An Approach for Improving Automatic Mouth Emotion Recognition

被引:16
作者
Biondi, Giulio [1 ,2 ]
Franzoni, Valentina [2 ,3 ]
Gervasi, Osvaldo [2 ]
Perri, Damiano [2 ]
机构
[1] Univ Florence, Dept Math & Comp Sci, Florence, Italy
[2] Univ Perugia, Dept Math & Comp Sci, Perugia, Italy
[3] Sapienza Univ Rome, Dept Comp, Control & Management Engn Antonio Ruberti, Rome, Italy
来源
COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2019, PT I: 19TH INTERNATIONAL CONFERENCE, SAINT PETERSBURG, RUSSIA, JULY 1-4, 2019, PROCEEDINGS, PT I | 2019年 / 11619卷
关键词
MODELS;
D O I
10.1007/978-3-030-24289-3_48
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The study proposes and tests a technique for automated emotion recognition through mouth detection via Convolutional Neural Networks (CNN), meant to be applied for supporting people with health disorders with communication skills issues (e.g. muscle wasting, stroke, autism, or, more simply, pain) in order to recognize emotions and generate real-time feedback, or data feeding supporting systems. The software system starts the computation identifying if a face is present on the acquired image, then it looks for the mouth location and extracts the corresponding features. Both tasks are carried out using Haar Feature-based Classifiers, which guarantee fast execution and promising performance. If our previous works focused on visual micro-expressions for personalized training on a single user, this strategy aims to train the system also on generalized faces data sets.
引用
收藏
页码:649 / 664
页数:16
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