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Stereo Correspondence Based On Multiresolution Analysis

机译:基于多分辨率分析的立体对应

摘要

Disparity estimation from stereo imagery has gained substantial interest of research community from its commencement with the recent trend being the use of multiresolution methods. Existing multiresolution based methods generally rely on approximate band based matching neglecting other subbands that carry high-frequency information. Present research is an effort to find a multiresolution based stereo correspondence method that effectively uses the high and low-frequency subbands in multiple resolutions, bridges the gap between feature-based and area-based matching by incorporating the vast feature space of multiresolution and develops an optimum approach between global and local area-based methods in terms of accuracy, implementation and computational complexity. As a response to the lack of exploration of different multiresolution based stereo, a novel comprehensive comparison framework is proposed to evaluate different multiresolution based disparity estimation methods. Extensive qualitative and quantitative results with detailed analysis have been provided to support the claims of the work.
机译:立体影像的视差估计从一开始就引起了研究界的极大兴趣,最近的趋势是使用多分辨率方法。现有的基于多分辨率的方法通常依赖于基于近似带的匹配,而忽略了携带高频信息的其他子带。当前的研究致力于寻找一种基于多分辨率的立体声对应方法,该方法可有效利用多种分辨率的高频和低频子带,通过结合多分辨率的巨大特征空间来弥合基于特征的匹配和基于区域的匹配之间的鸿沟,并开发出一种在准确性,实现和计算复杂性方面,基于全局和局部方法的最佳方法。针对缺乏对不同的基于多分辨率的立体声的探索的不足,提出了一种新颖的综合比较框架,以评估基于不同的多分辨率的视差估计方法。提供了详尽的定性和定量结果,并进行了详细分析,以支持该工作的主张。

著录项

  • 作者

    Mukherjee Dibyendu;

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  • 年度 2010
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