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An integrated vision system on emotion understanding and identity confirmation

机译:情绪理解和身份确认的集成视觉系统

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The technologies of computer vision provided the home robot with visual ability, is able to improve the friendly user experience in home robot application. The vision research tends to solve single problem for a particular area, such as emotion understanding, identity identification and object detection, etc. This paper proposed an integrated application of vision system for emotion and identity confirmation. The facial landmarks, RGB image, and skeleton information captured by Kinect are the input of integrated vision system. The facial landmarks are used for Action Unit (AU) detection since the emotion recognition is considered as a combination of action units. The RGB image and skeleton information are used for identity conformation. The main contributions are summarized as follows. 1) An integrated vision system is proposed for the user description. 2) Hierarchal-Architecture SVM is presented for analysis of facial action units. 3) The system uses facial image and skeleton information to enhance the ability of identity confirmation. Experiments are performed on online test with the average accuracy are obtained by 86.33% and 86.26%, respectively. The experimental results have demonstrated the effectiveness and efficiency of the proposed system in real time application.
机译:计算机视觉技术为家庭机器人提供了视觉能力,能够改善家庭机器人应用中的友好用户体验。视觉研究倾向于解决特定领域的单个问题,例如情感理解,身份识别和物体检测等。本文提出了视觉系统在情感和身份确认中的综合应用。 Kinect捕获的面部标志,RGB图像和骨骼信息是集成视觉系统的输入。由于将情感识别视为动作单元的组合,因此将面部界标用于动作单元(AU)检测。 RGB图像和骨架信息用于身份确认。主要贡献概述如下。 1)提出了用于用户描述的集成视觉系统。 2)提出了层次结构支持向量机,用于分析面部动作单元。 3)该系统使用面部图像和骨骼信息来增强身份确认的能力。在线测试的平均准确率分别为86.33%和86.26%。实验结果证明了该系统在实时应用中的有效性和效率。

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