您好,欢迎访问上海市农业科学院 机构知识库!

Study for Emotion Recognition of Different Age Groups Students during Online Class

文献类型: 会议论文

第一作者: Ati Jain

作者: Ati Jain 1 ; Hare Ram Sah 2 ; Abhay Kothari 1 ;

作者机构: 1.Department of Computer Science & Engg. SIRT, SAGE University

2.Institute of Advance Computing SIRT, SAGE University

关键词: Facial expressions;Emotions;Classification;Feature extraction;Computer vision;Action units;Online class

会议名称: International Conference on Computing for Sustainable Global Development

主办单位:

页码: 621-625

摘要: Student's learning and education is the key for their success. Teachers always judge students attentiveness in class by their facial expressions which shows their interest in the class. But when we look at present, due to COVID-19, students are learning totally on online platform. During these classes, teachers can see students only through their video cameras and it is difficult to know level of understanding of students, therefore they can be judged by their various emotions such as happy, sad, disinterested, frustration, neutral, confusion, anger, disgust, surprise and learning. It becomes compulsory for educators to identify the state of mind of students during online class by their emotion recognition. This paper presents a review for different facial expressions, body parts and gestures through which identification can be done. With the help of Computer vision and deep learning techniques this is identified by tool in which student's image is captured by video camera and further applying feature extraction and classification techniques. This results in benefitting to both students and faculty for easy execution of online classes. Implementation results shows that emotions recognized through image classification can make better learning outcomes for students.

分类号: tp301.6-53

  • 相关文献

[1]TWIN-GRU: Twin Stream GRU Network for Action Recognition from RGB Video. Hajer Essefi,Olfa Ben Ahmed,Christel Bidet-Ildei,Yannick Blandin,Christine Fernandez-Maloigne. 2021

[2]A Computer Vision Approach to Radial Velocity Extraction for Exoplanet Detection. Katelyn Gan,Vinesh Maguire Rajpaul. 2023

[3]Automated Tomato Inspection and Harvesting System Using Robotic Arm and Computer Vision in Greenhouses. Gaby Abou Haidar,Maher Alaa Deen,Roger Achkar,Michel Owayjan,Roy Abi Zeid Daou. 2023

[4]COARSE LOCALIZATION USING SPACE-TIME AND SEMANTIC-CONTEXT REPRESENTATIONS OF GEO-REFERENCED VIDEO SEQUENCES. Jassem Mansouri,Bassem Seddik,Sami Gazzah,Thierry Chateau. 2015

[5]Gait Recognition using Dynamic Conditional Random Fields. Mabrouka Hagui,Mohamed Ali Mahjoub. 2016

[6]Approaches for Identifying Suicide Ideation in Social Media Texts: Comprehensive Review. Jayshri Suresh Sonawane,Dinesh Jain. 2024

[7]Research and Application of Pig Iris Recognition Technology. Shipu Xu,Guoqing Liu,Yong Liu,Yunsheng Wang. 2024

[8]Student’s Feedback by emotion and speech recognition through Deep Learning. Ati Jain,Hare Ram Sah. 2021

[9]Coupled Hidden Markov Model for video fall detection. Mabrouka Hagui,Mohamed Ali Mahjoub,Faycel Elayeb. 2015

作者其他论文 更多>>