Fast and accurate localization of human faces

M.H. Khan, N. Khan, A. Zuberi
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引用次数: 3

Abstract

Face detection is the first step in many face image processing applications. This work presents a simple, fast and robust method for reliable detection of faces in real-life images. We introduce a novel technique for distinguishing different skin colors, a capability that most of the other skin color based approaches lack. By distinguishing different shades of skin we are able to accurately detect facial regions even in complex scenes with near skin color backgrounds. Once the algorithm finds a candidate skin colored region, it verifies the region for being a face using a facial template composed of stable facial features. The algorithm can reliably detect multiple near-frontal, near-upright faces at different scales even in the presence of spectacles. We test the effectiveness of the method on various standard video sequences and two standard datasets for face detection.
快速准确的人脸定位
人脸检测是许多人脸图像处理应用的第一步。这项工作提出了一种简单、快速、鲁棒的方法来可靠地检测真实图像中的人脸。我们引入了一种新的技术来区分不同的肤色,这是大多数其他基于肤色的方法所缺乏的能力。通过区分不同肤色,我们能够准确地检测出面部区域,即使是在接近肤色背景的复杂场景中。一旦算法找到候选的肤色区域,它使用由稳定的面部特征组成的面部模板来验证该区域是否为人脸。即使在戴眼镜的情况下,该算法也能在不同尺度上可靠地检测到多张近正面、近直立的脸。我们在不同的标准视频序列和两个标准的人脸检测数据集上测试了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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