Non-rigid motion and structure from contour

Alex Pentland, Bradley Horowitz, Stan Sclaroff
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引用次数: 35

Abstract

The elastic properties of real materials constrain the types of non-rigid motion that can occur. The authors show that by modeling and simulating the physics of non-rigid motion they can obtain good estimates of both object shape and velocity from contour data. The underlying model is based on the finite element method, and decouples the degrees of freedom by breaking down object motion into rigid and non-rigid vibration modes. Shape estimates are integrated over time by use of an extended Kalman filter, resulting in a stable estimate of both 3D shape and 3D velocity. Examples using X-ray imagery (of the heat) are presented.<>
非刚性运动和结构从轮廓
真实材料的弹性特性限制了可能发生的非刚性运动的类型。作者表明,通过建模和模拟非刚体运动的物理,他们可以从轮廓数据中获得物体形状和速度的良好估计。底层模型基于有限元方法,通过将物体运动分解为刚性和非刚性振动模式来解耦自由度。形状估计是随着时间的推移集成通过使用扩展卡尔曼滤波器,导致稳定的估计三维形状和三维速度。给出了使用x射线成像(热)的例子。
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