RRV:一种用于刚体运动识别的时空描述符

RRV: A Spatiotemporal Descriptor for Rigid Body Motion Recognition

IEEE Transactions on Cybernetics · 2017
被引 38
ABS 3

中文导读

提出一种旋转与相对速度描述符,利用刚体运动轨迹的局部平移和旋转不变性,用于人体骨骼运动识别,在基准数据集上取得优异结果。

Abstract

The motion behaviors of a rigid body can be characterized by a six degrees of freedom motion trajectory, which contains the 3-D position vectors of a reference point on the rigid body and 3-D rotations of this rigid body over time. This paper devises a rotation and relative velocity (RRV) descriptor by exploring the local translational and rotational invariants of rigid body motion trajectories, which is insensitive to noise, invariant to rigid transformation and scale. The RRV descriptor is then applied to characterize motions of a human body skeleton modeled as articulated interconnections of multiple rigid bodies. To show the descriptive ability of our RRV descriptor, we explore its potentials and applications in different rigid body motion recognition tasks. The experimental results on benchmark datasets demonstrate that our RRV descriptor learning discriminative motion patterns can achieve superior results for various recognition tasks.

计算机视觉运动识别刚体运动人体骨骼建模