测地线主动立体视觉的前传播与水平集方法

R. Deriche, C. Bouvin, O. Faugeras
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引用次数: 13

摘要

给定一个弱标定的立体系统和一个由外部算子给定的任意3个点指定的虚拟三维监视平面,我们描述了一个框架,用于匹配位于三维监视平面和被观察的三维场景交点的复杂二维平面曲线。然后可以使用该重要信息来知道被观察对象的哪些部分位于立体系统和虚拟3D监视平面之间,以及哪些部分位于3D虚拟监视平面后面,即在立体系统周围指定的安全区域之外。使用基于能量最小化的方法,我们将这个立体问题重新表述为一个前传播问题。导出了设计能量泛函的欧拉-拉格朗日方程,得到了能量最小的流动。这种原始方案可以看作是一种测地线主动立体模型,它基本上将给定的曲线吸引到具有相似强度的像素对应的势阱的底部。使用Osher和Sethian(1988)的水平集表述方案,可以匹配复杂的曲线,并且可以自然地管理进化曲线的拓扑变化。最终结果也相对独立于曲线初始化。在各种实景图像上进行了实验,取得了令人满意的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Front propagation and level-set approach for geodesic active stereovision
Given a weakly calibrated stereo system and a virtual 3D surveillance plane specified by any 3 points given by an external operator we describe a framework for matching complex 2D planar curves lying at the intersection of the 3D surveillance plane and the 3D scene being observed. This important information may then be used to know which parts of the objects being observed are between the stereo system and the virtual 3D surveillance plane, and which parts are behind the 3D virtual surveillance plane i.e. outside a security zone specified around the stereo system. Using an energy minimization based approach, we reformulate this stereo problem as a front propagation problem. The Euler Lagrange equation of the designed energy functional is derived and the flow minimizing the energy is obtained. This original scheme may be viewed as a geodesic active stereo model which basically attract the given curves to the bottom of a potential well corresponding to pixels having similar intensities. Using the level set formulation scheme of Osher and Sethian (1988), complex curves can be matched and topological changes for the evolving curves are naturally managed. The final result is also relatively independent of the curve initialization. Promising experimental results have been obtained on various real images.
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