• Acta Physica Sinica
  • Vol. 68, Issue 19, 190701-1 (2019)
Xin-Yu Su1, Li-Jia Wang1、*, and Yan-Chun Zhu2
Author Affiliations
  • 1School of Medical Instrument and Food Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China
  • 2Tencent Healthcare (Shenzhen) Co., Ltd., Shenzhen 518057, China
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    DOI: 10.7498/aps.68.20190582 Cite this Article
    Xin-Yu Su, Li-Jia Wang, Yan-Chun Zhu. A new method of multi- atlas segmentation of right ventricle based on cardiac film magnetic resonance images[J]. Acta Physica Sinica, 2019, 68(19): 190701-1 Copy Citation Text show less
    Flow diagram of right ventricular segmentation combined with multi-atlas and Diffeomorphic demons algorithm.结合多图谱和Diffeomorphic demons算法的右心室分割流程图
    Fig. 1. Flow diagram of right ventricular segmentation combined with multi-atlas and Diffeomorphic demons algorithm.结合多图谱和Diffeomorphic demons算法的右心室分割流程图
    Atlas image clustering flow chart图谱图像聚类流程图
    Fig. 2. Atlas image clustering flow chart图谱图像聚类流程图
    Four examples of typical right ventricular registration: (a) Target image; (b) atlas image; (c) label image; (d) registration result.四个右心室配准的典型例子 (a) 目标图像; (b) 图谱图像; (b) 标记图像; (d) 配准结果
    Fig. 3. Four examples of typical right ventricular registration: (a) Target image; (b) atlas image; (c) label image; (d) registration result.四个右心室配准的典型例子 (a) 目标图像; (b) 图谱图像; (b) 标记图像; (d) 配准结果
    RV label image fusion processRV标记图像的融合过程
    Fig. 4. RV label image fusion processRV标记图像的融合过程
    RV contour at ED from base to apex.ED从基底到顶端的RV分割结果
    Fig. 5. RV contour at ED from base to apex.ED从基底到顶端的RV分割结果
    RV contour at ES from base to apex.ES从基底到顶端的RV分割结果
    Fig. 6. RV contour at ES from base to apex.ES从基底到顶端的RV分割结果
    Box diagram of the Dice index.Dice指标的箱形图
    Fig. 7. Box diagram of the Dice index.Dice指标的箱形图
    Analysis of algorithm and gold standard results. Correlation analysis (a) EDV; (b) ESV; (c) EF; Bland-Altman analysis (d) EDV; (e) ESV; (f) EF.本文算法与金标准结果分析 相关性分析 (a) 舒张末期容积; (b) 收缩末期容积; (c) 射血分数; Bland-Altman分析 (d) 舒张末期容积; (e) 收缩末期容积; (f) 射血分数
    Fig. 8. Analysis of algorithm and gold standard results. Correlation analysis (a) EDV; (b) ESV; (c) EF; Bland-Altman analysis (d) EDV; (e) ESV; (f) EF.本文算法与金标准结果分析 相关性分析 (a) 舒张末期容积; (b) 收缩末期容积; (c) 射血分数; Bland-Altman分析 (d) 舒张末期容积; (e) 收缩末期容积; (f) 射血分数
    Analysis of deep learning and gold standard results. Correlation analysis (a) EDV; (b) ESV; (c) EF; Bland-Altman analysis (d) EDV; (e) ESV; (f) EF.深度学习与金标准结果分析 相关性分析 (a) 舒张末期容积; (b) 收缩末期容积; (c) 射血分数; Bland-Altman分析 (d) 舒张末期容积; (e) 收缩末期容积; (f) 射血分数
    Fig. 9. Analysis of deep learning and gold standard results. Correlation analysis (a) EDV; (b) ESV; (c) EF; Bland-Altman analysis (d) EDV; (e) ESV; (f) EF.深度学习与金标准结果分析 相关性分析 (a) 舒张末期容积; (b) 收缩末期容积; (c) 射血分数; Bland-Altman分析 (d) 舒张末期容积; (e) 收缩末期容积; (f) 射血分数
    DiceHD/mm
    ED0.87(0.10)10.76(4.5)
    ES0.81(0.16)12.16(6.54)
    Table 1.

    Average Dice index and Hausdorff distance of ED and ES.

    ED, ES的平均Dice指数和豪斯多夫距离

    Xin-Yu Su, Li-Jia Wang, Yan-Chun Zhu. A new method of multi- atlas segmentation of right ventricle based on cardiac film magnetic resonance images[J]. Acta Physica Sinica, 2019, 68(19): 190701-1
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