Interactive iterative image annotation

    公开(公告)号:US11886543B2

    公开(公告)日:2024-01-30

    申请号:US17294731

    申请日:2019-11-15

    Abstract: A system and computer-implemented method are provided for annotation of image data. A user is enabled to iteratively annotate the image data. An iteration of said iterative annotation comprises generating labels for a current image data part based on user-verified labels of a previous image data part, and enabling the user to verify and correct said generated labels to obtain user-verified labels for the current image data part. The labels for the current image data part are generated by combining respective outputs of a label propagation algorithm and a machine-learned classifier trained on user-verified labels and image data and applied to image data of the current image data part. The machine-learned classifier is retrained using the user-verified labels and the image data of the current image data part to obtain a retrained machine-learned classifier.

    Automated crystal identification achieved via watershed segmentation
    3.
    发明授权
    Automated crystal identification achieved via watershed segmentation 有权
    通过分水岭分割实现自动晶体识别

    公开(公告)号:US08787620B2

    公开(公告)日:2014-07-22

    申请号:US13955029

    申请日:2013-07-31

    CPC classification number: G06K9/78 G01T1/1647

    Abstract: A nuclear imaging system includes a crystal identification system which receives a flood image which includes a plurality of peaks, each peak responsive to radiation detected by a corresponding scintillator crystal. A crystal identification processor partitions the flood image into a plurality of candidate regions with a watershed segmentator implementing a watershed algorithm. The candidate regions are linked in an adjacency graph, and then classified as background or relevant, where relevant regions contain a peak within the watershed lines. The regions are then assigned to a crystal according to an objective function and an assignability score. A calibration processor maps the peaks to a rectangular grid.

    Abstract translation: 核成像系统包括晶体识别系统,其接收包括多个峰的泛洪图像,每个峰响应于由相应的闪烁体晶体检测的辐射。 晶体识别处理器利用分水岭分割器来实现分水岭算法将洪水图像划分成多个候选区域。 候选区域以邻接图形方式链接,然后分类为背景或相关,其中相关区域在流域线内包含峰值。 然后根据目标函数和可分配性得分将这些区域分配给晶体。 校准处理器将峰值映射到矩形网格。

    Identifying abnormal tissue in images of computed tomography

    公开(公告)号:US10430941B2

    公开(公告)日:2019-10-01

    申请号:US14334176

    申请日:2014-07-17

    Abstract: An imaging method for identifying abnormal tissue in the lung is provided, comprising the recording of slice images of the lung by means of X-ray radiation, recording of blood vessels, differentiation of blood vessels and abnormal tissue, segmentation of the abnormal tissue and display of the segmented abnormal tissue on an output device. In addition, a computer tomograph for identifying abnormal tissue in the lung is provided, having a radiation source for recording slice images of the lung and blood vessels by means of X-ray radiation, a computer unit for differentiating the blood vessels from the abnormal tissue and for segmenting the abnormal tissue, as well as an output device for displaying the segmented abnormal tissue. Furthermore, a computer program is provided for controlling a computer tomograph for an identification of abnormal tissue in the lung by means of a radiation source, designed to record slice images of the lung and blood vessels by means of X-ray radiation, to differentiate the blood vessels from abnormal tissue, to segment the abnormal tissue and to control an output device for displaying the abnormal tissue.

    WORKFLOW FOR AMBIGUITY GUIDED INTERACTIVE SEGMENTATION OF LUNG LOBES
    5.
    发明申请
    WORKFLOW FOR AMBIGUITY GUIDED INTERACTIVE SEGMENTATION OF LUNG LOBES 有权
    工作流程指导肺活量的互动分段

    公开(公告)号:US20140298270A1

    公开(公告)日:2014-10-02

    申请号:US14349096

    申请日:2012-10-01

    Abstract: An apparatus and a method for post processing 2D image slices (110a-c) defining a 3D image volume. The apparatus comprises a graphical user interface controller (160), a 2D segmenter (170) and a 3D segmenter (180). The apparatus allows a user to effect calculation and display of a 2D segmentation of a cross section of an object shown in a slice (110a) and calculation and display of a 3D segmentation of the object across the 3D image volume, the 3D segmentation based on the object's previously calculated 2D segmentation.

    Abstract translation: 一种用于后处理定义3D图像体积的2D图像切片(110a-c)的装置和方法。 该装置包括图形用户界面控制器(160),2D分割器(170)和3D分割器(180)。 该装置允许用户实现对切片(110a)中所示的对象的横截面的2D分割的计算和显示,并且跨3D图像体积计算和显示对象的3D分割,基于3D分割的3D分割 该对象先前计算出的2D分割。

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