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Effects of Presentation Mode and Pace Control on Performance in Image Classification

机译:呈现方式和速度控制对图像分类性能的影响

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摘要

A common task in visualization is to quickly find interesting items in large sets. When appropriate metadata is missing, automatic queries are impossible and users have to inspect all elements visually. We compared two fundamentally different, but obvious display modes for this task and investigated the difference with respect to effectiveness, efficiency, and satisfaction. The is based on the page metaphor and presents successive pages with a static grid of items. The is based on the conveyor belt metaphor and lets a grid of items slide though the screen in a continuous flow. In our evaluation, we applied both modes to the common task of browsing images. We performed two experiments where 18 participants had to search for certain target images in a large image collection. The number of shown images per second (pace) was predefined in the first experiment, and under user control in the second one. We conclude that at a fixed pace, the mode has no significant impact on the recall. The perceived pace is generally slower for moving mode, which causes users to systematically choose for a faster real pace than in static mode at the cost of recall, keeping the average number of target images found per second equal for both modes.
机译:可视化中的常见任务是快速找到大集合中的有趣项。当缺少适当的元数据时,将无法进行自动查询,并且用户必须目视检查所有元素。我们比较了此任务的两种根本不同但明显的显示模式,并研究了有效性,效率和满意度方面的差异。是基于页面隐喻的,它为连续的页面提供了静态的项目网格。它基于传送带的隐喻,让一排物品可以连续不断地在屏幕上滑动。在我们的评估中,我们将两种模式都应用于浏览图像的常见任务。我们进行了两个实验,其中18名参与者必须在大型图像集中搜索某些目标图像。每秒显示的图像数量(步幅)是在第一个实验中预先定义的,并在用户的控制下在第二个实验中预先定义的。我们得出结论,以固定的速度,该模式对召回没有重大影响。对于移动模式,感知的速度通常较慢,这导致用户以召回为代价,系统地选择比静态模式更快的实际速度,同时使两种模式下每秒发现的目标图像的平均数相等。

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