视点不变纹理匹配和宽基线立体

F. Schaffalitzky, Andrew Zisserman
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引用次数: 226

摘要

我们描述并演示了一个纹理区域描述符,它对仿射几何和光度变换不敏感,对纹理区域的形状不敏感。它适用于局部平面且统计量平稳的纹理块。描述符的新颖之处在于,它基于在整个区域上聚合的统计数据,从而产生比在某一点上计算的描述符更丰富、更稳定的描述符。本文给出了该描述符的两种纹理匹配应用:(1)用于在单幅图像中自动识别具有相同类型纹理但表面姿态不同的区域;(2)用于支持宽基线立体,即能够自动计算从完全分离的视点获取的两幅图像之间的极极几何。在几组真实图像上给出了结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Viewpoint invariant texture matching and wide baseline stereo
We describe and demonstrate a texture region descriptor which is invariant to affine geometric and photometric transformations, and insensitive to the shape of the texture region. It is applicable to texture patches which are locally planar and have stationary statistics. The novelty of the descriptor is that it is based on statistics aggregated over the region, resulting in richer and more stable descriptors than those computed at a point. Two texture matching applications of this descriptor are demonstrated: (1) it is used to automatically identify, regions of the same type of texture, but with varying surface pose, within a single image; (2) it is used to support wide baseline stereo, i.e. to enable the automatic computation of the epipolar geometry between two images acquired from quite separated viewpoints. Results are presented on several sets of real images.
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