强制约束人体跟踪

D. Demirdjian
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引用次数: 32

摘要

提出了一种在立体图像中跟踪三维关节人体的新方法。我们提出了一种基于投影的方法来执行铰接约束。我们将关节运动空间定义为物体四肢运动所属的空间。我们证明了在原点周围,关节运动空间可以通过直接从前一个身体姿势估计的线性空间来近似。铰接约束是通过将无约束运动以最优方式投射到线性化的铰接运动空间来实现的。我们的论文还解决了考虑身体姿势和动力学的其他约束的问题(例如关节角度界限,最大速度)。我们在这里提出了一种在跟踪人员时保证这些约束的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Enforcing Constraints for Human Body Tracking
A novel approach for tracking 3D articulated human bodies in stereo images is presented. We present a projection-based method for enforcing articulated constraints. We define the articulated motion space as the space in which the motions of the limbs of a body belong. We show that around the origin, the articulated motion space can be approximated by a linear space estimated directly from the previous body pose. Articulated constraints are enforced by projecting unconstrained motions onto the linearized articulated motion space in an optimal way. Our paper also addresses the problem of accounting for other constraints on body pose and dynamics (e.g. joint angle bounds, maximum speed). We present here an approach to guarantee these constraints while tracking people.
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