Automatic face detection system for street view images

Xin Yang, Xingang Wang
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引用次数: 1

Abstract

As street view images have been widely used in digital maps, detecting and blurring faces in these images for privacy protection is highly needed. In this paper, an automatic face detection system for street view images is constructed. Firstly, image pre-processing is used to increase image's global contrast. Then, head-shoulder detection based on combined-HOG features is applied to locate faces roughly. After that, multi-angle face detection and Bayes face detection based on skin segmentation are used to get faces' locations precisely from the located head-shoulder regions. Experiments conducted show high precision and robustness of the system.
街景图像自动人脸检测系统
随着街景图像在数字地图中的广泛应用,迫切需要对街景图像中的人脸进行检测和模糊处理以保护隐私。本文构建了一个针对街景图像的人脸自动检测系统。首先,对图像进行预处理,提高图像的全局对比度。然后,采用基于hog特征组合的头肩检测对人脸进行粗略定位;然后,采用多角度人脸检测和基于皮肤分割的贝叶斯人脸检测,从定位的头肩区域精确获取人脸位置。实验结果表明,该系统具有较高的精度和鲁棒性。
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