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Multifaceted Image Similarity Criteria as Revealed by Sorting Tasks

机译:通过分拣任务揭示的多方图图像相似标准

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This paper reports a study on the types of image categories constructed from magazine photographs. A novel sorting procedure was tested with the aim of providing more data on image similarity and possible category overlap. Expert and non-expert participants were compared in their categorizations. The new similarity sorting procedure resulted in an average of 67%-111% increase in similarity data gathered compared to basic free sorting. Categories were constructed on various levels of similarity: image Function, main visual content (People, Objects and Scene), conceptual content (Theme) and descriptors (Story, Affective, Description, Photography and Visual). Most categories were based on the theme and people portrayed in the photograph, and in the case of the expert subjects, image function. Also abstract and syntactic similarity criteria were employed by the subjects. The categories created by each subject showed on average a 35%-53% overlap. Participants also demonstrated a tendency to use multiple similarity criteria simultaneously and to combine terms from different levels in a single category name. These results indicate a need for a multifaceted approach in image categorization.
机译:本文报告了从杂志照片构建的图像类别类型的研究。测试了一种新颖的排序过程,目的是提供更多关于图像相似性和可能类别重叠的数据。专家和非专家参与者在分类中进行了比较。与基本免费分拣相比,新的相似性排序程序平均增长67%-111%,相似性数据增加。类别是在各种相似性级别的级别:图像函数,主要视觉内容(人,对象和场景),概念内容(主题)和描述符(故事,情感,描述,摄影和视觉)。大多数类别都是基于照片中描绘的主题和人们,在专家科目的情况下,图像功能。还有摘要和句法相似标准被受试者雇用。每个受试者创建的类别平均为35%-53%重叠。与会者还展示了同时使用多个相似标准的趋势,并将术语与单个类别名称中的不同级别组合。这些结果表明需要一种在图像分类中的多方面方法。

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