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双目影像流:迈向立体运动融合的步骤。

Binocular image flows: steps toward stereo-motion fusion.

机构信息

Department of Electrical, Computer, and Systems Engineering, Boston University, Boston, MA 02215.

出版信息

IEEE Trans Pattern Anal Mach Intell. 1986 Jun;8(6):715-29. doi: 10.1109/tpami.1986.4767853.

Abstract

The analyses of visual data by stereo and motion modules have typically been treated as separate parallel processes which both feed a common viewer-centered 2.5-D sketch of the scene. When acting separately, stereo and motion analyses are subject to certain inherent difficulties; stereo must resolve a combinatorial correspondence problem and is further complicated by the presence of occluding boundaries, motion analysis involves the solution of nonlinear equations and yields a 3-D interpretation specified up to an undetermined scale factor. A new module is described here which unifies stereo and motion analysis in a manner in which each helps to overcome the other's short-comings. One important result is a correlation between relative image flow (i.e., binocular difference flow) and stereo disparity; it points to the importance of the ratio ¿ ¿, rate of change of disparity ¿ to disparity ¿, and its possible role in establishing stereo correspondence. The importance of such ratios was first pointed out by Richards [19]. Our formulation may reflect the human perception channel probed by Regan and Beverley [18].

摘要

立体和运动模块的视觉数据分析通常被视为独立的平行过程,两者都为场景的共同以观察者为中心的 2.5-D 草图提供信息。当分别作用时,立体和运动分析会受到某些固有困难的影响;立体必须解决组合对应问题,并且由于存在遮挡边界而变得更加复杂,运动分析涉及非线性方程的求解,并产生指定到不确定比例因子的 3-D 解释。这里描述了一个新的模块,它以一种方式统一了立体和运动分析,使它们相互帮助克服彼此的不足。一个重要的结果是相对图像流(即双目差分流)与立体视差之间的相关性;它指出了比率¿¿,视差变化率¿对视差¿的重要性,以及它在建立立体对应中的可能作用。理查德兹 [19] 首先指出了这种比率的重要性。我们的公式可能反映了雷根和贝弗里 [18] 探测的人类感知通道。

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