基于分层多小波的立体对应匹配技术

P. B. Zadeh, C. Serdean
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引用次数: 4

摘要

提出了一种基于多小波变换的分层立体对应匹配技术。采用全局误差能量最小化技术,对四个多小波近似子带对分别生成视差图。然后使用模糊算法将四个视差图中的信息组合成一个单一的视差图。这个初始的视差图是在最低分辨率下估计的,需要逐步传递到更高的分辨率水平。因此,大大减少了在高分辨率水平下的搜索,从而降低了整个过程的计算成本,提高了最终视差图的可靠性。结果表明,与在空间域和小波域应用相同的方法相比,该方法产生的视差图更平滑,失配误差更小。与米德尔伯里数据库中的其他先进技术相比,所提出的算法效果非常好。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A hierarchical multiwavelet based stereo correspondence matching technique
This paper presents a hierarchical stereo correspondence matching technique based on multiwavelet transforms. A global error energy minimization technique is employed to generate a disparity map for each of the four multiwavelet approximation subband pairs. The information in the four disparity maps is then combined using a Fuzzy algorithm to generate a single disparity map. This initial disparity map is estimated at the lowest resolution and needs to be progressively passed on to higher resolution levels. Hence, the search at higher resolution levels is significantly reduced, thereby reducing the computational cost of the overall process and improving the reliability of the final disparity map. Results show that the proposed technique produces a smoother disparity map with less mismatch errors compared to applying the same method in both spatial and wavelet domains. The proposed algorithm fares very well when compared to other state of art techniques from the Middlebury database.
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