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Fast semi-global stereo matching via extracting disparity candidates from region boundaries

机译:通过从区域边界中提取视差候选者来实现快速的半全局立体声匹配

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This study proposes a novel fast stereo matching algorithm via semi-global energy optimisation, which achieves a considerable improvement in efficiency for just a small price in accuracy. Based on some assumptions, the authors discover that at most two disparity candidates for each scanline segment of reference image can be extracted. With this observation, the authors present a disparity candidate extraction algorithm. This algorithm constructs an energy function based on colour consistency and restrictions between region boundaries. In this approach, the energy function is optimised via the graph-cuts technique, and the pixels involved are only those positioned on region boundaries, which results in greatly reduced vertex number in the constructed graph and subsequently improved efficiency. After that, a simple partial occlusions handling is conducted as a post-processing to enhance the accuracy of the final disparity map, by selecting a right disparity for each segment from extracted candidates. The performances of our method are demonstrated by experiments on the Middlebury test set.
机译:这项研究提出了一种通过半全局能量优化的新颖的快速立体声匹配算法,该算法以很小的准确性就能实现效率的显着提高。基于一些假设,作者发现可以为参考图像的每个扫描线段提取最多两个视差候选。有了这个观察,作者提出了视差候选者提取算法。该算法基于颜色一致性和区域边界之间的限制构造能量函数。在这种方法中,通过图切割技术优化了能量函数,并且所涉及的像素仅是位于区域边界上的那些像素,这导致所构造图的顶点数大大减少,从而提高了效率。之后,通过从提取的候选对象中为每个片段选择合适的视差来进行简单的部分遮挡处理,作为后期处理,以提高最终视差图的准确性。我们的方法的性能通过在Middlebury测试仪上的实验得以证明。

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    《Computer Vision, IET 》 |2011年第2期| p.143-150| 共8页
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