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使用时频表示法和运动物体分割来估计多个时变运动。

Estimation of multiple, time-varying motions using time-frequency representations and moving-objects segmentation.

作者信息

Alexiadis Dimitrios S, Sergiadis George D

机构信息

Telecommunications Laboratory, Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece.

出版信息

IEEE Trans Image Process. 2008 Jun;17(6):982-90. doi: 10.1109/TIP.2008.922437.

Abstract

We extend existing spatiotemporal approaches to handle time-varying motions estimation of multiple objects. It is shown that multiple, time-varying motions estimation is equivalent to the instantaneous frequency estimation of superpositioned FM sinusoids. Therefore, we apply established signal processing tools, such as time-frequency representations to show that for each time instant, the energy is concentrated along planes in the 3-D space: spatial frequencies-instantaneous frequency. Using fuzzy C-planes, we estimate indirectly the instantaneous velocities. Furthermore, adapting existing approaches to our problem, we attain the identification of the moving objects. The experimental results verify the effectiveness of our methodology.

摘要

我们扩展了现有的时空方法,以处理多个物体的时变运动估计。结果表明,多个时变运动估计等同于叠加调频正弦波的瞬时频率估计。因此,我们应用成熟的信号处理工具,如时频表示,来表明在每个时刻,能量集中在三维空间中的平面上:空间频率 - 瞬时频率。使用模糊C平面,我们间接估计瞬时速度。此外,将现有方法应用于我们的问题,我们实现了对移动物体的识别。实验结果验证了我们方法的有效性。

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