Alexiadis Dimitrios S, Sergiadis George D
Telecommunications Laboratory, Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece.
IEEE Trans Image Process. 2008 Jun;17(6):982-90. doi: 10.1109/TIP.2008.922437.
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.
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。