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Solving the multi-way matching problem by permutation synchronization

机译:通过置换同步解决多向匹配问题

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The problem of matching not just two, but m different sets of objects to each other arises in many contexts, including finding the correspondence between feature points across multiple images in computer vision. At present it is usually solved by matching the sets pairwise, in series. In contrast, we propose a new method, Permutation Synchronization, which finds all the matchings jointly, in one shot, via a relaxation to eigenvector decomposition. The resulting algorithm is both computationally efficient, and, as we demonstrate with theoretical arguments as well as experimental results, much more stable to noise than previous methods.
机译:匹配不仅仅是两个的问题,而是在许多上下文中产生不同的对象,包括在许多上下文中,包括在计算机视觉中发现多个图像之间的特征点之间的对应关系。目前,通常通过串联成对匹配组来解决。相比之下,我们提出了一种新的方法,置换同步,它通过放松到特征向量分解,在一次拍摄中共同找到所有匹配。结果算法既有计算效率,正如我们用理论争论和实验结果所展示,比以前的方法更稳定。

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