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Human Spine Posture Estimation from 2D Frontal and Lateral Views Using 3D Physically Accurate Spine Model

机译:使用3D物理精确的脊柱模型从2D正面和侧面查看人体脊柱姿势

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This paper proposes the design of a physically accurate spine model and its application to estimate three dimensional spine posture from the frontal and lateral views of a human body taken by two conventional video cameras. The accurate spine model proposed here is composed of rigid body parts approximating vertebral bodies and elastic body parts representing intervertebral disks. In the estimation process, we obtain neck and waist positions by fitting the Connected Vertebra Spheres Model to frontal and lateral silhouette images. Then the virtual forces acting on the top and the bottom vertebrae of the accurate spine model are computed based on the obtained neck and waist positions. The accurate model is deformed by the virtual forces, the gravitational force, and the forces of repulsion. The model thus deformed is regarded as the current posture. According to the preliminary experiments based on one real MR image data set of only one subject person, we confirmed that our proposed deformation method estimates the positions of the vertebrae within positional shifts of 3.2 ~ 6.8 mm. 3D posture of the spine could be estimated reasonably by applying the estimation method to actual human images taken by video cameras.
机译:本文提出了一种物理上精确的脊柱模型的设计及其在从两个传统摄像机拍摄的人体的正面和侧面视图估算三维脊柱姿势中的应用。此处提出的精确脊柱模型由近似椎体的刚体部分和代表椎间盘的弹性体部分组成。在估计过程中,我们通过将“连接椎体球体模型”拟合到正面和侧面轮廓图像来获得颈部和腰部位置。然后,基于获得的颈部和腰部位置,计算作用在精确脊柱模型的顶部和底部椎骨上的虚拟力。精确的模型会因虚拟力,引力和排斥力而变形。如此变形的模型被视为当前姿势。根据仅基于一个受检者的一个真实MR图像数据集的初步实验,我们证实了我们提出的变形方法在3.2〜6.8 mm的位置偏移范围内估计了椎骨的位置。通过将估算方法应用于摄像机拍摄的实际人体图像,可以合理地估算出脊柱的3D姿势。

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