机器人应用的快速立体视觉算法

R. González, J. Cancelas, J. C. Álvarez, J. Fernández, J. Enguita
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引用次数: 13

摘要

自主导航应用需要具有低采样时间的传感器来提高速度。我们开发了一种立体视觉算法,能够以高速(40毫秒/线)为单个高分辨率扫描线提供密集的视差图,即使在宽视差范围内也是如此。我们已经用合成图像和真实图像对算法进行了测试。该算法基于一个动态规划模式,其代价函数基于强化误差的加权平方和。权重因子基于梯度值。该算法包括明确检测遮挡。遮挡代价根据匹配点的梯度值动态变化。
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Fast stereo vision algorithm for robotic applications
Autonomous navigation applications demand sensors with a low sample time to be able to increase speed. We have developed a stereo vision algorithm, capable to deliver dense disparity maps for single, high-resolution scanlines at high speed (40 ms/line), even for wide disparity ranges. We have tested the algorithm with synthetic and real images. Our algorithm is based on a dynamic programming schema with a cost function based on a weighted sum of squared intensify errors. Weight factors are based on gradient values. The algorithm includes explicitly detection of occlusion. Occlusion cost changes dynamically depending on gradient values of matched points.
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