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    • 3. 发明授权
    • Joint detection and localization of multiple anatomical landmarks through learning
    • 通过学习联合检测和定位多个解剖标志
    • US08160322B2
    • 2012-04-17
    • US12180674
    • 2008-07-28
    • Mert DikmenYiqiang ZhanXiang Zhou
    • Mert DikmenYiqiang ZhanXiang Zhou
    • G06K9/00
    • G06T7/74G06T2207/10072G06T2207/30004
    • A method for detecting and localizing multiple anatomical landmarks in medical images, including: receiving an input requesting identification of a plurality of anatomical landmarks in a medical image; applying a multi-landmark detector to the medical image to identify a plurality of candidate locations for each of the anatomical landmarks; for each of the anatomical landmarks, applying a landmark-specific detector to each of its candidate locations, wherein the landmark-specific detector assigns a score to each of the candidate locations, and wherein candidate locations having a score below a predetermined threshold are removed; applying spatial statistics to groups of the remaining candidate locations to determine, for each of the anatomical landmarks, the candidate location that most accurately identifies the anatomical landmark; and for each of the anatomical landmarks, outputting the candidate location that most accurately identifies the anatomical landmark.
    • 一种用于检测和定位医学图像中的多个解剖标志的方法,包括:接收请求在医学图像中识别多个解剖标志的输入; 将多标记检测器应用于医学图像以识别每个解剖标志的多个候选位置; 对于每个解剖标志,对其每个候选位置应用地标特异性检测器,其中所述地标专用检测器为每个所述候选位置分配得分,并且其中具有低于预定阈值的得分的候选位置被去除; 将空间统计学应用于剩余候选位置的组,以针对每个解剖学标记确定最准确地识别解剖学标记的候选位置; 并且对于每个解剖标志,输出最准确地识别解剖标志的候选位置。
    • 4. 发明申请
    • Joint Detection and Localization of Multiple Anatomical Landmarks Through Learning
    • 通过学习联合检测和定位多个解剖标志
    • US20090034813A1
    • 2009-02-05
    • US12180674
    • 2008-07-28
    • Mert DikmenYiqiang ZhanXiang Zhou
    • Mert DikmenYiqiang ZhanXiang Zhou
    • G06K9/00
    • G06T7/74G06T2207/10072G06T2207/30004
    • A method for detecting and localizing multiple anatomical landmarks in medical images including: receiving an input requesting identification of a plurality of anatomical landmarks in a medical image; applying a multi-landmark detector to the medical image to identify a plurality of candidate locations for each of the anatomical landmarks; for each of the anatomical landmarks, applying a landmark-specific detector to each of its candidate locations, wherein the landmark-specific detector assigns a score to each of the candidate locations, and wherein candidate locations having a score below a predetermined threshold are removed; applying spatial statistics to groups of the remaining candidate locations to determine, for each of the anatomical landmarks, the candidate location that most accurately identifies the anatomical landmark; and for each of the anatomical landmarks, outputting the candidate location that most accurately identifies the anatomical landmark.
    • 一种用于检测和定位医学图像中的多个解剖标志的方法,包括:接收请求在医学图像中识别多个解剖标志的输入; 将多标记检测器应用于医学图像以识别每个解剖标志的多个候选位置; 对于每个解剖标志,对其每个候选位置应用地标特异性检测器,其中所述地标专用检测器为每个所述候选位置分配得分,并且其中具有低于预定阈值的得分的候选位置被去除; 将空间统计学应用于剩余候选位置的组,以针对每个解剖学标记确定最准确地识别解剖学标记的候选位置; 并且对于每个解剖标志,输出最准确地识别解剖标志的候选位置。