Generating a variety of expressions from visual information and user-designated viewpoints

Yasuhiro Noguchi, M. Kondo, Satoru Kogure, Tatsuhiro Konishi, Y. Itoh, A. Takagi, H. Asoh, I. Kobayashi
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Abstract

This paper reports the development and evaluation of a natural language generation system which generates a variety of language expressions from visual information taken by a CCD camera. The feature of this system is to generate a variety of language expressions from combinations of different syntactic structures and different sets of vocabulary, while managing the generation process based on the user-designated viewpoints. The system converts the visual information into a concept dependency structure using a semantic representation framework proposed by Takagi and Itoh. The system then transforms the structure and divides it into a set of words, deriving a word dependency structure, which is later arranged into a sentence. The transformation of a concept dependency structure and the variation in word segmentation allow the system to generate a variety of sentences from the same visual information. In this paper, we employ user-designated viewpoints to scenes containing more than one object. We designed the parameters of the user-designated viewpoints which enable the system to manage the generation process and to generate a variety of expressions. An evaluation has confirmed that the system generates certain variations according to parameter values set by the user. The variations include expressions referring to attribute values of the objects in the scenes and relative expressions denoting the relations between the targeted object and others.
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从视觉信息和用户指定的视点生成各种表达
本文报道了一个自然语言生成系统的开发和评价,该系统利用CCD相机拍摄的视觉信息生成多种语言表达式。该系统的特点是将不同的句法结构和不同的词汇集组合在一起,生成多种语言表达式,并根据用户指定的视点对生成过程进行管理。该系统使用Takagi和Itoh提出的语义表示框架将视觉信息转换为概念依赖结构。然后,系统对该结构进行转换并将其划分为一组单词,从而得出一个单词依赖结构,然后将其排列成一个句子。概念依赖结构的转换和分词的变化使系统能够从相同的视觉信息生成多种句子。在本文中,我们对包含多个对象的场景使用用户指定的视点。我们设计了用户指定视点的参数,使系统能够管理生成过程并生成各种表达式。经评估确认,系统会根据用户设置的参数值产生一定的变化。这些变化包括指场景中对象的属性值的表达式和表示目标对象与其他对象之间关系的相对表达式。
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