{"id":191968,"date":"2016-12-18T15:00:51","date_gmt":"2016-12-18T13:00:51","guid":{"rendered":"http:\/\/mybroadband.co.za\/news\/?p=191968"},"modified":"2016-12-18T09:26:04","modified_gmt":"2016-12-18T07:26:04","slug":"the-trouble-with-facial-recognition-technology","status":"publish","type":"post","link":"https:\/\/mybroadband.co.za\/news\/security\/191968-the-trouble-with-facial-recognition-technology.html","title":{"rendered":"The trouble with facial recognition technology"},"content":{"rendered":"<p>If you\u2019ve watched any sort of spy thriller or action film over the last few years \u2013 think <a href=\"http:\/\/www.imdb.com\/title\/tt4196776\/?ref_=nv_sr_1\">Jason Bourne<\/a> or <a href=\"http:\/\/www.imdb.com\/title\/tt2381249\/?ref_=nv_sr_1\">Mission: Impossible<\/a> \u2013 the chances are you\u2019ve seen facial recognition software in action.<\/p>\n<p>These movie scenes often involve an artist\u2019s sketch compared to mug shots, or sometimes even a live CCTV stream, and with the clock ticking, a match is usually found for the culprit in the nick of time.<\/p>\n<p>It seems natural then to assume that what happens in the film world is similar to what happens (most of the time) in the real world.<\/p>\n<p>We might think that our faces are constantly being tracked and recognised as we walk past security cameras in city centres \u2013 but this is not actually the case.<\/p>\n<p>Not only would such a system require millions of cameras capable of producing high-quality footage, but it would also require the integration of photo-ID databases such as mugshots from every police force, previous passport images, and driving license images for everyone in the country.<\/p>\n<p>And yet even if this high level of integration was possible, a far more basic problem still exists \u2013 facial recognition systems are still <a href=\"http:\/\/www.washington.edu\/news\/2016\/06\/23\/how-well-do-facial-recognition-algorithms-cope-with-a-million-strangers\/\">not 100% accurate<\/a>.<\/p>\n<h3 class=\"my-4\">Humans on top<\/h3>\n<p>In relatively easy situations, where faces are front-on and reasonably clear, computer algorithms can now <a href=\"http:\/\/www.sciencedirect.com\/science\/article\/pii\/S0262885613001741\">outperform humans<\/a>. But in much harder conditions when faces are pictured from different angles or in poor lighting, humans still come out <a href=\"https:\/\/utdallas.influuent.utsystem.edu\/en\/publications\/human-and-algorithm-performance-on-the-pasc-face-recognition-chal\">on top<\/a>.<\/p>\n<p>A lot of this is because of how these types of systems work in a real-world setting. Generally a computer face recognition system will provide a \u201ccandidate list\u201d of best guesses, and from this list a human operator makes the final decision.<\/p>\n<p>But because these lists tend to produce several very suitable lookalikes as the target, the operator\u2019s choice is a tough job \u2013 with error rates <a href=\"http:\/\/journals.plos.org\/plosone\/article?id=10.1371\/journal.pone.0139827\">as high as 50%<\/a>.<\/p>\n<p>For similar security systems, such as the <a href=\"http:\/\/icinspector.independent.gov.uk\/wp-content\/uploads\/2012\/02\/Inspection-of-Gatwick-Airport-North-Terminal.pdf\">eGates<\/a> used in several airports, information on their accuracy is unavailable. But there have been several cases of people being successfully \u201ccleared\u201d while using their <a href=\"http:\/\/www.dailymail.co.uk\/travel\/article-1357913\/Security-breach-caused-new-biometric-technology-Manchester-Airport.html\">partner\u2019s passport<\/a> \u2013 which could well be a cause for concern.<\/p>\n<h3 class=\"my-4\">Face in a crowd<\/h3>\n<p>When it comes to recognising a face, <a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pubmed\/11676099\">research shows<\/a> people are near perfect when shown familiar faces but fare much worse when the faces are unfamiliar.<\/p>\n<p>It seems, the difficulty arises from the enormous amount of variability we see across different images of the same person.<\/p>\n<p>So even minor changes \u2013 like the addition of a <a href=\"http:\/\/onlinelibrary.wiley.com\/doi\/10.1002\/acp.3261\/full\">pair of glasses<\/a> \u2013 can make us significantly worse. And most people seem to be unaware of their <a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pubmed\/25988915\">drop in performance<\/a>.<\/p>\n<p><a href=\"http:\/\/mybroadband.co.za\/news\/wp-content\/uploads\/2016\/12\/Faces.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-191970 size-large\" src=\"http:\/\/mybroadband.co.za\/news\/wp-content\/uploads\/2016\/12\/Faces-640x282.jpg\" alt=\"Faces\" width=\"640\" height=\"282\" srcset=\"https:\/\/mybroadband.co.za\/news\/wp-content\/uploads\/2016\/12\/Faces-640x282.jpg 640w, https:\/\/mybroadband.co.za\/news\/wp-content\/uploads\/2016\/12\/Faces-600x264.jpg 600w, https:\/\/mybroadband.co.za\/news\/wp-content\/uploads\/2016\/12\/Faces.jpg 754w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n<p>In general, <a href=\"http:\/\/journals.plos.org\/plosone\/article?id=10.1371\/journal.pone.0103510\">passport officers<\/a> are <a href=\"https:\/\/theconversation.com\/passport-staff-miss-one-in-seven-fake-id-checks-30606\">no better than university students<\/a> when matching <a href=\"http:\/\/journals.plos.org\/plosone\/article?id=10.1371\/journal.pone.0103510\">unfamiliar people<\/a> \u2013 and research shows that <a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pubmed\/24919354\">training<\/a> in this area doesn\u2019t seem to make a difference \u2013 you\u2019ve either got it or you haven\u2019t.<\/p>\n<p>But there are also large individual differences in abilities over the population \u2013 from those who are clinically \u201c<a href=\"https:\/\/theconversation.com\/i-should-know-you-face-blindness-and-the-problem-of-identifying-others-8884\">face blind<\/a>\u201d to the highly accurate \u201c<a href=\"http:\/\/superrecognisers.com\/\">super recognisers<\/a>\u201d \u2013 who are able to do just that, be super at recognising.<\/p>\n<h3 class=\"my-4\">Faces of the future<\/h3>\n<p>Looking to the future, for automatic face recognition systems there is increasing evidence that using \u201cface averages\u201d may improve identification rates.<\/p>\n<p>These averages are computer-generated images, made by combining several photographs of the same person.<\/p>\n<p>Computer algorithms <a href=\"http:\/\/science.sciencemag.org\/content\/319\/5862\/435\">show an advantage<\/a> when using these averages to compare to a target image. A <a href=\"http:\/\/journals.plos.org\/plosone\/article?id=10.1371\/journal.pone.0119460\">simple smartphone system<\/a> is also better at recognising a user if an average image is stored in its memory.<\/p>\n<p><a href=\"http:\/\/mybroadband.co.za\/news\/wp-content\/uploads\/2016\/12\/Match.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-191972 size-large\" src=\"http:\/\/mybroadband.co.za\/news\/wp-content\/uploads\/2016\/12\/Match-640x265.jpg\" alt=\"Match\" width=\"640\" height=\"265\" srcset=\"https:\/\/mybroadband.co.za\/news\/wp-content\/uploads\/2016\/12\/Match-640x265.jpg 640w, https:\/\/mybroadband.co.za\/news\/wp-content\/uploads\/2016\/12\/Match-600x248.jpg 600w, https:\/\/mybroadband.co.za\/news\/wp-content\/uploads\/2016\/12\/Match.jpg 754w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n<p>But it may well be that long-term, we choose to leave behind our belief that facial comparison is the solution \u2013 and instead embrace other means of identification.<\/p>\n<p>This could include iris and retinal scans, fingerprints, and even signature matching \u2013 all of which are considered to be <a href=\"http:\/\/www.sciencedirect.com\/science\/article\/pii\/S0165168403002019\">more accurate<\/a> than using faces.<\/p>\n<p>So as things currently stand, there\u2019s no need to be concerned about being recognised by cameras as you walk down the high street just yet. Because for the time being, you\u2019re still just a face in a crowd.<\/p>\n<p><a href=\"https:\/\/theconversation.com\/profiles\/robin-kramer-321783\">Robin Kramer<\/a>, Postdoctoral Research Fellow in the Department of Psychology, <em><a href=\"http:\/\/theconversation.com\/institutions\/university-of-york-1344\">University of York<\/a><\/em> and <a href=\"https:\/\/theconversation.com\/profiles\/kay-ritchie-321784\">Kay Ritchie<\/a>, Lecturer in Cognitive Psychology, <em><a href=\"http:\/\/theconversation.com\/institutions\/university-of-lincoln-885\">University of Lincoln<\/a><\/em><\/p>\n<p>This article was originally published on <a href=\"http:\/\/theconversation.com\">The Conversation<\/a>. Read the <a href=\"https:\/\/theconversation.com\/the-trouble-with-facial-recognition-technology-in-the-real-world-69685\">original article<\/a>.<\/p>\n<h3 class=\"my-4\">Now read:\u00a0<a href=\"https:\/\/mybroadband.co.za\/news\/security\/191910-1-billion-yahoo-accounts-hacked.html\" rel=\"bookmark\">1 billion Yahoo accounts hacked<\/a><\/h3>\n","protected":false},"excerpt":{"rendered":"<p>If you\u2019ve watched any sort of spy thriller over the last few years, the chances are you\u2019ve seen facial recognition software in action.<\/p>\n","protected":false},"author":340972,"featured_media":189134,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_sma_x_autopost_status":"idle","_sma_x_autopost_error":"","_sma_x_post_id":"","_sma_facebook_post_id":"","_sma_instagram_post_id":"","_sma_threads_post_id":"","_sma_x_attempts":0,"footnotes":""},"categories":[27],"tags":[763,35],"class_list":["post-191968","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-security","tag-facial-recognition","tag-headline"],"_links":{"self":[{"href":"https:\/\/mybroadband.co.za\/news\/wp-json\/wp\/v2\/posts\/191968"}],"collection":[{"href":"https:\/\/mybroadband.co.za\/news\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mybroadband.co.za\/news\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mybroadband.co.za\/news\/wp-json\/wp\/v2\/users\/340972"}],"replies":[{"embeddable":true,"href":"https:\/\/mybroadband.co.za\/news\/wp-json\/wp\/v2\/comments?post=191968"}],"version-history":[{"count":1,"href":"https:\/\/mybroadband.co.za\/news\/wp-json\/wp\/v2\/posts\/191968\/revisions"}],"predecessor-version":[{"id":191974,"href":"https:\/\/mybroadband.co.za\/news\/wp-json\/wp\/v2\/posts\/191968\/revisions\/191974"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mybroadband.co.za\/news\/wp-json\/wp\/v2\/media\/189134"}],"wp:attachment":[{"href":"https:\/\/mybroadband.co.za\/news\/wp-json\/wp\/v2\/media?parent=191968"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mybroadband.co.za\/news\/wp-json\/wp\/v2\/categories?post=191968"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mybroadband.co.za\/news\/wp-json\/wp\/v2\/tags?post=191968"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}