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Joint Probability of Shape and Image Similarities to Retrieve 2D TRUS-MR Slice Correspondence for Prostate Biopsy

机译:形状和图像相似性的联合概率检索2D TRUS-MR切片对应性前列腺活检

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This paper presents a novel method to identify the 2D axial Magnetic Resonance (MR) slice from a pre-acquired MR prostate volume that closely corresponds to the 2D axial Transrectal Ultrasound (TRUS) slice obtained during prostate biopsy. The method combines both shape and image intensity information. The segmented prostate contours in both the imaging modalities are described by shape-context representations and matched using the Chi-square distance. Normalized mutual information and correlation coefficient between the TRUS and MR slices are computed to find image similarities. Finally, the joint probability values comprising shape and image similarities are used in a rule-based framework to provide the MR slice that closely resembles the TRUS slice acquired during the biopsy procedure. The method is evaluated for 20 patient datasets, of which 18 results match at least one of the two clinical expert choices.
机译:本文提出了一种新的方法,用于从预先获得的MR前列腺体积中鉴定2D轴向磁共振(MR)切片,其与前列腺活组织检查期间获得的2D轴向核超声(TRUS)切片密切对应。该方法结合了形状和图像强度信息。两种成像模式中的分段前列腺轮廓由形状 - 背景表示描述并使用Chi-Square距离匹配。计算TRU和MR切片之间的归一化互信息和相关系数以查找图像相似之处。最后,包括形状和图像相似性的联合概率值用于基于规则的框架,以提供与在活检过程中获得的TRUS切片的MR切片提供密切。该方法评估了20个患者数据集,其中18个结果匹配了两个临床专家选择中的至少一个。

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