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Facial feature detection on mobile devices

机译:移动设备上的面部特征检测

摘要

Locating an eye includes generating an intensity response map by applying a 3-rectangle filter and applying K-mean clustering to the map to determine the eye. Locating an eye corner includes applying logarithm transform and grayscale stretching to generate a grayscale eye patch, generating a binary map of the patch by using a threshold based on a histogram of the patch, and estimating the eye corner by averaging coordinates weighted by minimal eigenvalues of spatial gradient matrices in a search region based on the binary map. Locating a mouth corner includes generating another intensity response map and generating another binary map using another threshold based on another histogram of the intensity response map. Locating a chin or a cheek includes applying angle constrained gradient analysis to reject locations that cannot be the chin or cheek. Locating a cheek further includes removing falsely detected cheeks by parabola fitting curves through the cheeks.
机译:定位眼睛包括通过应用3矩形滤波器并将K均值聚类到该图以确定眼睛来生成强度响应图。定位眼角包括应用对数变换和灰度拉伸以生成灰度眼罩,使用基于补丁直方图的阈值生成阈值来生成补丁的二进制图,以及通过平均由最小特征值加权的坐标来估计眼角。基于二元图的搜索区域中的空间梯度矩阵。定位嘴角包括基于强度响应图的另一个直方图生成另一个强度响应图和使用另一个阈值来生成另一个二进制图。查找下巴或脸颊包括应用角度受限的梯度分析以拒绝不能成为下巴或脸颊的位置。定位脸颊进一步包括通过穿过脸颊的抛物线拟合曲线来去除错误检测到的脸颊。

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