Face detection based on a model of the skin color with constraints and template matching

S. Kherchaoui, A. Houacine
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引用次数: 36

Abstract

Face detection is now a classical problem in detection, and it was addressed through several methods, including global comprehensive image scanning and structural approaches that focus on the facial structures. Face detection is considered in this paper based on combining both a statistical model of skin color and geometrical face characteristics. The system presented is organized in two parts. The first one consists in skin color detection by a statistical method, based on a Gaussian mixture model in the chromatic CbCr color space. The second part is devoted to processing detected skin regions to select those corresponding to faces. A skin region is considered as a face candidate if it verifies a set of geometrical constraints. And then, a template matching is applied to reach the final decision depending on the degree of similarity between the template used and the region under analysis. Both skin detection part and whole face detection system were tested on face databases.
基于肤色约束和模板匹配的人脸检测模型
人脸检测是当今检测领域的一个经典问题,目前人脸检测已通过多种方法得到解决,包括全局综合图像扫描和以面部结构为重点的结构方法。基于肤色统计模型和人脸几何特征相结合的人脸检测方法。本系统分为两部分。第一种方法是基于彩色CbCr颜色空间中的高斯混合模型,采用统计方法进行肤色检测。第二部分对检测到的皮肤区域进行处理,选择与人脸相对应的区域。如果皮肤区域验证了一组几何约束,则将其视为人脸候选区域。然后,根据所使用的模板与待分析区域的相似程度进行模板匹配,得出最终的决策。在人脸数据库上对皮肤检测部分和整个人脸检测系统进行了测试。
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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