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Simultaneous optical flow estimation and image segmentation

机译:同时进行光流估计和图像分割

摘要

A technique for estimating the optical flow between images of a scene and a segmentation of the images is presented. This involves first establishing an initial segmentation of the images and an initial optical flow estimate for each segment of each images and its neighboring image or images. A refined optical flow estimate is computed for each segment of each image from the initial segmentation of that image and the initial optical flow of the segments of that image. Next, the segmentation of each image is refined from the last-computed optical flow estimates for each segment of the image. This process can continue in an iterative manner by further refining the optical flow estimates for the images using their respective last-computed segmentation, followed by further refining the segmentation of each image using their respective last-computed optical flow estimates, until a prescribed number of iterations have been completed.
机译:提出了一种用于估计场景的图像之间的光流和图像的分割的技术。这涉及首先为每个图像及其相邻图像或多个图像的每个片段建立图像的初始分割和初始光流估计。根据该图像的初始分割和该图像的各部分的初始光流,为每个图像的各部分计算出精确的光流估计。接下来,根据图像的每个片段的最后计算的光流估计值,细化每个图像的分割。该过程可以通过以下方式以迭代方式继续进行:使用它们各自的最后计算的分割进一步细化图像的光流估计,然后使用它们各自的最后计算的光学流量估计进一步细化每个图像的分割,直到达到指定数量的迭代已完成。

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