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    • 74. 发明申请
    • Method and system for human vision model guided medical image quality assessment
    • 人类视觉模型的方法与系统指导医学图像质量评估
    • US20090116713A1
    • 2009-05-07
    • US12286970
    • 2008-10-03
    • Michelle Xiao-Hong YanTi-Chiun ChangMarkus LendlStefan BoehmTong FangPeter Durlak
    • Michelle Xiao-Hong YanTi-Chiun ChangMarkus LendlStefan BoehmTong FangPeter Durlak
    • G06K9/00
    • G06K9/4619G06K2209/05G06T7/0012
    • A method and system for image quality assessment is disclosed. The image quality assessment method is a no-reference method for objectively assessing the quality of medical images. This method is guided by the human vision model in order to accurately reflect human perception. A region of interest (ROI) of medical image is divided into non-overlapping blocks of equal size. Each of the blocks is categorized as a smooth block, a texture block, or an edge block. A perceptual sharpness measure, which is weighted by local contrast, is calculated for each of the edge blocks. A perceptual noise level measure, which is weighted by background luminance, is calculated for each of the smooth blocks. A sharpness quality index is determined based on the perceptual sharpness measures of all of the edge blocks, and a noise level quality index is determined based on the perceptual noise level measures of all of the smooth blocks. An overall image quality index can be determined by using task specific machine learning of samples of annotated images. The image quality assessment method can be used in applications, such as video/image compression and storage in healthcare and homeland security, and band-width limited wireless communication.
    • 公开了一种用于图像质量评估的方法和系统。 图像质量评估方法是客观评估医学图像质量的非参考方法。 这种方法是以人类视觉模型为指导,以准确反映人类的感知。 医学图像的感兴趣区域(ROI)被划分成相等大小的不重叠块。 每个块被分类为平滑块,纹理块或边缘块。 针对每个边缘块计算出由局部对比度加权的感知锐度度量。 为每个平滑块计算感知噪声水平测量,其由背景亮度加权。 基于所有边缘块的感知锐度测量来确定锐度质量指标,并且基于所有平滑块的感知噪声水平测量来确定噪声水平质量指数。 可以通过使用注释图像的样本的任务特定机器学习来确定整体图像质量指数。 图像质量评估方法可用于医疗保健和国土安全中的视频/图像压缩和存储等应用,以及带宽有限的无线通信。
    • 76. 发明申请
    • Method and System for Dual Energy Image Registration
    • 双能量图像配准方法与系统
    • US20080112649A1
    • 2008-05-15
    • US11934273
    • 2007-11-02
    • Yunqiang ChenTong Fang
    • Yunqiang ChenTong Fang
    • G06K9/60
    • G06K9/32G06K9/6857
    • A method and system for dual energy image registration is disclosed. In order to segment first and second images of a dual energy image pair, the first and second images are preprocessed to detect edges in the images. Gaussian pyramids, having multiple pyramid images corresponding to multiple pyramid levels, are generated for the first and second images. An initial optical flow value is initialized for a first pyramid level, and the optical flow value is sequentially updated for each pyramid level based on the corresponding pyramid images using an optimization function having a similarity measure and a regularizer. This results in a final optical flow value between the first and second images, and the first and second images are registered based on the final optical flow value.
    • 公开了一种用于双能量图像配准的方法和系统。 为了分割双能量图像对的第一和第二图像,第一和第二图像被预处理以检测图像中的边缘。 对于第一和第二图像,生成具有对应于多个金字塔级别的多个金字塔图像的高斯金字塔。 对于第一金字塔级别初始化初始光流值,并且使用具有相似性度量和正则化器的优化函数,基于相应的金字塔图像,针对每个金字塔级别顺序更新光流值。 这导致第一和第二图像之间的最终光流值,并且基于最终光流值登记第一和第二图像。
    • 80. 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。