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Make Your Presentation Better: Oral Presentation Support System using Linguistic and Acoustic Features

机译:使您的演示文稿更好:使用语言和声学功能的口头演示文稿支持系统

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摘要

In order to help presenters to improve their oral presentation skills, we propose a support system to provide impression-related feedbacks. Our support system includes two parts:1)a presentation impression prediction system to tell presenters how audiences feel about their presentations, and 2) a presentation slide analysis system to tell presenters whether the slide designs are good and how to improve (if necessary). For the presentation impression prediction system, we propose a multimodal neural network to predict audiences' impressions for speech videos. For the slide analysis system, we used Convolutional Neural Network and Global Average Pooling to evaluate the design of slides. We then used Class Activation Mapping to provide visual feedback for showing which areas should be modified. We created an oral presentation support system, which effectively achieved these functions.
机译:为了帮助演讲者提高他们的口头演讲技巧,我们提出了一种支持系统来提供与印象有关的反馈。我们的支持系统包括两个部分:1)演示印象预测系统,用于告诉演示者听众对演示的感觉,以及2)演示幻灯片分析系统,用于告诉演示者幻灯片设计是否良好以及如何改进(如有必要)。对于演示印象预测系统,我们提出了一种多模态神经网络来预测观众对语音视频的印象。对于幻灯片分析系统,我们使用了卷积神经网络和全局平均池来评估幻灯片的设计。然后,我们使用类激活映射来提供视觉反馈,以显示应该修改哪些区域。我们创建了一个口头演讲支持系统,可以有效地实现这些功能。

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