{"id":2046,"date":"2012-01-28T18:42:57","date_gmt":"2012-01-28T18:42:57","guid":{"rendered":"http:\/\/news.cos.ucf.edu\/?p=2046"},"modified":"2012-01-28T18:42:57","modified_gmt":"2012-01-28T18:42:57","slug":"math-professor-helps-pioneer-automated-way-to-spot-threats-in-large-crowds","status":"publish","type":"post","link":"https:\/\/sciences.ucf.edu\/news\/math-professor-helps-pioneer-automated-way-to-spot-threats-in-large-crowds\/","title":{"rendered":"Math professor helps pioneer automated way to spot threats in large crowds"},"content":{"rendered":"<p>Engineers at the University of Central Florida are devising a way to use video to detect abnormal behavior in large crowds in an effort to help keep people safe from terrorist attacks.<\/p>\n<p>Professor Mubarak Shah heads the team that is using video streams, algorithms and a unique analysis to figure out how crowds behave and what might be suspicious behavior.<\/p>\n<p>Shah\u2019s team includes <strong>Brian Moore, an assistant professor of mathematics at UCF<\/strong>; Saad Ali, a UCF Computer Vision Lab alumnus and a computer scientist at SRI International in Princeton, N.J., and Ramin Mehran, who completed his Ph.D. last month at UCF and is joining Microsoft in January.<\/p>\n<p>Video cameras monitoring people in public areas are now commonplace, and in largesettings such as the Super Bowl, political rallies or royal weddings, the stakes are even higher because there are more people, which means more potential casualties.<\/p>\n<p>Several research efforts are under way to develop systems that cue security personnel to individuals or events of interest in crowded scenes. Most of that now ishandled by people who can easily miss something because it is impossible for them to monitor every change in the midst of a large crowd.<\/p>\n<p>Shah is trying to automate most of the work with computer algorithms, and he\u2019s modeling his work on how liquids behave in motion.<\/p>\n<p>\u201cWhile human psychology and individual quirks complicate the analysis, in essence people in high-density crowds appear to move with the flow of the crowd, like particles in a liquid flow,\u201d Shah said.<\/p>\n<p>So his team is building a program that analyzes behavior in a crowd much like analyzing particles and how they act in a fluid state. But there is one variation.<\/p>\n<p>\u201cWe are saying one difference between crowds and fluid is that people have somedestination they are going towards. That\u2019s why crowds can be called \u2018thinking fluid,\u2019\u201d Shah said.<\/p>\n<p>The team\u2019s work is promising and was the cover story last month in Communications of ACM, a computer science periodical.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Engineers at the University of Central Florida are devising a way to use video to detect abnormal behavior in large crowds in an effort to help keep people safe from terrorist attacks. Professor Mubarak Shah heads the team that is using video streams, algorithms and a unique analysis to figure out how crowds behave and [&hellip;]<\/p>\n","protected":false},"author":122,"featured_media":2065,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[12,13,28],"tags":[490,2344],"class_list":["post-2046","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-mathematics","category-news","category-top-news","tag-brian-moore","tag-mubarak-shah"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Math professor helps pioneer automated way to spot threats in large crowds - College of Sciences News<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/sciences.ucf.edu\/news\/math-professor-helps-pioneer-automated-way-to-spot-threats-in-large-crowds\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Math professor helps pioneer automated way to spot threats in large crowds - College of Sciences News\" \/>\n<meta property=\"og:description\" content=\"Engineers at the University of Central Florida are devising a way to use video to detect abnormal behavior in large crowds in an effort to help keep people safe from terrorist attacks. Professor Mubarak Shah heads the team that is using video streams, algorithms and a unique analysis to figure out how crowds behave and [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/sciences.ucf.edu\/news\/math-professor-helps-pioneer-automated-way-to-spot-threats-in-large-crowds\/\" \/>\n<meta property=\"og:site_name\" content=\"College of Sciences News\" \/>\n<meta property=\"article:published_time\" content=\"2012-01-28T18:42:57+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/sciences.ucf.edu\/news\/wp-content\/uploads\/sites\/29\/2012\/01\/810432_56429105.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1440\" \/>\n\t<meta property=\"og:image:height\" content=\"1920\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"jerriann.sullivan\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"jerriann.sullivan\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/sciences.ucf.edu\\\/news\\\/math-professor-helps-pioneer-automated-way-to-spot-threats-in-large-crowds\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/sciences.ucf.edu\\\/news\\\/math-professor-helps-pioneer-automated-way-to-spot-threats-in-large-crowds\\\/\"},\"author\":{\"name\":\"jerriann.sullivan\",\"@id\":\"https:\\\/\\\/sciences.ucf.edu\\\/news\\\/#\\\/schema\\\/person\\\/a58d50998b0df974ea6fc70a24e37019\"},\"headline\":\"Math professor helps pioneer automated way to spot threats in large crowds\",\"datePublished\":\"2012-01-28T18:42:57+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/sciences.ucf.edu\\\/news\\\/math-professor-helps-pioneer-automated-way-to-spot-threats-in-large-crowds\\\/\"},\"wordCount\":347,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/sciences.ucf.edu\\\/news\\\/math-professor-helps-pioneer-automated-way-to-spot-threats-in-large-crowds\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/sciences.ucf.edu\\\/news\\\/wp-content\\\/uploads\\\/sites\\\/29\\\/2012\\\/01\\\/810432_56429105.jpg\",\"keywords\":[\"Brian Moore\",\"Mubarak Shah\"],\"articleSection\":[\"Mathematics\",\"News\",\"Top News\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/sciences.ucf.edu\\\/news\\\/math-professor-helps-pioneer-automated-way-to-spot-threats-in-large-crowds\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/sciences.ucf.edu\\\/news\\\/math-professor-helps-pioneer-automated-way-to-spot-threats-in-large-crowds\\\/\",\"url\":\"https:\\\/\\\/sciences.ucf.edu\\\/news\\\/math-professor-helps-pioneer-automated-way-to-spot-threats-in-large-crowds\\\/\",\"name\":\"Math professor helps pioneer automated way to spot threats in large crowds - 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