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融合曲率特征的椎体几何形态统计模型构建方法

Construction method of vertebral body geometric shape statistical model fused curvature features

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【作者】 惠宇; 武君胜; 唐继勇; 张靖; 黄伟;

【Author】 HUI Yu;WU Junsheng;TANG Jiyong;ZHANG Jing;HUANG Wei;Hanshan Normal University;Yuebei People′s Hospital;Artificial Intelligence and Big Data College, Chongqing College of Electronic Engineering;School of Computer Science, China West Normal University;School of Software, Northwestern Polytechnical University;

【通讯作者】 黄伟;

【机构】 韩山师范学院; 粤北人民医院; 重庆电子工程职业学院人工智能与大数据学院; 西华师范学院计算机学院; 西北工业大学软件学院;

【摘要】 现有医学样本库缺乏不同年龄段脊椎的几何形态统计模型,因此建立一个精度较高、定位准确的椎体几何形态统计模型库就显得迫在眉睫。提出一种基于融合曲率特征的椎体三维几何统计模型构建方法,根据曲率特征对人体腰椎三维重建模型进行识别和定位,输出各模型的样本矩阵;用优化的ICP算法对样本矩阵进行对齐与配准;用PCA对样本模型进行配准训练,组成统计模型样本库。

【Abstract】 At present, the existing medical sample database lacks geometric statistical models of vertebrae of different ages. Therefore, it is essential to establish a geometric statistical model database of vertebrae with high precision and accurate positioning. This paper proposes a construction method of three-dimensional geometric statistical model of vertebrae based on fused curvature features. First, we identify and locate the three-dimensional reconstruction model of the human lumbar spine according to the curvature characteristics, and output the sample matrix of each model; then, we use the optimized ICP algorithm to align and register the sample matrix; finally, we apply PCA to perform registration training on the sample model, and form the sample database of statistical model in the end.

【基金】 重庆市教育委员会科学技术研究计划青年项目(KJQN202203117,KJQN202203114,KJQN202003110,KJQN202003109,KJQN202203124);重庆市沙坪坝区智库调研课题(2022SPBKXKT06);重庆电子工程学院科研项目(22XJZXZD02)资助
  • 【文献出处】 西北工业大学学报 ,Journal of Northwestern Polytechnical University , 编辑部邮箱 ,2022年05期
  • 【分类号】R68;TP391.41
  • 【下载频次】21
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