{"id":834,"date":"2019-04-10T12:14:59","date_gmt":"2019-04-10T12:14:59","guid":{"rendered":"https:\/\/www.techmagazines.net\/?p=834"},"modified":"2019-04-10T12:14:59","modified_gmt":"2019-04-10T12:14:59","slug":"how-violence-detecting-drones-can-benefit-the-tourism-industry","status":"publish","type":"post","link":"https:\/\/www.techmagazines.net\/how-violence-detecting-drones-can-benefit-the-tourism-industry\/","title":{"rendered":"How Violence-Detecting Drones can Benefit the Tourism Industry"},"content":{"rendered":"<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Reading Time: <\/span> <span class=\"rt-time\"> 5<\/span> <span class=\"rt-label rt-postfix\">minutes<\/span><\/span><div align=\"justify\"><span style=\"font-weight: 400;\">Drones have been one of the most invaluable technological gifts that the tourism industry could ever ask for. And it has already proved its worth as a great marketing tool. <\/span><\/p><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #5ad602;color:#5ad602\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #5ad602;color:#5ad602\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.techmagazines.net\/how-violence-detecting-drones-can-benefit-the-tourism-industry\/#Benefits_of_using_a_Drone\" >Benefits of using a Drone:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.techmagazines.net\/how-violence-detecting-drones-can-benefit-the-tourism-industry\/#Drones_for_detecting_violence\" >Drones for detecting violence:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.techmagazines.net\/how-violence-detecting-drones-can-benefit-the-tourism-industry\/#What_actually_does_it_do\" >What actually does it do?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.techmagazines.net\/how-violence-detecting-drones-can-benefit-the-tourism-industry\/#How_did_it_perform\" >How did it perform?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.techmagazines.net\/how-violence-detecting-drones-can-benefit-the-tourism-industry\/#Other_approaches%E2%80%A6\" >Other approaches&#8230;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.techmagazines.net\/how-violence-detecting-drones-can-benefit-the-tourism-industry\/#The_significance_of_automatic_violence_detection\" >The significance of automatic violence detection:<\/a><\/li><\/ul><\/nav><\/div>\n\n<p><span style=\"font-weight: 400;\">Turn your head around and you&#8217;d find a couple of hotel chains using drones for capturing luscious and exotic visuals of the beach. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">According to Fortune, more than 600,000 drones have been registered with the Federal Aviation Administration (FAA), the government body regulating all aspects of US civil aviation. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">And following the trend Skift, the largest and most well-known travel marketing and research company, stated, \u201c<\/span><i><span style=\"font-weight: 400;\">Visuals are the new language of the digital era<\/span><\/i><span style=\"font-weight: 400;\">\u201d.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Anyway, let&#8217;s look at some of the various aspects of drones before we take a look at another new innovative way of utilising it. Let&#8217;s delve in!<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Benefits_of_using_a_Drone\"><\/span><b>Benefits of using a Drone:<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\"><b>Marketing and advertising<\/b><span style=\"font-weight: 400;\"> &#8211; It&#8217;s no secret that humans are visual creatures. And tourism is one of those few sectors which relies heavily upon the advertisement. <\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">And not surprisingly at all, it turns out that video is one of the most lucrative and effective means of publicity. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">The evolution of the UAV (Unmanned Aerial Vehicle) technology made it quite popular and cost-effective. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Google&#8217;s data insight section &#8212; Think with Google &#8212; <\/span><a rel=\"nofollow\" href=\"https:\/\/www.thinkwithgoogle.com\/consumer-insights\/travel-content-takes-off-on-youtube\/\"><span style=\"font-weight: 400;\">noticed the trend<\/span><\/a><span style=\"font-weight: 400;\"> early on that people tend to prefer visual advertising much more (video ads, to be more specific) compared to boring textual advertisings (or even ads with still images).<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><b>Virtual tours &#8211;<\/b><span style=\"font-weight: 400;\"> Many big names in the industry are giving their potential customers an opportunity to experience the vacation spot in a much more natural way using VR. <\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">This novel approach (commonly known as a virtual tour) combines the stunning photography capabilities of a drone and the immersive experience of the Virtual Reality. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">This can be achieved by <\/span><a href=\"https:\/\/www.meetbunch.com\/video-annotation-outsourcing\"><span style=\"font-weight: 400;\">recording the video from several different angles (which helps generate the depth) and then stitching the visuals together<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This gives the users an uninterrupted experience enabling them to get a glimpse of the vacation spot right from their couch.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">That being said, a virtual tour can NEVER be an alternative to actually visiting the countryside and experiencing the thrill and chill of skiing in the Alps.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><b>Law enforcement &#8211; <\/b><span style=\"font-weight: 400;\">Last but certainly not the least, drones are now being used for maintaining order and peace. <\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">As it&#8217;s explained in much more detail in the next few sections, the drones can be used for capturing visuals and analysing the feed literally on the fly for unwanted scenarios such as antisocial activities or violence. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">As the drones would be capturing the videos alongside the analysis, the video feed can be used later for identifying the offenders.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Drones_for_detecting_violence\"><\/span><b>Drones for detecting violence:<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">A lot of research has been done on analysing and predicting human responses. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">The <\/span><a rel=\"nofollow\" href=\"http:\/\/densepose.org\/\"><span style=\"font-weight: 400;\">DensePose project from Facebook<\/span><\/a><span style=\"font-weight: 400;\"> gives the ability to track the outlines of a human from an image or video, giving the machines more power than simply detecting the joints.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">A rather recent paper released by Amarjot Singh, Devendra Patil and SN Omkar focuses on the possibility of building <\/span><a rel=\"nofollow\" href=\"https:\/\/www.theverge.com\/2018\/6\/6\/17433482\/ai-automated-surveillance-drones-spot-violent-behavior-crowds\"><span style=\"font-weight: 400;\">a violence detection system<\/span><\/a><span style=\"font-weight: 400;\"> that would be able to detect violence and criminal activities from visuals captured by drones.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"What_actually_does_it_do\"><\/span><b>What actually does it do?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">The researchers used an ordinary handheld drone for capturing the video. The real-time feed was then sent back to the control centre for getting analysed. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">To conduct the analysis in real-time, they had to use Amazon AWS and a couple of NVIDIA Tesla GPUs. The <\/span><a href=\"https:\/\/www.techmagazines.net\/ai-blockchain-and-ethical-values-can-they-walk-on-the-common-path\/\"><span style=\"font-weight: 400;\">deep learning system<\/span><\/a><span style=\"font-weight: 400;\"> was trained with the help of a single GPU on a standalone machine.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Their algorithm then combs through the video feed and looks for any suspicious poses indicating any form of violence. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">At the time of the publication of their work, the researchers were able to classify 5 different poses i.e. kicking, punching, stabbing, strangling and shooting which they found to be effective.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"How_did_it_perform\"><\/span><b>How did it perform?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Well, the results were both pretty exciting and at the same time disappointing. Their approach proved to be excellent with nearly 88% of the time detecting violence successfully. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">But on the flip side, the accuracy dropped drastically as the number of people in the video increased. The success rate came down to a meagre 79% when there was a bunch of people in the video.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">But most importantly, this result was obtained by <\/span><a href=\"https:\/\/www.techmagazines.net\/advantages-of-artificial-intelligence-in-testing\/\"><span style=\"font-weight: 400;\">testing on the &#8216;test data&#8217;<\/span><\/a><span style=\"font-weight: 400;\"> with the volunteers striking exaggerated poses. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">And it has been witnessed over and over again that many models that seemed promising at the beginning ended up performing pretty poorly on real-life situations. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">It needs to maintain the high success rate in actual scenarios where the actions are usually much more subtle and there is usually no limit on the number of persons present in the visual.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Other_approaches%E2%80%A6\"><\/span><b>Other approaches&#8230;<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">This was simply one of the many efforts that were made to build an automated violent detection model. \u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Chinese researchers Peipei Zhou, Qinghai Ding, Haibo Luo and Xinglin Hou worked on something very similar and tried to detect violent behaviour in surveillance footages. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Their approach, though, involves segmenting those part of the images that has some apparent motion. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Then they further analyse those sections of the image using low-level features namely Local Histograms of Oriented Gradients (LHOG) and Local Histograms of Optical Flow (LHOF). <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Swathikiran Sudhakaran and Oswald Lanz used the combination of a convolutional neural network and the Long Short-Term Memory (LSTM) Networks, collectively known as the ConvLSTM for the detection of violence in video feeds.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"The_significance_of_automatic_violence_detection\"><\/span><b>The significance of automatic violence detection:<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">The tourism sector is humongous, and many nations depend heavily on this industry. Some numbers and statistics would make it clearer.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Global travel and tourism sector is one of the world&#8217;s largest industries with over $8 trillion of contribution yearly (direct, indirect and induced). Over $800 billion is invested in this industry annually. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">And it&#8217;s hard to believe that every one job in 10 is related to tourism in some way, either directly or indirectly (<\/span><a rel=\"nofollow\" href=\"https:\/\/www.wttc.org\/-\/media\/files\/reports\/economic-impact-research\/regions-2018\/world2018.pdf\"><span style=\"font-weight: 400;\">World Travel &amp; Tourism Council<\/span><\/a><span style=\"font-weight: 400;\">). <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Billions of tourists visit tourist attractions every year and, according to <\/span><a rel=\"nofollow\" href=\"https:\/\/www.e-unwto.org\/doi\/abs\/10.18111\/wtobarometereng.2018.16.4.1\"><span style=\"font-weight: 400;\">the World Tourism Organization<\/span><\/a><span style=\"font-weight: 400;\">, the total number of visitors in the first half of 2018 was nearly 6% more compared to the numbers of 2017.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">That being said, the tourism industry is a very sensitive sector. It is easily influenced by even the slightest of the disturbances. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">A piece of small information would be enough to show how this is true. Over the last decade Turkey, Egypt and Tunisia, three popular tourist spots, witnessed extreme downfall in the number of visitors. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">And the reason was pretty obvious &#8211; war and terrorist activities. The good news is that it seems the European visitors are, at the very least, starting to crowd these countries once again as their summer destination.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Keeping all of these in mind, it&#8217;s not hard to see why the internal law enforcement divisions are found to be wrong-footed in the festive seasons maintaining law and order. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">And that&#8217;s precisely why an automatic violence detection system becomes so invaluable. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Rather than waiting for someone to call the law enforcers in case some petty act of vandalism or an all-out riot is spotted, the automated drone can capture the videos and inform the officials immediately if it detects something fishy. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Neutralising the threat immediately not only helps maintain the air of safety and order but can even save lives in the worst case.<\/span><\/div>\n","protected":false},"excerpt":{"rendered":"<div class=\"wpm_excerpt clearfix\"><p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Reading Time: <\/span> <span class=\"rt-time\"> 5<\/span> <span class=\"rt-label rt-postfix\">minutes<\/span><\/span>Drones have been one of the most invaluable technological gifts that the tourism industry could ever ask for. And it has already proved its worth as &hellip;<\/p>\n<\/div>","protected":false},"author":1,"featured_media":835,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-834","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-news"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How Violence-Detecting Drones can Benefit the Tourism Industry | Tech Magazine<\/title>\n<meta name=\"description\" content=\"Read the informative and amazing article about How Violence-Detecting Drones can Benefit the Tourism Industry.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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