Navigation and Browsing of Image Databases

William Plant, G. Schaefer
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引用次数: 35

Abstract

Image collections are growing at an exponential rate and solutions to manage vast databases of images are hence highly sought after. Content-based image retrieval techniques have shown great potential, yet commonly employed approaches like query-by-example are only of limited usefulness. An interesting alternative is provided by systems that allow visual exploration of an image dataset through a browsing interface. In these methods the complete database, or parts thereof, is visualised through application of dimensionality reduction techniques, clustered visualisations or display of a graph structure. Once visualised, it should then be possible to browse through the collection in an interactive, intuitive and efficient way. In this paper we present various browsing techniques that can be employed for this purpose. Browsing can be achieved in several ways. We can distinguish between horizontal browsing which works on images of the visualisation plane, and includes operations such as panning, zooming, magnification and scaling, and vertical browsing which allows navigation to a different level of a hierarchically organised visualisation. Furthermore, browsing can also be accomplished by taking into account time stamp information, hence enabling temporal browsing. We conclude, highlighting the need for objective evaluation and benchmarking of browsing system and see one of the next research challenges in the development of effective image browsing tools for mobile devices.
导航和浏览图像数据库
图像集合正以指数级的速度增长,管理大量图像数据库的解决方案因此受到高度追捧。基于内容的图像检索技术已经显示出巨大的潜力,但是常用的方法,如按例查询,用处有限。允许通过浏览界面对图像数据集进行可视化探索的系统提供了一个有趣的替代方案。在这些方法中,通过应用降维技术、聚类可视化或图形结构的显示,将完整的数据库或其中的部分可视化。一旦可视化,就应该能够以一种互动、直观和高效的方式浏览这些收藏。在本文中,我们介绍了可以用于此目的的各种浏览技术。浏览可以通过几种方式实现。我们可以区分水平浏览和垂直浏览,水平浏览在可视化平面的图像上工作,包括平移、缩放、放大和缩放等操作,垂直浏览允许导航到分层组织的可视化的不同级别。此外,还可以通过考虑时间戳信息来完成浏览,从而实现临时浏览。最后,我们强调了对浏览系统进行客观评估和基准测试的必要性,并看到了开发有效的移动设备图像浏览工具的下一个研究挑战之一。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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