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Summarization of Egocentric Videos: A Comprehensive Survey

机译:以自我为中心的视频摘要:综合调查

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摘要

The introduction of wearable video cameras (e.g., GoPro) in the consumer market has promoted video life-logging, motivating users to generate large amounts of video data. This increasing flow of first-person video has led to a growing need for automatic video summarization adapted to the characteristics and applications of egocentric video. With this paper, we provide the first comprehensive survey of the techniques used specifically to summarize egocentric videos. We present a framework for first-person view summarization and compare the segmentation methods and selection algorithms used by the related work in the literature. Next, we describe the existing egocentric video datasets suitable for summarization and, then, the various evaluation methods. Finally, we analyze the challenges and opportunities in the field and propose new lines of research.
机译:消费市场中可穿戴式摄像机(例如GoPro)的推出促进了视频寿命记录,促使用户生成大量视频数据。第一人称视频的不断增长导致对自动视频摘要的需求不断增长,以适应以自我为中心的视频的特征和应用。借助本文,我们将对专门用于总结以自我为中心的视频的技术进行首次全面调查。我们提供了第一人称视角汇总的框架,并比较了文献中相关工作所使用的分割方法和选择算法。接下来,我们描述适用于概述的现有以自我为中心的视频数据集,然后介绍各种评估方法。最后,我们分析了该领域的挑战和机遇,并提出了新的研究思路。

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