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Real Time Head Nod and Shake Detection Using HMMs

机译:使用HMMS实时头部点头并摇动检测

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摘要

This paper discusses a technique of detecting a head nod and shake. The proposed system is composed of face detection, eye detection and head nod and head shake detection. We use motion segmentation algorithm that makes use of differencing to detect moving people's faces. The novelty of this paper comes from the differencing in real time input images, preprocessing to remove noises (morphological operator and so on), detecting edge lines and restoration, finding the face area and cutting the head candidate. Moreover, we adopt K-means algorithm for finding head. Eye detection extracts the location of eyes from the detected face region. It is performed at the region close to a pair of eyes for real-time eye detecting. Head nod and shake can be detected by HMMs those are adapted by a directional vector. The HMMs vector can also be used to determine neutral as well as head nod and head shake. These techniques are implemented on a lot of images and a notable success is notified.
机译:本文讨论了一种检测头部点头和摇动的技术。所提出的系统由面部检测,眼睛检测和头部点头和头部抖动检测组成。我们使用运动分割算法,利用差异来检测移动人们的面部。本文的新颖性来自实时输入图像的差异,预处理以去除噪声(形态操作员等),检测边缘线和恢复,找到面部区域并切割头部候选。此外,我们采用K-Means算法来查找头部。眼睛检测从检测到的面部区域提取眼睛的位置。它在靠近一对眼睛的区域进行,用于实时眼睛检测。可以通过HMMS检测头部点头和摇动,其中由方向向量调整。 HMMS载体也可用于确定中性以及头部点头和头部抖动。这些技术在很多图像上实现,并且通知了显着的成功。

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