{"id":1397,"date":"2015-07-20T09:48:10","date_gmt":"2015-07-20T07:48:10","guid":{"rendered":"http:\/\/visilab.etsii.uclm.es\/?page_id=1397"},"modified":"2015-07-21T16:32:14","modified_gmt":"2015-07-21T14:32:14","slug":"design-and-gradual-implantation-methodology-for-a-violence-detector-in-video","status":"publish","type":"page","link":"http:\/\/visilab.etsii.uclm.es\/?page_id=1397","title":{"rendered":"Design and gradual implantation methodology  for a violence detector in video"},"content":{"rendered":"<h1>Design and gradual implantation methodology for a violence detector in video<\/h1>\n<p>&nbsp;<\/p>\n<div class=\"cir-price-columns\">\n<div class=\"row\">\n<div class=\"col-sm-6 col-md-3\"><a title=\"Violence PDF\" href=\"http:\/\/www.cs.cmu.edu\/~rahuls\/pub\/caip2011-rahuls.pdf\" target=\"_blank\" data-lightbox=\"group:mygallery;\"><img decoding=\"async\" src=\"http:\/\/visilab.etsii.uclm.es\/personas\/oscar\/FightDetection\/Project\/fight.gif\" alt=\"Violencia\" \/><\/a><\/div>\n<div class=\"col-sm-6 col-md-3\"><strong>Start Date:<\/strong> 1\/1\/2012<br \/>\n<strong>End Date:<\/strong> 31\/12\/2014<br \/>\n<strong>Funding:<\/strong> Spanish Ministry for Economy and Competitiveness \/ European Regional Development Fund<br \/>\n<strong>Project Code:<\/strong> TIN2011-24367\n<\/div>\n<div class=\"col-sm-6 col-md-3\"><strong> Team:<\/strong><br \/>\nOscar Deniz Suarez<br \/>\nIsmael Serrano Gracia<br \/>\nGloria Bueno Garcia<br \/>\nJesus Salido<br \/>\nNoelia Vallez Enano<br \/>\nFco. Mario Hernandez Tejera<\/div>\n<div class=\"col-sm-6 col-md-3\"><strong>External researchers:<\/strong><br \/>\nRahul Sukthankar<br \/>\n&nbsp;<br \/>\n<strong>Collaborating institutions:<\/strong><br \/>\nInfaimon S.L.<br \/>\nCuerpo Nacional de Polic\u00eda<br \/>\nAxis Communications<\/div>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<h2>Project description:<\/h2>\n<p>In the last years, efforts in computer vision have allowed researchers to have robust and versatile detectors that can be now used as components in many different applications. Two well-known examples are face and person detectors, which are available in open-source computer vision libraries. On the other hand, the increasing rate of video content generation and the availability of more computing power have led to the development of action recognition in video. Most of the previous work on action recognition focuses on simple human actions like walking, jumping or hand waving. Despite its potential usefulness, violent action detection has been less studied.<\/p>\n<p>This project aims at developing a violence detector that is as robust and versatile as available face and person detectors. A violence detector has immediate applicability both in the surveillance domain (prisons, eldercare facilities, sport fields, conflictive underground stations and even for mobile cameras that may be sold to teenagers) and for rating\/tagging online video content.<\/p>\n<p>This project also aims at adopting a new implementation methodology which we consider more appropriate for videosurveillance applications. Instead of placing more importance on detection capacity, the methodology is based on controlling false alarms, which is what ultimately determines acceptability of the detection system. To this end, we propose a novel method for generating a cascade of classifiers based upon false positives gathered in the specific scenario where the detector is deployed.<\/p>\n<p><strong> News:<\/strong><\/p>\n<ul>\n<li>\u00abFast Fight Detection\u00bb accepted in PLoS ONE<\/li>\n<li>\u00abFast Violence Detection in Video\u00bb, accepted in VISAPP 2014<\/li>\n<li>\u00abFalse positive reduction in detector implantation\u00bb, accepted in AIME 2013<\/li>\n<li>\u00abVISILAB at MediaEval 2013: Fight detection\u00bb, accepted in MediaEval 2013 Multimedia Benchmark Workshop<\/li>\n<li>Our Hockey fight video dataset is already being used by other researchers for comparing violence\/fight detectors! See <a href=\"http:\/\/www.openu.ac.il\/home\/hassner\/data\/violentflows\/violent_flows.pdf\" target=\"_blank\">Violent Flows: Real-Time Detection of Violent Crowd Behavior<\/a>.<\/li>\n<li>The Principal Researcher has been invited to an <a href=\"https:\/\/sites.google.com\/site\/wslmm2013\/\" target=\"_blank\">AAAI Spring Symposium 2013<\/a> (Stanford, March 25-27, 2013) to give a talk about Fight Detection<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Design and gradual implantation methodology for a violence detector in video &nbsp; Start Date: 1\/1\/2012 End Date: 31\/12\/2014 Funding: Spanish Ministry for Economy and Competitiveness \/ European Regional Development Fund Project Code: TIN2011-24367 Team: Oscar Deniz Suarez Ismael Serrano Gracia Gloria Bueno Garcia Jesus Salido Noelia Vallez Enano Fco. Mario Hernandez Tejera External researchers: Rahul [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":1065,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/page-full-width.php","meta":{"jetpack_post_was_ever_published":false,"footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-1397","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>violence detector in video | Oscar Deniz | Visilab<\/title>\n<meta name=\"description\" content=\"This project aims at developing a violence detector that is as robust and versatile as available face and person detectors\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/visilab.etsii.uclm.es\/?page_id=1397\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"violence detector in video | Oscar Deniz | Visilab\" \/>\n<meta property=\"og:description\" content=\"This project aims at developing a violence detector that is as robust and versatile as available face and person detectors\" \/>\n<meta property=\"og:url\" content=\"http:\/\/visilab.etsii.uclm.es\/?page_id=1397\" \/>\n<meta property=\"og:site_name\" content=\"VISILAB\" \/>\n<meta property=\"article:modified_time\" content=\"2015-07-21T14:32:14+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/visilab.etsii.uclm.es\/personas\/oscar\/FightDetection\/Project\/fight.gif\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@GrupoVisilab\" \/>\n<meta name=\"twitter:label1\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"http:\\\/\\\/visilab.etsii.uclm.es\\\/?page_id=1397\",\"url\":\"http:\\\/\\\/visilab.etsii.uclm.es\\\/?page_id=1397\",\"name\":\"violence detector in video | Oscar Deniz | Visilab\",\"isPartOf\":{\"@id\":\"http:\\\/\\\/visilab.etsii.uclm.es\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"http:\\\/\\\/visilab.etsii.uclm.es\\\/?page_id=1397#primaryimage\"},\"image\":{\"@id\":\"http:\\\/\\\/visilab.etsii.uclm.es\\\/?page_id=1397#primaryimage\"},\"thumbnailUrl\":\"http:\\\/\\\/visilab.etsii.uclm.es\\\/personas\\\/oscar\\\/FightDetection\\\/Project\\\/fight.gif\",\"datePublished\":\"2015-07-20T07:48:10+00:00\",\"dateModified\":\"2015-07-21T14:32:14+00:00\",\"description\":\"This project aims at developing a violence detector that is as robust and versatile as available face and person detectors\",\"breadcrumb\":{\"@id\":\"http:\\\/\\\/visilab.etsii.uclm.es\\\/?page_id=1397#breadcrumb\"},\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"http:\\\/\\\/visilab.etsii.uclm.es\\\/?page_id=1397\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"http:\\\/\\\/visilab.etsii.uclm.es\\\/?page_id=1397#primaryimage\",\"url\":\"http:\\\/\\\/visilab.etsii.uclm.es\\\/personas\\\/oscar\\\/FightDetection\\\/Project\\\/fight.gif\",\"contentUrl\":\"http:\\\/\\\/visilab.etsii.uclm.es\\\/personas\\\/oscar\\\/FightDetection\\\/Project\\\/fight.gif\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"http:\\\/\\\/visilab.etsii.uclm.es\\\/?page_id=1397#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Portada\",\"item\":\"https:\\\/\\\/visilab.etsii.uclm.es\\\/?page_id=1029\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Oscar Deniz &#8211; 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