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Tree-based Visualization and Optimization for Image Collection

机译:基于树的可视化与图像采集优化

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摘要

The visualization of an image collection is the process of displaying acollection of images on a screen under some specific layout requirements. Thispaper focuses on an important problem that is not well addressed by theprevious methods: visualizing image collections into arbitrary layout shapeswhile arranging images according to user-defined semantic or visualcorrelations (e.g., color or object category). To this end, we first propose aproperty-based tree construction scheme to organize images of a collection intoa tree structure according to user-defined properties. In this way, images canbe adaptively placed with the desired semantic or visual correlations in thefinal visualization layout. Then, we design a two-step visualizationoptimization scheme to further optimize image layouts. As a result, multiplelayout effects including layout shape and image overlap ratio can beeffectively controlled to guarantee a satisfactory visualization. Finally, wealso propose a tree-transfer scheme such that visualization layouts can beadaptively changed when users select different "images of interest". Wedemonstrate the effectiveness of our proposed approach through the comparisonswith state-of-the-art visualization techniques.
机译:图像集合的可视化是在某些特定布局要求下在屏幕上显示图像集合的过程。本文着重解决了以前的方法无法很好解决的重要问题:将图像集合可视化为任意布局形状,同时根据用户定义的语义或视觉关联(例如颜色或对象类别)排列图像。为此,我们首先提出一种基于属性的树构造方案,以根据用户定义的属性将集合的图像组织成树结构。以这种方式,可以将图像与期望的语义或视觉相关性自适应地放置在最终可视化布局中。然后,我们设计了两步可视化优化方案来进一步优化图像布局。结果,可以有效地控制包括布局形状和图像重叠率的多重布局效果,以确保令人满意的可视化。最后,我们还提出了一种树传输方案,以便当用户选择不同的“感兴趣的图像”时可以自适应地更改可视化布局。通过与最新的可视化技术进行比较,证明我们提出的方法的有效性。

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