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Upright Detection of In-Plain Rotated Face Images with Complicated Background for Organizing Photos

机译:垂直检测具有复杂背景的普通旋转面部图像以组织照片

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Digital cameras and smart-phones with orientation sensors allow auto-rotation of portrait images. Auto-rotation of portrait is done by using the image file's metadata, exchangeable image file format (EXIF). The output of these sensors is used to set the EXIF orientation flag to reflect the positioning of the camera with respect to the ground. Unfortunately, software program support for this feature is not widespread or consistently applied. Our research goal is to create the EXIF orientation flag by detecting the upright direction of face images having no orientation flag and is to apply the software of organizing photos. In this paper, we propose a novel upright detection scheme for face images that relies on generation of rotated images in four direction and part-based face detection with Haar-like features. Inputted images are frontal faces and these images are in-plain rotated in four possible direction. The process of upright detection is that among four possible rotated images, if only one rotated image is accepted in face detection and other three rotated images are rejected, the upright direction is obtained from the accepted direction. Rotation angle of EXIF orientation is, 0 degree, 90 degree clockwise, 90 degree counter-clockwise, or 180 degree. Experimental results on 450 face image samples show that proposed method is very effective in detecting upright of face images with background variations.
机译:带有方向传感器的数码相机和智能手机可以自动旋转人像图像。人像的自动旋转是通过使用图像文件的元数据和可交换的图像文件格式(EXIF)完成的。这些传感器的输出用于设置EXIF方向标志,以反映摄像机相对于地面的位置。不幸的是,对此功能的软件程序支持并不广泛或未得到一致应用。我们的研究目标是通过检测没有方向标记的面部图像的竖立方向来创建EXIF方向标记,并应用组织照片的软件。在本文中,我们提出了一种新颖的人脸图像直立检测方案,该方案依赖于四方向旋转图像的生成以及具有Haar样特征的基于部分的人脸检测。输入的图像是正面,并且这些图像在四个可能的方向上进行了平面内旋转。直立检测的过程是,在四个可能的旋转图像中,如果在面部检测中仅接受一个旋转图像,而拒绝其他三个旋转图像,则从接受方向获得直立方向。 EXIF方向的旋转角度为0度,顺时针90度,逆时针90度或180度。在450个面部图像样本上的实验结果表明,该方法在检测具有背景变化的面部图像的直立性方面非常有效。

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