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    • 31. 发明授权
    • Method and system for image segmentation by evolving radial basis functions
    • 通过演化径向基函数进行图像分割的方法和系统
    • US07925087B2
    • 2011-04-12
    • US11926857
    • 2007-10-29
    • Gregory G. SlabaughGozde Unal
    • Gregory G. SlabaughGozde Unal
    • G06K9/34
    • G06K9/6207G06T7/12G06T7/149
    • A method and system for image segmentation by evolving radial basis functions (RBFs) is disclosed. A set of RBFs define a contour on an image. The contour is the zero level set of an implicit function defined by the RBFs. The RBFs are weighted and parameterized by multiple parameters, such as center point, standard deviation, and orientation. The contour is iteratively deformed by updating the weight and each of the parameters of each of the RBFs based on each pixel of the contour, until the contour converges. The parameters and the weight of each RBF is updated using coupled set of differential equations derived based from a region-based or boundary-based image segmentation energy formulation. The final contour at a convergence defines boundaries of a target object or region in the image.
    • 公开了一种通过演化径向基函数(RBF)进行图像分割的方法和系统。 一组RBF定义图像上的轮廓。 轮廓是由RBF定义的隐含函数的零级集合。 RBF通过多个参数进行加权和参数化,如中心点,标准偏差和方向。 通过基于轮廓的每个像素更新每个RBF的权重和每个参数,轮廓收敛,迭代地变形。 使用从基于区域或基于边界的图像分割能量公式导出的耦合的微分方程组来更新每个RBF的参数和权重。 收敛的最终轮廓定义图像中目标对象或区域的边界。
    • 35. 发明授权
    • System and method for graph cuts image segmentation using a shape prior
    • 用于图形的系统和方法使用以前的形状切割图像分割
    • US07400767B2
    • 2008-07-15
    • US11456947
    • 2006-07-12
    • Gregory G. SlabaughGozde Unal
    • Gregory G. SlabaughGozde Unal
    • G06K9/34
    • G06K9/6206G06K9/342
    • A system and method for graph cut image segmentation using a shape prior is provided. In this method, an initial shape is applied to a portion of an image to be segmented. A narrowband is formed around a border of the shape, and a minimized graph cut is calculated for a portion of the image within the narrowband. The shape is then adjusted using the shape prior to fit the minimized graph cut. This method can be iteratively performed so that the shape evolves to segment an object from an image. The shape prior can be a parametric shape, such as an ellipse, or a statistical shape eigenspace calculated based on one or more training shapes.
    • 提供了一种使用形状先前的图形切割图像分割的系统和方法。 在该方法中,将初始形状应用于待分割图像的一部分。 在形状的边界周围形成窄带,并且对于窄带内的图像的一部分计算最小化的图形切割。 然后在适合最小化图形切割之前使用形状来调整形状。 可以迭代地执行该方法,使得形状演变成从图像分割对象。 前面的形状可以是参数形状,例如椭圆,或者基于一个或多个训练形状计算的统计形状本征空间。
    • 36. 发明申请
    • Method and System for Image Segmentation by Evolving Radial Basis functions
    • 通过演进径向基函数进行图像分割的方法和系统
    • US20080112617A1
    • 2008-05-15
    • US11926857
    • 2007-10-29
    • Gregory G. SlabaughGozde Unal
    • Gregory G. SlabaughGozde Unal
    • G06K9/34
    • G06K9/6207G06T7/12G06T7/149
    • A method and system for image segmentation by evolving radial basis functions (RBFs) is disclosed. A set of RBFs define a contour on an image. The contour is the zero level set of an implicit function defined by the RBFs. The RBFs are weighted and parameterized by multiple parameters, such as center point, standard deviation, and orientation. The contour is iteratively deformed by updating the weight and each of the parameters of each of the RBFs based on each pixel of the contour, until the contour converges. The parameters and the weight of each RBF is updated using coupled set of differential equations derived based from a region-based or boundary-based image segmentation energy formulation. The final contour at a convergence defines boundaries of a target object or region in the image.
    • 公开了一种通过演化径向基函数(RBF)进行图像分割的方法和系统。 一组RBF定义图像上的轮廓。 轮廓是由RBF定义的隐含函数的零级集合。 RBF通过多个参数进行加权和参数化,如中心点,标准偏差和方向。 通过基于轮廓的每个像素更新每个RBF的权重和每个参数,轮廓收敛,迭代地变形。 使用从基于区域或基于边界的图像分割能量公式导出的耦合的微分方程组来更新每个RBF的参数和权重。 收敛的最终轮廓定义图像中目标对象或区域的边界。
    • 37. 发明授权
    • Active polyhedron for 3D image segmentation
    • 用于3D图像分割的活动多面体
    • US07333105B2
    • 2008-02-19
    • US11067151
    • 2005-02-24
    • Gregory G. SlabaughGozde UnalJason Jenn-Kwei Tyan
    • Gregory G. SlabaughGozde UnalJason Jenn-Kwei Tyan
    • G06T17/00G06K9/34
    • G06K9/6207G06K9/00214
    • A method for three dimensional image segmentation of a volume of interest includes providing a three dimensional image of the volume of interest, providing an initial polyhedron having a plurality of mesh vertices within the three dimension image and determining an image-based speed at each vertex of the polyhedron using an ordinary differential equation (ODE) that describes the vertex motion of the polyhedron. The method further includes determining a regularization term at each vertex of the polyhedron, updating the plurality of mesh vertices of the polyhedron, integrating the image-based speed of each vertex over a face of the polyhedron, and determining an output polyhedron approximating a shape of the volume of interest.
    • 用于感兴趣体积的三维图像分割的方法包括提供感兴趣体积的三维图像,提供在三维图像内具有多个网格顶点的初始多面体,并且确定每个顶点处的基于图像的速度 多面体使用描述多面体顶点运动的常微分方程(ODE)。 该方法还包括确定多面体的每个顶点处的正则化项,更新多面体的多个网格顶点,将多个顶点的每个顶点的基于图像的速度整合在多面体的面上,以及确定接近多面体的形状的输出多面体 感兴趣的数量。
    • 40. 发明申请
    • Method and Apparatus for Inner Wall Extraction and Stent Strut Detection Using Intravascular Optical Coherence Tomography Imaging
    • 使用血管内光学相干断层扫描成像的内壁提取和支架支架检测的方法和装置
    • US20070167710A1
    • 2007-07-19
    • US11555806
    • 2006-11-02
    • Gozde UnalYan YangGregory SlabaughTong Fang
    • Gozde UnalYan YangGregory SlabaughTong Fang
    • A61B5/05
    • A61B5/6852A61B5/0066A61B5/0086
    • A method and apparatus for automatically detecting stent struts in an image is disclosed whereby the inner boundary, or lumen, of an artery wall is first detected automatically and intensity profiles along rays in the image are determined. In one embodiment, detection of the lumen boundary may be accomplished, for example, by evolving a geometric shape, such as an ellipse, using a region-based algorithm technique, a geodesic boundary-based algorithm technique or a combination of the two techniques. Once the lumen boundary has been determined, in another embodiment, the stent struts are detected using a ray shooting algorithm whereby a ray is projected outward in the OCT image starting from the position in the image of the OCT sensor. The intensities of the pixels along the ray are used to detect the presence of a stent strut in the image.
    • 公开了一种用于自动检测图像中的支架支柱的方法和装置,其中首先自动检测动脉壁的内边界或内腔,并且确定与图像中的光线的强度分布。 在一个实施例中,可以例如通过使用基于区域的算法技术,基于测地边界的算法技术或两种技术的组合来演示诸如椭圆的几何形状来实现流明边界的检测。 一旦已经确定了管腔边界,在另一个实施例中,使用射线射击算法来检测支架支柱,由此射线从OCT传感器的图像中的位置开始向OCT中投射。 使用沿着光线的像素的强度来检测图像中支架支柱的存在。