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单目视频中人体三维运动的迭代优化估计
引用本文:陈坚,吴恩华. 单目视频中人体三维运动的迭代优化估计[J]. 计算机辅助设计与图形学学报, 2005, 17(7): 1523-1528
作者姓名:陈坚  吴恩华
作者单位:中国科学院软件研究所计算机科学重点实验室,北京,100080;中国科学院研究生院,北京,100039;中国科学院软件研究所计算机科学重点实验室,北京,100080;澳门大学科学技术学院电脑与资讯科学系,澳门
基金项目:国家自然科学基金(60173022,600333010),国家重点基础研究发展规划项目(2002CB312102)
摘    要:提出并实现了一种从单目视频流中重建人体三维运动的方法.该方法通过交互定制得到个性化的人体骨架模型和视频序列每一帧中人体各关节点的二维坐标后,分别针对单帧和连续多帧进行优化并迭代求解,得到每一帧的比例因子的最优解;最后反求各关节点的三维坐标,重建人体三维运动序列.对包含复杂和快速多变的人体运动的视频进行的实验表明,该方法简单有效,适用于包括体育、影视等在内的实际视频源.

关 键 词:人体运动  比例正交投影  最优化方法  三维重建

3D Human Motion Reconstruction from Monocular Videos through Iterative Optimization
Chen Jian,WU Enhua. 3D Human Motion Reconstruction from Monocular Videos through Iterative Optimization[J]. Journal of Computer-Aided Design & Computer Graphics, 2005, 17(7): 1523-1528
Authors:Chen Jian  WU Enhua
Affiliation:Chen Jian1,2) Wu Enhua1,3) 1)
Abstract:A novel approach on reconstruction of 3D motion of a human figure from a monocular video is proposed. By the method, a human stick model and the 2D feature points of each frame are obtained manually. The scale factor is computed and optimized in each frame. In the solution, an iterative optimization algorithm for a series of subsequence is also proposed to obtain the optimum solution. Finally, the 3D coordinates of each joint is computed to reconstruct the sequence of 3D human motion. Experiments on challenging videos including complex and highly dynamic motions show the effectiveness of the approach. This approach can be applied to real videos such as sports, movies and so on.
Keywords:human motion  scaled orthographic projection  optimization method  3D reconstruction
本文献已被 CNKI 维普 万方数据 等数据库收录!
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