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Color flag recognition based on HOG and color features in complex scene

机译:基于复杂场景中的猪和彩色功能的颜色旗识别

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In complex scene, the exact determination and division of color is the key to color flag recognition tasks. Aiming at the problem that the traditional recognition methods have low recognition accuracy and can not be identified in complex scene and multi-targets, this paper proposes a color threshold determination (CTD) method to identify color flag. Firstly, the color sample data set under different light conditions is constructed, and the filtering of the noise pixels is realized by the projection method in the HSV color space to obtain the final color decision threshold. Secondly, color decision is made for each pixel in the candidate region of interest detected by Gentle Adaboost cascade classifier based on HOG feature. Finally, the color feature is matched by the preset threshold, and the matching region is retained to obtain the final recognition results. Experiments show that the proposed approach has better performance in the color flag recognition task under complex scene. The recognition accuracy was 97.1%, the sensitivity was 90.70% and the specificity was 99.33%.
机译:在复杂的场景中,颜色的确切确定和分割是颜色标志识别任务的关键。针对传统识别方法具有低识别准确性并且不能在复杂场景和多目标中识别的问题,提出了一种识别颜色标志的颜色阈值确定(CTD)方法。首先,构造不同光条件下的颜色样本数据,并且通过HSV颜色空间中的投影方法实现噪声像素的滤波,以获得最终的颜色判定阈值。其次,基于HOG特征对由柔和的Adaboost级联分类器检测到的候选感兴趣区域中的每个像素进行颜色决定。最后,彩色特征通过预设阈值匹配,保留匹配区域以获得最终识别结果。实验表明,该方法在复杂场景下的颜色旗识别任务中具有更好的性能。识别准确度为97.1%,敏感性为90.70%,特异性为99.33%。

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