00
    • G06K9/38G06K2009/00932G06T7/0014G06T7/194G06T2207/20076G06T2207/20081G06T2207/30101
    • A method and system for extracting coronary vessels fluoroscopic image sequences using coronary digital subtraction angiography (DSA) are disclosed. A set of mask images of a coronary region is received, and a sequence of contrast images for the coronary region is received. For each contrast image, vessel regions are detected in the contrast image using learning-based vessel segment detection and a background region of the contrast image is determined based on the detected vessel regions. Background motion is estimated between one of the mask images and the background region of the contrast image by estimating a motion field between the mask image and the background image and performing covariance-based filtering over the estimated motion field. The mask image is then warped based on the estimated background motion to generate an estimated background layer. The estimated background layer is subtracted from the contrast image to extract a coronary vessel layer for the contrast image.
    • 公开了使用冠状动脉数字减影血管造影(DSA)提取冠脉血管荧光镜图像序列的方法和系统。 接收冠状动脉区域的一组掩模图像,并且接收冠状动脉区域的对比度图像序列。 对于每个对比图像,使用基于学习的血管段检测在对比图像中检测血管区域,并且基于检测到的血管区域确定造影剂图像的背景区域。 通过估计掩模图像和背景图像之间的运动场并且在估计的运动场上执行协方差滤波来估计背景运动在掩模图像和对比度图像的背景区域中的一个之间。 然后基于估计的背景运动来改变掩模图像以产生估计的背景层。 从对比图像中减去估计的背景层,以提取对比度图像的冠状血管层。
    • 8. 发明申请
    • System and Method for Coronary Digital Subtraction Angiography
    • 冠状动脉数字减影血管造影术的系统与方法
    • US20100034446A1
    • 2010-02-11
    • US12509514
    • 2009-07-27
    • Ying ZhuSimone PrummerTerrence ChenMartin OstermeierDorin Comaniciu
    • Ying ZhuSimone PrummerTerrence ChenMartin OstermeierDorin Comaniciu
    • G06K9/00
    • G06K9/38G06K2009/00932G06T7/0014G06T7/194G06T2207/20076G06T2207/20081G06T2207/30101
    • A method and system for extracting coronary vessels fluoroscopic image sequences using coronary digital subtraction angiography (DSA) are disclosed. A set of mask images of a coronary region is received, and a sequence of contrast images for the coronary region is received. For each contrast image, vessel regions are detected in the contrast image using learning-based vessel segment detection and a background region of the contrast image is determined based on the detected vessel regions. Background motion is estimated between one of the mask images and the background region of the contrast image by estimating a motion field between the mask image and the background image and performing covariance-based filtering over the estimated motion field. The mask image is then warped based on the estimated background motion to generate an estimated background layer. The estimated background layer is subtracted from the contrast image to extract a coronary vessel layer for the contrast image.
    • 公开了使用冠状动脉数字减影血管造影(DSA)提取冠脉血管荧光镜图像序列的方法和系统。 接收冠状动脉区域的一组掩模图像,并且接收冠状动脉区域的对比度图像序列。 对于每个对比图像,使用基于学习的血管段检测在对比图像中检测血管区域,并且基于检测到的血管区域确定造影剂图像的背景区域。 通过估计掩模图像和背景图像之间的运动场并且在估计的运动场上执行协方差滤波来估计背景运动在掩模图像和对比度图像的背景区域中的一个之间。 然后基于估计的背景运动来改变掩模图像以产生估计的背景层。 从对比图像中减去估计的背景层,以提取对比度图像的冠状血管层。