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GABOR FEATURES FOR REAL-TIME ROAD ENVIRONMENT CLASSIFICATION

机译:GABOR特征,适用于实时道路环境分类

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In this paper we present a methodology to use Gabor response features for real-time visual road environment classification. Processing Gabor filters using hardware solely dedicated to this task enables improved real-time texture classification. Using such hardware enables us to successfully extract Gabor feature information for a four-class road environment classification problem. We used summary histogram as an intermediate level of texture representation prior to final classification. Overall we obtain a maximally correct classification circa 98%, outperforming prior work in the field.
机译:在本文中,我们提出了一种方法来利用Gabor响应特征来实时视觉道路环境分类。使用单独专用于此任务的硬件处理Gabor过滤器,可以提高实时纹理分类。使用此类硬件使我们能够成功提取四类道路环境分类问题的Gabor特征信息。我们使用摘要直方图作为最终分类之前的纹理表示的中间水平。总的来说,我们获得了最大正确的大约98%的分类,优于现场的现有工作。

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