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Rethinking Network for Classroom Video Captioning

机译:课堂视频标题重新思考网络

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Many people believe that the understanding of classroom activities can benefit the parents and education experts to analyze the teaching situation. However, employing workers to supervise the events in the classroom costs lots of human resources. The deployment of surveillance video systems is considered to be a good solution to this problem. Converting videos captured by cameras into descriptions can further reduce data transmission and storage costs. In this paper, we propose a new task named Classroom Video Captioning (CVC), which aims at describing the events in classroom videos with natural language. We collect classroom videos and annotate them with sentences. To tackle the task, we employ an effective architecture called rethinking network to encode the visual features and generate the descriptions. The extensive experiments on our dataset demonstrate that our method can describe the events in classroom videos satisfactorily.
机译:许多人认为,对课堂活动的理解可以让父母和教育专家们分析教学情况。但是,雇用工人监督课堂事件的成本大量的人力资源。监控视频系统的部署被认为是对此问题的良好解决方案。将由摄像机捕获的视频转换为描述可以进一步降低数据传输和存储成本。在本文中,我们提出了一个名为课堂视频字幕(CVC)的新任务,旨在使用自然语言描述课堂视频中的事件。我们收集课堂视频并用句子注释它们。为了解决任务,我们使用称为重新思考网络的有效架构来编码视觉功能并生成描述。我们数据集的广泛实验表明,我们的方法可以令人满意地描述课堂视频中的事件。

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