非校准图像中基于二维相位的匹配

Yi Xu, Jun Zhou, Guangtao Zhai
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引用次数: 8

摘要

针对一般立体图像的匹配问题,提出了一种基于二维相位的匹配方法。它不同于目前的非校准匹配技术,大多数是在恢复极极几何后获得二维密集视差图。本文通过简单地建立两幅四元数小波滤波图像的四元数相结构之间的对应关系来直接估计视差。利用实数和短长度双正交小波基构建线性相位四元数小波滤波器(LPQWFs)。一旦从QWF图像对中提取相位,视差估计就形成了一个代价函数的最小化过程,该代价函数被表述为比较四元数小波相位的相似度量。对于相位奇点附近的失配,在成本聚合阶段施加相位稳定性约束。引入多尺度匹配策略,避免了相位包裹问题,提高了收敛速度。在各种图像对上的实验结果令人鼓舞。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
2D phase-based matching in uncalibrated images
A novel 2D phase-based matching approach is proposed to resolve the general stereo image matching problem. It is different from the current uncalibrated matching techniques, most of which obtain 2D dense disparity map after the epipolar geometry has been recovered. In this paper, the disparity is directly estimated by simply establishing correspondences between quaternionic phase structures of two QWF (quaternion wavelet filtered) images. Real and short-length biorthogonal wavelet bases are exploited to build linear-phase quaternion wavelet filters (LPQWFs). Once phases are extracted from the QWF image pair, the disparity estimation is formed as a minimization process of a cost function, which is formulated as a similarity measure for comparing quaternion wavelet phases. With regard to the mismatches near phase singularities, phase stability constraints are imposed on cost aggregation stage. And multi-scale matching strategy is introduced to avoid phase wrapping problem and improve convergence speed. The experimental results are encouraging in various image pairs.
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