A semiotic approach for the generation of themed photo narratives

C. Hargood, D. Millard, M. Weal
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引用次数: 19

Abstract

A wide variety of systems could be considered 'narrative systems', either directly working towards generating rich narratives or, more frequently, because they present or handle information in a narrative context. These narratives, generated or otherwise handled, may contain themes; an essential part of the subtext of narrative communicating important concepts outside the capabilities of the literal meaning of the content and forming the thematic cohesion that aids the flow of the presented narrative. However despite this very little work has been undertaken to understand of take advantage of these themes, particularly in narrative generation where the presence of well defined themes may improve the richness of those generated narratives. In this paper we evaluate the performance of a system utilising a thematic model in order to generate simple narratives in the form of photo montages compared to a keyword based system that does not. The experiment demonstrates that the system utilising the thematic model is capable of successfully connoting themes within these narratives. It also shows that the relevance of the resulting narratives to the titles used to generate them is higher in the thematic system than those generated by the other system.
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主题摄影叙事生成的符号学方法
各种各样的系统都可以被认为是“叙述系统”,它们要么直接产生丰富的叙述,要么更频繁地,因为它们在叙述环境中呈现或处理信息。这些叙述,无论是生成的还是处理的,都可能包含主题;潜台词是叙事潜台词的重要组成部分,它传达了内容字面意义之外的重要概念,并形成了有助于叙事流畅的主题衔接。然而,尽管我们在理解和利用这些主题方面所做的工作很少,特别是在叙事生成中,明确的主题的存在可能会提高生成叙事的丰富性。在本文中,我们评估了利用主题模型的系统的性能,以便以照片蒙太奇的形式生成简单的叙述,而不是基于关键字的系统。实验表明,利用主题模型的系统能够成功地在这些叙事中蕴涵主题。它还表明,在主题系统中,生成的叙述与生成它们的标题之间的相关性高于其他系统中生成的叙述。
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