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Navigation and Browsing of Image Databases

机译:导航和浏览图像数据库

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摘要

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.
机译:图像集合以指数速率而增长,并管理庞大数据库的解决方案因此是高度追捧。基于内容的图像检索技术示出了很大的潜力,但逐个示例的常用方法仅是有限的有用性。一个有趣的替代方案由允许通过浏览界面进行视觉探索图像数据集的系统提供。在这些方法中,通过应用维度降低技术,聚类的可视化或图形结构的显示,可视化其完整数据库或其部分。一旦可视化,就应该以交互式,直观和有效的方式浏览集合。在本文中,我们提出了可以为此目的采用的各种浏览技术。浏览可以通过几种方式实现。我们可以区分适用于可视化平面的图像的水平浏览,并且包括诸如平移,缩放,放大和缩放的操作,以及垂直浏览,允许导航到不同级别的分层组织的可视化。此外,还可以通过考虑时间戳信息来实现浏览,因此可以实现时间浏览。我们得出结论,突出了对浏览系统的客观评估和基准测试的需要,并在移动设备的有效图像浏览工具开发中看到下一个研究挑战之一。

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