Deep Neural Network modeling to facial expression analysis: a Scratch's creative environment case study

Max Filipe da Costa Braga, Renato Hidaka Torres, Orlando Ohashi Shigueo Junior, J. W. Tavares, Jhonatan da Silva Lima, Bruno Sebastião Rodrigues Da Costa, Anderson Portal Ferreira
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Abstract

This research developed a case study to investigate the emotions of participants in creative learning scenarios using the Scratch platform. A deep neural network model was developed to assess participants' emotions from facial expressions. The results show that the feeling of happiness and neutrality were predominant during the construction of the case study. The observation of these feelings allows us to conclude that the proper use of Scratch can contribute to the motivational factor of learning.  
深度神经网络建模到面部表情分析:一个Scratch的创意环境案例研究
本研究开发了一个案例研究来调查参与者在使用Scratch平台的创造性学习场景中的情绪。研究人员开发了一个深度神经网络模型,通过面部表情来评估参与者的情绪。结果表明,在案例构建过程中,幸福感和中性感占主导地位。通过对这些感受的观察,我们可以得出结论,正确使用Scratch可以促进学习的动机因素。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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