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形状属性在解读非刚性物体运动中的作用。

The utility of shape attributes in deciphering movements of non-rigid objects.

作者信息

Cohen Elias H, Jain Anshul, Zaidi Qasim

机构信息

Graduate Center for Vision Research, State University of New York, College of Optometry, New York, NY 10036, USA.

出版信息

J Vis. 2010 Sep 30;10(11):29. doi: 10.1167/10.11.29.

Abstract

Most moving objects in the world are non-rigid, changing shape as they move. To disentangle shape changes from movements, computational models either fit shapes to combinations of basis shapes or motion trajectories to combinations of oscillations but are biologically unfeasible in their input requirements. Recent neural models parse shapes into stored examples, which are unlikely to exist for general shapes. We propose that extracting shape attributes, e.g., symmetry, facilitates veridical perception of non-rigid motion. In a new method, identical dots were moved in and out along invisible spokes, to simulate the rotation of dynamically and randomly distorting shapes. Discrimination of rotation direction measured as a function of non-rigidity was 90% as efficient as the optimal Bayesian rotation decoder and ruled out models based on combining the strongest local motions. Remarkably, for non-rigid symmetric shapes, observers outperformed the Bayesian model when perceived rotation could correspond only to rotation of global symmetry, i.e., when tracking of shape contours or local features was uninformative. That extracted symmetry can drive perceived motion suggests that shape attributes may provide links across the dorsal-ventral separation between motion and shape processing. Consequently, the perception of non-rigid object motion could be based on representations that highlight global shape attributes.

摘要

世界上大多数移动物体都是非刚性的,在移动时会改变形状。为了将形状变化与运动区分开来,计算模型要么将形状拟合为基本形状的组合,要么将运动轨迹拟合为振荡的组合,但在输入要求方面在生物学上是不可行的。最近的神经模型将形状解析为存储的示例,而一般形状不太可能存在这样的示例。我们提出,提取形状属性(例如对称性)有助于对非刚性运动进行真实感知。在一种新方法中,相同的点沿着不可见的辐条移入和移出,以模拟动态随机变形形状的旋转。作为非刚性函数测量的旋转方向辨别效率是最优贝叶斯旋转解码器的90%,并排除了基于组合最强局部运动的模型。值得注意的是,对于非刚性对称形状,当感知到的旋转仅对应于全局对称性的旋转时,即当形状轮廓或局部特征的跟踪没有信息时,观察者的表现优于贝叶斯模型。提取的对称性可以驱动感知到的运动,这表明形状属性可能在运动和形状处理之间的背腹分离中提供联系。因此,对非刚性物体运动的感知可能基于突出全局形状属性的表征。

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