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BOUNDARY PRESERVING JOINT ESTIMATION OF OPTICAL FLOW AND DISPARITY IN A SEQUENCE OF STEREOSCOPIC IMAGES

机译:立体图像序列中的光学流动和视差的边界保留联合估计

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The purpose of this study is to investigate a new method for the joint estimation of optical flow and disparity in a sequence of stereoscopic images. For a sequence of two pairs of stereoscopic images, the problem involves the estimation of four fields, two fields of image motion and two of disparity. Stereoscopy relates the four fields, and there is no relation between any three of these fields except through the fourth. We present a new method where three of the fields are estimated independently by anisotropic diffusion to preserve their boundaries, and the fourth deduced using the integrability constraint. Neither spatial nor temporal correspondence is explicitly referenced. Extention of the scheme over time requires the estimation of only two fields and an application of the integrability constraint at each time step. When motion or disparity in any of the fields is of large extent, the scheme is activated via multiresolution. Several experiments confirm the advantage of the method both in terms of accuracy and speed of.execution.
机译:这项研究的目的是研究一种联合估计一系列立体图像中的光流和视差的新方法。对于两对立体图像序列,问题涉及四个场的估计,两个图像运动场和两个视差。立体镜检查涉及到这四个领域,并且除了第四个领域外,这三个领域之间没有任何关系。我们提出了一种新方法,其中通过各向异性扩散独立地估计三个场以保留其边界,并使用可积性约束来推导第四个场。没有明确引用空间或时间上的对应关系。随着时间的推移,该方案的扩展仅需要估计两个字段,并且在每个时间步均应用可积性约束。当任何一个领域的运动或视差很大时,将通过多分辨率激活该方案。几项实验证实了该方法在执行准确性和执行速度方面的优势。

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