在移动设备上实现对人类面部表情和性别的自动识别

Romulus-Cristian Moraru, A. Cataron
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引用次数: 0

摘要

本文介绍了一个自动化系统在移动设备上的实现,该系统可以识别7个基本的面部表情,每个表情都与一种情绪相关:快乐、悲伤、愤怒、厌恶、惊讶、恐惧和中立,以及使用卷积神经网络和迁移学习从面部图像中识别一个人的性别。人脸是从实时运行应用程序的设备的摄像头生成的图像中提取出来的。该系统的服务器端分为两个版本:桌面版,在识别和处理速度方面表现良好;网页版,可以在任何提供浏览器和摄像头的设备上运行。
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Automated recognition of facial expressions and gender in humans implemented on mobile devices
This paper presents the implementation on mobile devices of an automated system which can recognize 7 basic facial expressions each of them associated to an emotion: happy, sad, angry, disgust, surprise, fear, and neutrality alongside a person’s gender from a facial image using convolutional neural networks and transfer learning. The human faces are extracted from images generated by the camera of the device which runs the application in real time. The server side of the system was built in two versions: desktop which has good performances regarding recognition and processing speed and web which can run on any device which provides a browser and a camera.
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发文量
20
审稿时长
24 weeks
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