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Summarizing personal image collections with intrinsic properties

机译:总结具有内在属性的个人图像集

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摘要

Visual summarization problems are complex intrinsically. Because definition of a summary have some ambiguity and only one correct summary does not exist. A good summary consists of two main properties in general which are (i) coverage and (ii) diversity. A good summary should have high coverage. On the other words summary should consist of key events and concepts for given set. At the same time a good summary should also be diverse, i.e it should not consist of similar events and concepts. In addition to these two main properties, intrinsic properties such as quality, emotions, popularity of images increase in importance depending on prevalence of social media applications. We proposed an automatic summarization method which considers intrinsic properties of images in addition to coverage and diversity for personal image collection summarization. This developed method is compared with summaries of different personal image collections which are collected by crowdsourcing and it is observed that the taking intrinsic properties into account improves the summaries.
机译:视觉汇总问题本质上很复杂。因为摘要的定义有些含糊,并且只有一个正确的摘要不存在。一个好的摘要通常包括两个主要属性,即(i)覆盖范围和(ii)多样性。一个好的总结应该具有很高的覆盖率。换句话说,摘要应包含关键事件和给定集合的概念。同时,一个好的总结也应该是多样的,即它不应包含类似的事件和概念。除了这两个主要属性外,内在属性(如质量,情感,图像受欢迎程度)的重要性也随着社交媒体应用程序的普及而增加。我们提出了一种自动汇总方法,该方法除了考虑覆盖范围和多样性以外,还考虑了图像的固有属性,以进行个人图像收集汇总。将这种改进的方法与众包收集的不同个人图像集合的摘要进行比较,可以发现,将内在属性纳入考虑可以改进摘要。

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