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Event detection in surveillance video.

机译:监控视频中的事件检测。

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摘要

Digital video is being used widely in a variety of applications such as entertainment, surveillance and security. Large amount of video in surveillance and security requires systems capable to processing video to automatically detect and recognize events to alleviate the load on humans and enable preventive actions when events are detected. The main objective of this work is the analysis of computer vision techniques and algorithms used to perform automatic detection of events in video sequences. This thesis presents a surveillance system based on optical flow and background subtraction concepts to detect events based on a motion analysis, using an event probability zone definition. Advantages, limitations, capabilities and possible solution alternatives are also discussed. The result is a system capable of detecting events of objects moving in opposing direction to a predefined condition or running in the scene, with precision greater than 50% and recall greater than 80%.
机译:数字视频已广泛用于娱乐,监视和安全等各种应用中。监视和安全中的大量视频要求能够处理视频的系统自动检测和识别事件,以减轻人员负担,并在检测到事件时采取预防措施。这项工作的主要目的是分析用于执行视频序列中事件自动检测的计算机视觉技术和算法。本文提出了一种基于光流和背景相减概念的监视系统,用于基于运动分析的事件概率区域定义来检测事件。还讨论了优点,局限性,功能和可能的解决方案替代方案。结果是一种系统,该系统能够以高于50%的精度和超过80%的召回率检测沿相反方向移动到预定条件或在场景中运行的对象的事件。

著录项

  • 作者单位

    Florida Atlantic University.;

  • 授予单位 Florida Atlantic University.;
  • 学科 Engineering Computer.Engineering Electronics and Electrical.
  • 学位 M.S.
  • 年度 2010
  • 页码 91 p.
  • 总页数 91
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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