Image Surveillance Assistant

Michael Maynord, S. Bhattacharya, D. Aha
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引用次数: 4

Abstract

Security watchstanders who monitor multiple videos over long periods of time can be susceptible to information overload and fatigue. To address this, we present a configurable perception pipeline architecture, called the Image Surveillance Assistant (ISA), for assisting watchstanders with video surveillance tasks. We also present ISA1, an initial implementation that can be configured with a set of context specifications which watchstanders can select or provide to indicate what imagery should generate notifications. ISA1's inputs include (1) an image and (2) context specifications, which contain English sentences and a decision boundary defined over object detection vectors. ISA1 assesses the match of the image with the contexts by comparing (1) detected versus specified objects and (2) automatically-generated versus specified captions. Finally, we present a study to assess the utility of using captions in ISA1, and found that they substantially improve the performance of image context detection.
影像监控助理
长时间监控多个视频的安全值班人员容易受到信息过载和疲劳的影响。为了解决这个问题,我们提出了一个可配置的感知管道架构,称为图像监控助手(ISA),用于协助观看者完成视频监控任务。我们还介绍了ISA1,这是一个可以配置一组上下文规范的初始实现,观察者可以选择或提供这些规范来指示应该生成通知的图像。ISA1的输入包括(1)图像和(2)上下文规范,其中包含英语句子和在对象检测向量上定义的决策边界。ISA1通过比较(1)检测到的与指定的对象,(2)自动生成的与指定的标题,来评估图像与上下文的匹配程度。最后,我们提出了一项研究来评估在ISA1中使用字幕的效用,并发现它们大大提高了图像上下文检测的性能。
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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