SmartRecorder: An IMU-based Video Tutorial Creation by Demonstration System for Smartphone Interaction Tasks

Xiaozhu Hu, Yanwen Huang, Bo Liu, Ruolan Wu, Yongquan Hu, A. Quigley, Mingming Fan, Chun Yu, Yuanchun Shi
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引用次数: 1

Abstract

This work focuses on an active topic in the HCI community, namely tutorial creation by demonstration. We present a novel tool named SmartRecorder that facilitates people, without video editing skills, creating video tutorials for smartphone interaction tasks. As automatic interaction trace extraction is a key component to tutorial generation, we seek to tackle the challenges of automatically extracting user interaction traces on smartphones from screencasts. Uniquely, with respect to prior research in this field, we combine computer vision techniques with IMU-based sensing algorithms, and the technical evaluation results show the importance of smartphone IMU data in improving system performance. With the extracted key information of each step, SmartRecorder generates instructional content initially and provides tutorial creators with a tutorial refinement editor designed based on a high recall (99.38%) of key steps to revise the initial instructional content. Finally, SmartRecorder generates video tutorials based on refined instructional content. The results of the user study demonstrate that SmartRecorder allows non-experts to create smartphone usage video tutorials with less time and higher satisfaction from recipients.
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SmartRecorder:基于imu的智能手机交互任务视频教程制作演示系统
这项工作关注的是HCI社区的一个活跃话题,即通过示范创建教程。我们提出了一个名为SmartRecorder的新工具,它可以帮助人们在没有视频编辑技能的情况下,为智能手机交互任务创建视频教程。由于自动交互轨迹提取是教程生成的关键组成部分,我们试图解决从屏幕视频中自动提取智能手机上的用户交互轨迹的挑战。独特的是,就该领域的先前研究而言,我们将计算机视觉技术与基于IMU的传感算法相结合,技术评估结果显示了智能手机IMU数据对提高系统性能的重要性。通过提取每个步骤的关键信息,SmartRecorder初始生成教学内容,并为教程创建者提供基于关键步骤的高召回率(99.38%)设计的教程改进编辑器,用于修改初始教学内容。最后,SmartRecorder根据精炼的教学内容生成视频教程。用户研究的结果表明,SmartRecorder允许非专业人士用更少的时间和更高的满意度创建智能手机使用视频教程。
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