The Lifecycle of Geotagged Multimedia Data

R. Schifanella, B. Thomee
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引用次数: 1

Abstract

The world is a big place. At any given instant something is happening somewhere, but even when nothing is going on people still find ways to generate multimedia data, ranging from social media posts, to photos and videos. A substantial number of these media objects is associated with a location, and in an increasingly mobile and connected world (both in terms of people and devices), this number is only bound to get larger. Yet, in the multimedia literature we observe that many researchers often unwittingly treat the geospatial dimension as if it were a regular feature dimension, despite it requiring special attention. In order to avoid pitfalls and to steer clear of erroneous conclusions, this tutorial aims to teach researchers and students how geotagged multimedia data differs from regular data and to educate them on best practices when dealing with such data. We will cover the lifecycle of geotagged data in multimedia research, where the topics range from how this kind of data is represented, processed, analyzed, and visualized. The tutorial requires both passive and active involvement, where we not only present the material, but the attendees also get the opportunity to interact with it using a variety of open source data and tools that we have prepared using a virtual machine.
地理标记多媒体数据的生命周期
世界很大。在任何给定的时刻,某个地方都有事情发生,但即使没有任何事情发生,人们仍然会找到各种方法来生成多媒体数据,从社交媒体帖子到照片和视频。这些媒体对象中有相当一部分是与某个位置相关联的,并且在一个日益移动和连接的世界中(无论是在人员还是设备方面),这个数字只会越来越大。然而,在多媒体文献中,我们观察到许多研究人员经常不自觉地将地理空间维度视为常规特征维度,尽管它需要特别注意。为了避免陷阱和避免错误的结论,本教程旨在向研究人员和学生介绍地理标记多媒体数据与常规数据的不同之处,并向他们介绍处理此类数据时的最佳实践。我们将涵盖多媒体研究中地理标记数据的生命周期,其中的主题包括如何表示、处理、分析和可视化这类数据。该教程既需要被动参与,也需要主动参与,我们不仅提供材料,而且与会者也有机会使用我们使用虚拟机准备的各种开源数据和工具与之交互。
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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