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视觉人群监控与流体动力学

Visual Crowd Surveillance is Like Hydrodynamics
课程网址: http://videolectures.net/acmmm2010_shah_vcs/  
主讲教师: Mubarak Shah
开课单位: 中央佛罗里达大学
开课时间: 2011-02-01
课程语种: 英语
中文简介:
视频监控是计算机视觉研究的一个非常活跃的领域。然而,目前的大多数方法都假定观测到的场景并不拥挤,而且在较长的时间内可以得到可靠的物体轨迹。因此,这些方法不能推广到市场、地铁、宗教节日、游行、音乐会、足球比赛等拥挤环境中更具挑战性的监控视频,在这些环境中,追踪单个物体即使不是不可能,也是非常困难的。我们已经提出了一个框架,它可以观察高密度人群的流动,就像液体的流动一样,促进了在水动力学研究中经常发现的思想和技术的使用。因此,我们将人在场景中的相互作用视为三个不同长度尺度(宏观、中观和微观)的液体中移动的粒子;每个量表对应三个问题中的一个:个体跟踪、异常行为检测、人群运动分割。
课程简介: Video Surveillance and Monitoring is very active area of research in Computer Vision. However, most of the current approaches assume that the observed scene is not crowded, and that reliable tracks of objects are available over longer durations. Therefore, these approaches are not extendable to more challenging surveillance videos of crowded environments like markets, subways, religious festivals, parades, concerts, football matches etc, where tracking of individual objects is very hard, if not impossible. We have proposed a framework, which views the flow of a high density crowd like the flow of a liquid, prompting the use of ideas and techniques often found in the study of hydrodynamics. Therefore, we treat interactions of people in the scene like moving particles in a liquid on three different length scales (macroscopic, mesoscopic, and microscopic); each scale corresponding to one of the three problems: tracking individuals, detection of abnormal behaviors, and segmentation of crowd motion.
关 键 词: 视觉人群; 监控; 流体动力学
课程来源: 视频讲座网
最后编审: 2019-10-31:lxf
阅读次数: 37