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Personal Photo Album Summarization for Global and Local Photo Annotation

机译:用于全球和本地照片注释的个人相册摘要

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摘要

Although content-based media retrieval tools are continuously improving, personalized image annotation is still one of the most reliable ways to index large image archives. Unfortunately, it is also a time consuming and repetitive operation. Using content to facilitate the user in media annotation may lead to reduced effort and more accurate results. In this paper we propose a content-based interactive tool that supports a user in annotating his personal photo albums. The system provides two main functionalities: to summarize a photo collection in salient moments, and to annotate pictures in a semi-supervised way based on their global and local content. The summarization is based on a bottom-up unsupervised hierarchical clustering that exploits two different matrices of visual distances, while the local tagging uses an object retrieval method based on local image features. Experiments on personal photo collections show that the proposed technique produces good results in terms of organization and access to data.
机译:尽管基于内容的媒体检索工具正在不断改进,但是个性化图像注释仍然是索引大型图像档案的最可靠方法之一。不幸的是,这也是一个耗时且重复的操作。使用内容来便利用户进行媒体注释可以减少工作量并获得更准确的结果。在本文中,我们提出了一种基于内容的交互式工具,该工具可支持用户注释其个人相册。该系统提供两个主要功能:在重要时刻汇总照片集,并基于图片的全局和局部内容以半监督的方式注释图片。总结基于自底向上的无监督分层聚类,该聚类利用了两个不同的视觉距离矩阵,而局部标记则使用基于局部图像特征的对象检索方法。对个人照片集进行的实验表明,所提出的技术在组织和访问数据方面产生了良好的效果。

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