Stereo vision using Gabor wavelets

Tieh-Yuh Chen, W.N. Klarquist, A. Bovik
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引用次数: 5

Abstract

The analysis of video images in stereo can extend machine vision to interpret the 3-D structure of a scene. Applications of stereo vision include robotics, industrial automation, autonomous land rovers and automated cartography. The simplest stereo paradigm, binocular stereo vision, provides man and many animals the capability to see the depth from two images without ambiguity. Thus, it is interesting to study the biological solution to stereopsis. In this paper, a biologically motivated model of stereopsis based on a coarse-to-fine matching algorithm using multiband Gabor wavelets is presented. This approach generates a dense disparity map by phase difference computation between stereo image pairs without complex feature extraction. Results of the algorithm for both synthetic and natural stereo images are presented.<>
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基于Gabor小波的立体视觉
对立体视频图像的分析可以扩展机器视觉来解释场景的三维结构。立体视觉的应用包括机器人、工业自动化、自动漫游车和自动制图。双目立体视觉是最简单的立体视觉范例,它使人类和许多动物能够毫不含糊地从两幅图像中看到深度。因此,研究立体视的生物学解决方案是很有意义的。本文提出了一种基于多波段Gabor小波粗精匹配算法的立体视觉生物动机模型。该方法通过计算立体图像对之间的相位差生成密集的视差图,无需进行复杂的特征提取。给出了该算法在合成立体图像和自然立体图像上的应用结果。
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