用于快速人脸检测的级联检测器

Ning Jiang, Wenxin Yu, Shaopeng Tang, S. Goto
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引用次数: 14

摘要

近年来,基于LBP特征的svm检测器和基于Haar特征的级联检测器是两种有效的人脸检测检测器。本文提出了改进基于Haar特征的级联检测器性能的方法。首先,我们描述了级联检测器的一个新特征。这个特性被称为独立哈尔特性。其次,提出了一种新的级联检测决策算法,以提高检测率。有三个关键贡献。第一个是“分离哈尔特征”,它在哈尔特征的矩形之间添加一个不关心的区域。第二个是为这个不关心的区域选择最佳宽度的算法。最后,我们提出了一种新的决策算法,使得在级联检测过程中不再只通过一个阶段的结果来进行决策,从而提高了检测率。
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A cascade detector for rapid face detection
In recent years, LBP feature based svm detector and Haar feature based cascade detector are the two types of efficient detectors for face detection. In this paper, we proposed to improve the performance on Haar feature based cascade detector. First, we describe a new feature for cascade detector. The feature is called Separate Haar Feature. Secondly, we describe a new decision algorithm in cascade detection to improve the detection rate. There are three key contributions. The first is “Separate Haar Feature”, which adds a don't-care area between the rectangles of Haar Feature. The second is the algorithm for selecting the best width for this don't-care area. Finally, we proposed a new decision algorithm which makes the decision by not only a stage result in cascade detection process to improve the detection rate.
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