有效的立体匹配使用可靠的点为基础的图切

Haoqian Wang, M. Wu, Yongbing Zhang, Lei Zhang
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引用次数: 14

摘要

本文提出了一种基于可靠点和区域图割的立体匹配算法。首先,采用基于局部窗口的方法计算初始视差图;其次,根据DSI(视差空间图像)检测不可靠点,并结合每个不可靠点周围的点得到估计的视差值;然后,在基于区域的图割框架中引入可靠点方案,对初始结果进行优化。最后,通过多步细化过程有效处理视差结果中的剩余误差。实验结果表明,该算法显著降低了计算量,保证了较高的匹配质量。
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Effective stereo matching using reliable points based graph cut
In this paper, we propose an effective stereo matching algorithm using reliable points and region-based graph cut. Firstly, the initial disparity maps are calculated via local windowbased method. Secondly, the unreliable points are detected according to the DSI(Disparity Space Image) and the estimated disparity values of each unreliable point are obtained by considering its surrounding points. Then, the scheme of reliable points is introduced in region-based graph cut framework to optimize the initial result. Finally, remaining errors in the disparity results are effectively handled in a multi-step refinement process. Experiment results show that the proposed algorithm achieves a significant reduction in computation cost and guarantee high matching quality.
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