{"id":341096,"date":"2017-05-17T03:03:31","date_gmt":"2017-05-16T19:03:31","guid":{"rendered":"http:\/\/techcrunch.com\/?p=1488214"},"modified":"2017-05-17T03:03:31","modified_gmt":"2017-05-16T19:03:31","slug":"deep-science-ai-monitors-security-feeds-for-masks-and-guns-to-quicken-response-times","status":"publish","type":"post","link":"https:\/\/people.utm.my\/asmawisham\/deep-science-ai-monitors-security-feeds-for-masks-and-guns-to-quicken-response-times\/","title":{"rendered":"Deep Science AI monitors security feeds for masks and guns to quicken response times"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9263.jpg?w=738\" class=\"\"\/><\/p>\n<p id=\"speakable-summary\">You\u2019re working late at the 7-Eleven when a masked man comes through the door with a gun. You raise your hands, follow his instructions, empty the cash register and throw some burners in the bag. As he runs out the door, you note his height, collect yourself and call 9-1-1. <em>Unless<\/em> you don\u2019t need to because the mask immediately tipped off your store\u2019s AI, and the police are already on their way with a description. That\u2019s what Startup Battlefield company\u00a0<a target=\"_blank\" href=\"https:\/\/www.deepscience.ai\" rel=\"noopener noreferrer\">Deep Science AI<\/a> hopes to enable.<\/p>\n<p>There are security cameras everywhere, founders Sean Huver and Sam Tkach thought, and deep learning models are getting really good at spotting individual objects in footage \u2014 for example, masks and guns. So why not put the two together?<\/p>\n<p>\u201cPeople find it surprising how prevalent this problem is in high-crime areas,\u201d CEO Sean Huver told TechCrunch. \u201cThere are 200 robberies like this a day on average, so around 75,000 per year.\u201d<\/p>\n<div class=\"slideshow slideshowify\">\n<ol readability=\"1\">\n<li readability=\"-1\">\n<div class=\"image\"><img loading=\"lazy\" decoding=\"async\" data-thumb=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9254.jpg?w=80&amp;h=60&amp;crop=1\" data-full-size-image=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9254.jpg\" data-large-size-image=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9254.jpg?w=1&amp;h=1\" data-trigger-notification=\"1\" data-scalable=\"false\" alt=\"\" data-src=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9254.jpg?w=1&amp;h=1\" data-tc-lazyload=\"deferred\" src=\"https:\/\/s0.wp.com\/wp-content\/themes\/vip\/techcrunch-2013\/assets\/images\/1x1.png\" width=\"1\" height=\"1\"\/><\/div>\n<h3 class=\"title\">tcdisrupt-ny17-9254<\/h3>\n<p>Deep Science AI presents at Startup Battlefield at TechCrunch Disrupt NY 2017<\/p>\n<\/li>\n<li readability=\"-1\">\n<div class=\"image\"><img loading=\"lazy\" decoding=\"async\" data-thumb=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9259.jpg?w=80&amp;h=60&amp;crop=1\" data-full-size-image=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9259.jpg\" data-large-size-image=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9259.jpg?w=1&amp;h=1\" data-trigger-notification=\"1\" data-scalable=\"false\" alt=\"\" data-src=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9259.jpg?w=1&amp;h=1\" data-tc-lazyload=\"deferred\" src=\"https:\/\/s0.wp.com\/wp-content\/themes\/vip\/techcrunch-2013\/assets\/images\/1x1.png\" width=\"1\" height=\"1\"\/><\/div>\n<h3 class=\"title\">tcdisrupt-ny17-9259<\/h3>\n<p>Deep Science AI presents at Startup Battlefield at TechCrunch Disrupt NY 2017<\/p>\n<\/li>\n<li readability=\"-1\">\n<div class=\"image\"><img loading=\"lazy\" decoding=\"async\" data-thumb=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9261.jpg?w=80&amp;h=60&amp;crop=1\" data-full-size-image=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9261.jpg\" data-large-size-image=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9261.jpg?w=1&amp;h=1\" data-trigger-notification=\"1\" data-scalable=\"false\" alt=\"\" data-src=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9261.jpg?w=1&amp;h=1\" data-tc-lazyload=\"deferred\" src=\"https:\/\/s0.wp.com\/wp-content\/themes\/vip\/techcrunch-2013\/assets\/images\/1x1.png\" width=\"1\" height=\"1\"\/><\/div>\n<h3 class=\"title\">tcdisrupt-ny17-9261<\/h3>\n<p>Deep Science AI presents at Startup Battlefield at TechCrunch Disrupt NY 2017<\/p>\n<\/li>\n<li readability=\"-1\">\n<div class=\"image\"><img loading=\"lazy\" decoding=\"async\" data-thumb=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9263.jpg?w=80&amp;h=60&amp;crop=1\" data-full-size-image=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9263.jpg\" data-large-size-image=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9263.jpg?w=1&amp;h=1\" data-trigger-notification=\"1\" data-scalable=\"false\" alt=\"\" data-src=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9263.jpg?w=1&amp;h=1\" data-tc-lazyload=\"deferred\" src=\"https:\/\/s0.wp.com\/wp-content\/themes\/vip\/techcrunch-2013\/assets\/images\/1x1.png\" width=\"1\" height=\"1\"\/><\/div>\n<h3 class=\"title\">Deep Science AI<\/h3>\n<p>Deep Science AI presents at Startup Battlefield at TechCrunch Disrupt NY 2017<\/p>\n<\/li>\n<\/ol><\/div>\n<p>That makes it a very clear threat for thousands of franchise and mom-\u2018n-pop bodegas and gas stations throughout the country. But such robberies often go unpunished because they\u2019re generally only reported after the perpetrator has fled, unless someone is always watching the security cam \u2014 a costly service.<\/p>\n<p>Deep Science AI is totally bootstrapped and has a straightforward mission: use the tireless analysis capability of AIs to augment human oversight to provide a cheaper and maybe even better way to keep an eye on your store.<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/deepscience_view.jpg\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-1489208\" src=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/deepscience_view.jpg?w=1024&amp;h=529\" alt=\"\" width=\"1024\" height=\"529\" srcset=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/deepscience_view.jpg?w=1024&amp;h=529 1024w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/deepscience_view.jpg?w=150&amp;h=77 150w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/deepscience_view.jpg?w=300&amp;h=155 300w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/deepscience_view.jpg?w=768&amp;h=397 768w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/deepscience_view.jpg?w=680&amp;h=351 680w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/deepscience_view.jpg 1171w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"\/><\/a>\u201cWe\u2019re the first to build a whole platform that can scale up to thousands of cameras, and the first to do a real-world deployment,\u201d Huver said. And at around $2 per camera per day, it\u2019s about 1\/10th the price of hiring a human to watch your feeds for you.<\/p>\n<p>A great deal of security cameras are IP-based, sending their footage to some data center to be archived or, if they pay for it, monitored. Deep Science\u2019s system sits on that stream and runs it through a set of neural networks trained on thousands of hours of real robberies \u2014 and a few fake ones.<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/deepscience.png\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright wp-image-1489211\" src=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/deepscience.png?w=375&amp;h=499\" alt=\"\" width=\"375\" height=\"499\" srcset=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/deepscience.png?w=375&amp;h=499 375w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/deepscience.png?w=750&amp;h=998 750w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/deepscience.png?w=113&amp;h=150 113w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/deepscience.png?w=225&amp;h=300 225w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/deepscience.png?w=511&amp;h=680 511w\" sizes=\"(max-width: 375px) 100vw, 375px\"\/><\/a>\u201cObviously you want the data to be as close to the real thing as possible,\u201d Huver said, \u201cbut we needed to get some angles that we didn\u2019t see, so we also filmed quite a bit on our own. We have a whole collection of masks and fake guns.\u201d<\/p>\n<p>The resulting systems do pretty well down to about 30 \u201cpixels on target,\u201d meaning that the gun or face is most confidently detected when it\u2019s that many pixels across in the footage. If one network isn\u2019t quite sure whether something is a gun, the imagery gets sent to a \u201cbinary specialist\u201d network that gives a second opinion.<\/p>\n<p>If it looks bad enough, it goes to a human, as an alert in a Slack channel, who can alert the authorities. (If no one responds within a few seconds, it goes to a backup human.)<\/p>\n<p>\u201cWe\u2019re at the point where one analyst can deal with about 500 cameras, and they deal with one false positive every 40 seconds or so,\u201d Huver explained. They hope to get that number up to around 800 or 1,000 as the networks improve and the false positive rate drops.<\/p>\n<p>But the company is confident that the system in its current state is more than good enough to deploy. In fact, it\u2019s already deployed in a limited way.<\/p>\n<p>It\u2019s been running in a closed beta for four\u00a0weeks at 18 locations, which has helped improve their algorithms, <a target=\"_blank\" href=\"https:\/\/www.deepscience.ai\/techcrunch\" rel=\"noopener noreferrer\">and they launched an open beta onstage today<\/a>, which should expand this to 200 locations.<\/p>\n<p>Sunoco, which runs more than a few gas stations, has expressed interest in joining; large companies like that, you may think, can afford the nicer service. True, but this is cheaper at scale and may prove to be as effective as human monitors. And anything companies can do to improve security and lower their liability is actively pursued \u2014 poor security practices tend to leave them open to lawsuits.<\/p>\n<p> Deep Science does have to pay its humans, even if there aren\u2019t many of them, and to that end it is both looking to grow organically and to solicit funding. A member of its board hails from venerable security company ADT, and it may be possible to get into the system of security middlemen who equip and plan deployments for locations. This system would be an upsell, but a cheaper one than 24\/7 human monitoring.<\/p>\n<p>Detecting masks and guns is a sort of minimum viable product, but the company doesn\u2019t intend to stop there. Once they\u2019re in the system, there are all kinds of interesting data that can be extracted. Perhaps there\u2019s no gun or mask, but an employee puts their hands in the air. Or maybe a window is broken when no one is around. Or maybe a fire starts, and can be responded to even before the smoke detectors go off.<\/p>\n<p>These and other features will be part of the open beta, so if you\u2019re a small business and this whole AI monitoring thing doesn\u2019t freak you out, <a target=\"_blank\" href=\"https:\/\/www.deepscience.ai\/techcrunch\" rel=\"noopener noreferrer\">head over here to sign up<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" width=\"680\" height=\"453\" src=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9263.jpg?w=680\" class=\"attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9263.jpg?w=680 680w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9263.jpg?w=1360 1360w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9263.jpg?w=150 150w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9263.jpg?w=300 300w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/tcdisrupt-ny17-9263.jpg?w=768 768w\" sizes=\"(max-width: 680px) 100vw, 680px\" \/>&nbsp;You&#8217;re working late at the 7-Eleven when a guy comes through the door with a mask and a gun. You raise your hands, follow his instructions, empty the cash register and throw some burners in the bag. As he runs out the door, you collect yourself and call 911. Unless you don&#8217;t need to because the mask tipped off your store&#8217;s AI, and the police are already on their way with a&#8230; <a href=\"https:\/\/techcrunch.com\/2017\/05\/16\/deep-science-ai-monitors-security-feeds-for-masks-and-guns-to-quicken-response-times\/?ncid=rss\">Read More<\/a><\/p>\n<div class=\"feedflare\">\n<a href=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?a=EkRjUuVArQM:XCHce9hivdY:2mJPEYqXBVI\"><img decoding=\"async\" src=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?d=2mJPEYqXBVI\" border=\"0\"><\/img><\/a> <a href=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?a=EkRjUuVArQM:XCHce9hivdY:7Q72WNTAKBA\"><img decoding=\"async\" src=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?d=7Q72WNTAKBA\" border=\"0\"><\/img><\/a> <a href=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?a=EkRjUuVArQM:XCHce9hivdY:yIl2AUoC8zA\"><img decoding=\"async\" src=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?d=yIl2AUoC8zA\" border=\"0\"><\/img><\/a> <a href=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?a=EkRjUuVArQM:XCHce9hivdY:-BTjWOF_DHI\"><img decoding=\"async\" src=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?i=EkRjUuVArQM:XCHce9hivdY:-BTjWOF_DHI\" border=\"0\"><\/img><\/a> <a href=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?a=EkRjUuVArQM:XCHce9hivdY:D7DqB2pKExk\"><img decoding=\"async\" src=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?i=EkRjUuVArQM:XCHce9hivdY:D7DqB2pKExk\" border=\"0\"><\/img><\/a> <a href=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?a=EkRjUuVArQM:XCHce9hivdY:qj6IDK7rITs\"><img decoding=\"async\" src=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?d=qj6IDK7rITs\" border=\"0\"><\/img><\/a>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/feeds.feedburner.com\/~r\/Techcrunch\/~4\/EkRjUuVArQM\" height=\"1\" width=\"1\" alt=\"\"\/> <\/p>\n","protected":false},"author":5817,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[25],"tags":[59,66,26],"class_list":["post-341096","post","type-post","status-publish","format-standard","hentry","category-technology","tag-media","tag-techcrunch","tag-technology"],"_links":{"self":[{"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/posts\/341096","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/users\/5817"}],"replies":[{"embeddable":true,"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/comments?post=341096"}],"version-history":[{"count":0,"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/posts\/341096\/revisions"}],"wp:attachment":[{"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/media?parent=341096"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/categories?post=341096"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/tags?post=341096"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}