{"id":758,"date":"2016-06-13T01:32:56","date_gmt":"2016-06-12T22:32:56","guid":{"rendered":"https:\/\/imagga.com\/blog\/?p=758"},"modified":"2019-06-06T16:01:08","modified_gmt":"2019-06-06T13:01:08","slug":"imagga-featured-hack-automatically-finding-weapons-in-social-media-images","status":"publish","type":"post","link":"https:\/\/imagga.com\/blog\/imagga-featured-hack-automatically-finding-weapons-in-social-media-images\/","title":{"rendered":"Imagga Featured Hack: Automatically Finding Weapons in Social Media Images"},"content":{"rendered":"<p><img class=\"aligncenter size-full wp-image-759\" src=\"https:\/\/imagga.com\/blog\/wp-content\/uploads\/2016\/01\/Weapon-Detection-Imagga-.png\" alt=\"Weapon Detection Imagga\" width=\"1890\" height=\"824\" srcset=\"https:\/\/imagga.com\/blog\/wp-content\/uploads\/2016\/01\/Weapon-Detection-Imagga-.png 1890w, https:\/\/imagga.com\/blog\/wp-content\/uploads\/2016\/01\/Weapon-Detection-Imagga--800x349.png 800w, https:\/\/imagga.com\/blog\/wp-content\/uploads\/2016\/01\/Weapon-Detection-Imagga--768x335.png 768w, https:\/\/imagga.com\/blog\/wp-content\/uploads\/2016\/01\/Weapon-Detection-Imagga--1024x446.png 1024w\" sizes=\"(max-width: 1890px) 100vw, 1890px\" \/><\/p>\n<p>Weapons are controversial topic, especially in zones of conflict. A lot of photos of people holding weapons are posted daily in social media. Analyzing the concentration and the motives for posting this kind of photos can eventually hint to a trend or some potential problems.<\/p>\n<p>In a recent post Justin Seitz <a href=\"http:\/\/www.automatingosint.com\/blog\/2016\/01\/osint-automatically-finding-weapons-in-social-media-images-part-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">showcases a simple hack for discovering photos of weapons on social media<\/a> using Imagga\u2019s image recognition API. Not all photos of people with weapons are being detected by our general tagging API, but there\u2019s a simple explanation behind that &#8211; the API hasn\u2019t been specifically trained for that task. Still, it\u2019s quite amazing we are detecting various types of weapons in different context.<\/p>\n<p>Applications of this are numerous: detecting concentration of weapon related photos and possible militarization in certain area, unauthorized\/hazardous use of weapons, including by children to name a few.<\/p>\n<p>Justin has also managed to improve the results by cropping some of the images in advance, so they are more concentrated on the eventual weapon. In the upcoming updates of our API this will be solved even better &#8211; we are releasing positional tagging of objects soon and besides having the actual position this will also improve the object-level recognition, stay tuned!<\/p>\n<p>In addition to the very interesting use-case Justin\u2019s article is a great practical guide on how to use the Imagga\u2019s auto-tagging API so make sure to check it out.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Weapons are controversial topic, especially in zones of conflict. A lot of photos of people holding weapons are posted daily [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":1224,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[4],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v17.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Automatically Finding Weapons in Social Media - Imagga Blog<\/title>\n<meta name=\"description\" content=\"Weapons is a controversial topic, especially in war times. Therefore automatically finding weapons in Social Media Images is important.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/imagga.com\/blog\/imagga-featured-hack-automatically-finding-weapons-in-social-media-images\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Automatically Finding Weapons in Social Media - Imagga Blog\" \/>\n<meta property=\"og:description\" content=\"Weapons is a controversial topic, especially in war times. Therefore automatically finding weapons in Social Media Images is important.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/imagga.com\/blog\/imagga-featured-hack-automatically-finding-weapons-in-social-media-images\/\" \/>\n<meta property=\"og:site_name\" content=\"Imagga Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/imagga\/\" \/>\n<meta property=\"article:published_time\" content=\"2016-06-12T22:32:56+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2019-06-06T13:01:08+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/imagga.com\/blog\/wp-content\/uploads\/2016\/01\/guns.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n<meta name=\"twitter:card\" content=\"summary\" \/>\n<meta name=\"twitter:creator\" content=\"@imagga\" \/>\n<meta name=\"twitter:site\" content=\"@imagga\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Chris Georgiev\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Organization\",\"@id\":\"https:\/\/imagga.com\/blog\/#organization\",\"name\":\"Imagga\",\"url\":\"https:\/\/imagga.com\/blog\/\",\"sameAs\":[\"https:\/\/www.facebook.com\/imagga\/\",\"https:\/\/twitter.com\/imagga\",\"https:\/\/www.linkedin.com\/company\/imagga\/\",\"https:\/\/twitter.com\/imagga\"],\"logo\":{\"@type\":\"ImageObject\",\"@id\":\"https:\/\/imagga.com\/blog\/#logo\",\"inLanguage\":\"en-US\",\"url\":\"https:\/\/imagga.com\/blog\/wp-content\/uploads\/2017\/04\/logo_white_blog.svg\",\"contentUrl\":\"https:\/\/imagga.com\/blog\/wp-content\/uploads\/2017\/04\/logo_white_blog.svg\",\"width\":\"27\",\"height\":\"29\",\"caption\":\"Imagga\"},\"image\":{\"@id\":\"https:\/\/imagga.com\/blog\/#logo\"}},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/imagga.com\/blog\/#website\",\"url\":\"https:\/\/imagga.com\/blog\/\",\"name\":\"Imagga Blog\",\"description\":\"Image recognition in the cloud\",\"publisher\":{\"@id\":\"https:\/\/imagga.com\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/imagga.com\/blog\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"ImageObject\",\"@id\":\"https:\/\/imagga.com\/blog\/imagga-featured-hack-automatically-finding-weapons-in-social-media-images\/#primaryimage\",\"inLanguage\":\"en-US\",\"url\":\"https:\/\/imagga.com\/blog\/wp-content\/uploads\/2016\/01\/guns.jpg\",\"contentUrl\":\"https:\/\/imagga.com\/blog\/wp-content\/uploads\/2016\/01\/guns.jpg\",\"width\":\"1920\",\"height\":\"1080\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/imagga.com\/blog\/imagga-featured-hack-automatically-finding-weapons-in-social-media-images\/#webpage\",\"url\":\"https:\/\/imagga.com\/blog\/imagga-featured-hack-automatically-finding-weapons-in-social-media-images\/\",\"name\":\"Automatically Finding Weapons in Social Media - Imagga Blog\",\"isPartOf\":{\"@id\":\"https:\/\/imagga.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/imagga.com\/blog\/imagga-featured-hack-automatically-finding-weapons-in-social-media-images\/#primaryimage\"},\"datePublished\":\"2016-06-12T22:32:56+00:00\",\"dateModified\":\"2019-06-06T13:01:08+00:00\",\"description\":\"Weapons is a controversial topic, especially in war times. 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