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THREE-DIMENSIONAL RECONSTRUCTION METHOD AND SYSTEM FOR JOINT OPTIMIZATION OF HUMAN BODY POSTURE MODEL AND APPEARANCE MODEL

机译:人体姿态模型与外观模型联合优化的三维重构方法及系统

摘要

A three-dimensional reconstruction method and system for the joint optimization of a human body posture model and an appearance model. The method comprises the following steps: capturing a depth map of a human body to obtain a single depth image (S101); converting the single depth image into a three-dimensional point cloud, and obtaining matching point pairs between the three-dimensional point cloud and vertexes of a reconstruction model and matching point pairs between the three-dimensional point cloud and vertexes of a parameterized human body model (S102); building an energy function according to the matching point pairs, and jointly solving a non-rigid motion position transformation parameter of each vertex on the reconstruction model and a parameterized human body posture model parameter (S103); solving the energy function, and performing alignment on the reconstruction model and the three-dimensional point cloud according to the solution result (S104); and updating and complementing the aligned model by means of the depth map to perform real-time human body dynamic three-dimensional reconstruction (S105). The method can effectively improve the timeliness, robustness and accuracy of reconstruction, features high expandability, and is simple and easy to implement.
机译:用于人体姿势模型和外观模型的联合优化的三维重建方法和系统。该方法包括以下步骤:捕获人体的深度图以获得单个深度图像(S101);以及将单个深度图像转换为三维点云,并获得三维点云与重建模型顶点之间的匹配点对以及三维点云与参数化人体模型顶点之间的匹配点对(S102);根据匹配点对建立能量函数,并共同求解重构模型上每个顶点的非刚性运动位置转换参数和参数化的人体姿态模型参数(S103);求解能量函数,并根据求解结果对重建模型与三维点云进行对齐(S104);通过深度图更新对齐模型并进行补充,进行实时人体动态三维重建(S105)。该方法可以有效地提高重建的及时性,鲁棒性和准确性,具有较高的扩展性,并且简单易行。

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