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骨龄X射线图像的手骨兴趣区域定位研究 被引量:3

ON HAND BONES ROI LOCATION FOR X RAY IMAGE OF BONE AGE
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摘要 在骨龄自动评价系统研究过程中,对X射线图像中手骨兴趣区域进行定位是一份艰巨的工作。为了能准确定位手骨兴趣区域(ROI),提出一种先用改进的脉冲耦合神经网络(PCNN)对手腕骨进行二值分割,然后根据手骨特征信息提取指骨边缘并对其进行曲线拟合,接着在原图中沿曲线用Sobel算子定位到手骨ROI的方法。定位准确率为93.9%的实验结果表明该方法是有效的。 In the research process of automatic bone age evaluation system, locating the ROI of hand bones in X ray image is a difficult task. In order to accurately locate the hand bones ROI, we propose such a method, which first uses the improved pulse coupled neural network (PCNN) to carry out binary segmentation on hand-twist bone, and then extracts the phalange edges according to hand bones feature information and makes curve fitting on them, the next it locates to the hand bone ROI along the curves in primary image with Sobel operator. The experimental results with locating accuracy rate being 93.9% show that the method is effective.
作者 宋日刚
出处 《计算机应用与软件》 CSCD 北大核心 2014年第7期226-228,232,共4页 Computer Applications and Software
关键词 脉冲耦合神经网络 骨龄 兴趣区域 图像分割 手骨 Pulse coupled neural network Bone age Region of interest (ROI) Image segmentation Hand bone
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  • 1顾光宁,吴晓钟.中国人手与腕部之骨化[J].解剖学报,1962(2):173-184. 被引量:16
  • 2张绍岩,杨士增,邵伟东,黄耕培,欧建华,金寿光,黄惟军,纪庆科,吴惠茹.中国人手腕骨发育标准——CHN法[J].体育科学,1993,13(6):33-39. 被引量:31
  • 3张绍岩,刘丽娟,吴真列,刘刚,马振国,沈勋章,许瑞龙,花纪青,韩一三.中国人手腕骨发育标准—中华05 I.TW_3-CRUS、TW_3-C腕骨和RUS-CHN方法[J].中国运动医学杂志,2006,25(5):509-516. 被引量:95
  • 4Pietka E, McNitt-Gray MF, Kuo ML,et al. Computer-assisted phalan-geal analysis in skeletal age assessment [ J ]. IEEE Transactions on Medical Imaging, 1991 (4).
  • 5Pietka E,Kaabi L,Kuo ML,et al. Feature extraction in carpal-bone analysis [ J ]. IEEE Transactions on Medical Imaging, 1993 ( 1 ).
  • 6Pietka E, Gertych A, Pospiech S, et al. Computer.assisted bone age assessment : image preprocessing and epiphyseal/metaphyseal ROI extraction[ J]. IEEE Transactions on Medical Imaging,2001 (8).
  • 7Bo-Chun Fan, Chi-Wen Hsieh, Tai-Lang Jong, et al. Automatic bone age estimation based on carpal-bone [ J ]. Image-a preliminary ( Tai-pei) ,2001 (64).
  • 8杨莉 王运琼 等.基于左手掌X光片的骨龄自动评测系统发展研究.云南师范大学学报,2006,(26).
  • 9Ramesh Jain,Rangachar Kasturi,Brian G.Schunck.机器视觉[M].机械工业出版社,2003.
  • 10张绍岩,邵伟东等.中国人骨成熟评价标准及应用[M].北京:人民体育出版社,1995.

共引文献113

同被引文献60

  • 1李新军,邵明省.基于Gabor函数能量的指纹识别[J].实验室研究与探索,2010,29(1):185-187. 被引量:4
  • 2张绍岩,杨士增,邵伟东,黄耕培,欧建华,金寿光,黄惟军,纪庆科,吴惠茹.中国人手腕骨发育标准——CHN法[J].体育科学,1993,13(6):33-39. 被引量:31
  • 3严永依2011年(红双喜·新星杯)全国少儿乒乓球比赛运动员身份证查验和骨龄检测的调研[D].苏州:苏州大学,2011:4-10.
  • 4杨莉.针对左手掌x光片的骨龄自动评价系统研究[D].昆明:云南师范大学,2011:5-8.
  • 5尹光健.CASAS中的骨骼分割与定位研究[D].昆明:昆明理工大学,2005:17-40.
  • 6BO(~HI L, FERRARA F, VALLI G, et al. An artificial neural network architecture for skeletal age asaessment[J3. Proc Int Conf Image Process, 2003,1(1) : 1077-1080.
  • 7CHEN C,XIE W, FRANKE J, et al. Automatic X-ray landmark detection and shape segmentation via data-driven joint estima- tion of image displacements[J]. Med Image Analysis, 2014,18 (3) : 487-499.
  • 8GERTHCH A, ZHANG A, SAYRE J,et al. Bone age assess- ment of children using a digital hand atlas[J]. Comput Med Imag Graph, 2007, 31(4) t 322-331.
  • 9GREULICH W W, PYLE S l_ Radiographic Atlas of Skeletal Development of Hand and Wrist, 2nd Edition[M]. Red Wood City: Stardom University Press, 1959: 23-25.
  • 10HSIEH W C,JONG L T,TIU M C. Bone age estimation based on phalanx information with fuzzy constrain of carpals[J]. Med Biol Eng Comput,2007,45(3) :283-295.

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