A conceptual framework and empirical research for classifying visual descriptors

计算机科学 搜索引擎索引 情报检索 棱锥(几何) 集合(抽象数据类型) 人工智能 过程(计算) 对象(语法) 任务(项目管理) 样品(材料) 实证研究 自然语言处理 模式识别(心理学) 数学 化学 统计 几何学 管理 色谱法 经济 程序设计语言 操作系统
作者
Corinne Jörgensen,Alejandro Jaimes,Ana B. Benitez,Shih‐Fu Chang
出处
期刊:Journal of the Association for Information Science and Technology [Wiley]
卷期号:52 (11): 938-947 被引量:61
标识
DOI:10.1002/asi.1161.abs
摘要

This article presents exploratory research evaluating a conceptual structure for the description of visual content of images. The structure, which was developed from empirical research in several fields (e.g., Computer Science, Psychology, Information Studies, etc.), classifies visual attributes into a “Pyramid” containing four syntactic levels (type/technique, global distribution, local structure, composition), and six semantic levels (generic, specific, and abstract levels of both object and scene, respectively). Various experiments are presented, which address the Pyramid's ability to achieve several tasks: (1) classification of terms describing image attributes generated in a formal and an informal description task, (2) classification of terms that result from a structured approach to indexing, and (3) guidance in the indexing process. Several descriptions, generated by naive users and indexers, are used in experiments that include two image collections: a random Web sample, and a set of news images. To test descriptions generated in a structured setting, an Image Indexing Template (developed independently over several years of this project by one of the authors) was also used. The experiments performed suggest that the Pyramid is conceptually robust (i.e., can accommodate a full range of attributes), and that it can be used to organize visual content for retrieval, to guide the indexing process, and to classify descriptions obtained manually and automatically.

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