{"id":27606,"date":"2017-05-23T13:43:57","date_gmt":"2017-05-23T11:43:57","guid":{"rendered":"https:\/\/mamchenkov.net\/wordpress\/?p=27606"},"modified":"2017-05-23T13:43:57","modified_gmt":"2017-05-23T11:43:57","slug":"real-time-face-detection-and-emotiongender-classification","status":"publish","type":"post","link":"https:\/\/mamchenkov.net\/wordpress\/2017\/05\/23\/real-time-face-detection-and-emotiongender-classification\/","title":{"rendered":"Real-time face detection and emotion\/gender classification"},"content":{"rendered":"<!-- google_ad_section_start -->\n<p><a href=\"https:\/\/i0.wp.com\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2017\/05\/emotion_classification.jpg?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"27607\" data-permalink=\"https:\/\/mamchenkov.net\/wordpress\/2017\/05\/23\/real-time-face-detection-and-emotiongender-classification\/emotion_classification\/\" data-orig-file=\"https:\/\/i0.wp.com\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2017\/05\/emotion_classification.jpg?fit=1000%2C1000&amp;ssl=1\" data-orig-size=\"1000,1000\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"emotion_classification\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2017\/05\/emotion_classification.jpg?fit=660%2C660&amp;ssl=1\" class=\"aligncenter size-medium wp-image-27607\" src=\"https:\/\/i0.wp.com\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2017\/05\/emotion_classification-500x500.jpg?resize=500%2C500&#038;ssl=1\" alt=\"\" width=\"500\" height=\"500\" srcset=\"https:\/\/i0.wp.com\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2017\/05\/emotion_classification.jpg?resize=500%2C500&amp;ssl=1 500w, https:\/\/i0.wp.com\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2017\/05\/emotion_classification.jpg?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2017\/05\/emotion_classification.jpg?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2017\/05\/emotion_classification.jpg?w=1000&amp;ssl=1 1000w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/a><\/p>\n<p>I came across <a href=\"https:\/\/github.com\/oarriaga\/face_classification\">this interesting Python tool<\/a> that helps with real-time face detection and emotion and gender classification. \u00a0Here is a more complete brief description from the project page:<\/p>\n<blockquote><p>Real-time face detection and emotion\/gender classification using fer2013\/IMDB datasets with a keras CNN model and openCV.<\/p>\n<ul>\n<li>IMDB gender classification test accuracy: 96%.<\/li>\n<li>fer2013 emotion classification test accuracy: 66%.<\/li>\n<\/ul>\n<\/blockquote>\n<!-- google_ad_section_end -->\n","protected":false},"excerpt":{"rendered":"<!-- google_ad_section_start -->\n<p>I came across this interesting Python tool that helps with real-time face detection and emotion and gender classification. \u00a0Here is a more complete brief description from the project page: Real-time face detection and emotion\/gender classification using fer2013\/IMDB datasets with a keras CNN model and openCV. IMDB gender classification test accuracy: 96%. fer2013 emotion classification test &hellip; <a href=\"https:\/\/mamchenkov.net\/wordpress\/2017\/05\/23\/real-time-face-detection-and-emotiongender-classification\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Real-time face detection and emotion\/gender classification<\/span><\/a><\/p>\n<!-- google_ad_section_end -->\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"Real-time face detection and emotion\/gender classification #WebDev #Python #IMDB","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false,"_links_to":"","_links_to_target":""},"categories":[1,18,62,1334],"tags":[1460,551,37,1330],"keyring_services":[],"class_list":["post-27606","post","type-post","status-publish","format-standard","hentry","category-general","category-programming","category-technology","category-web-work","tag-image-recognition","tag-imdb","tag-python","tag-web-development"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"description\" content=\"I came across this interesting Python tool that helps with real-time face detection and emotion and gender classification. 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IMDB gender classification test accuracy: 96%. fer2013 emotion classification test\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Leonid Mamchenkov\"\/>\n\t<meta name=\"google-site-verification\" content=\"VHvdD0_usx1_4DzKy_QCVcICVgX2EgA2ybELT-wl7kQ\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/mamchenkov.net\/wordpress\/2017\/05\/23\/real-time-face-detection-and-emotiongender-classification\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.8\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Leonid Mamchenkov - Life, universe, and everything else\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"Real-time face detection and emotion\/gender classification - Leonid Mamchenkov\" \/>\n\t\t<meta property=\"og:description\" content=\"I came across this interesting Python tool that helps with real-time face detection and emotion and gender classification. 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Here is a more complete brief description from the project page: Real-time face detection and emotion\/gender classification using fer2013\/IMDB datasets with a keras CNN model and openCV. IMDB gender classification test accuracy: 96%. fer2013 emotion classification test","twitter:creator":"@mamchenkov","twitter:image":"https:\/\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2026\/03\/leonid-sailing-beer.jpg"},"aioseo_meta_data":{"post_id":"27606","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"breadcrumb_settings":null,"limit_modified_date":false,"ai":null,"created":"2023-07-20 04:38:37","updated":"2026-01-15 12:56:45","seo_analyzer_scan_date":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/mamchenkov.net\/wordpress\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/mamchenkov.net\/wordpress\/category\/technology\/\" title=\"Technology\">Technology<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/mamchenkov.net\/wordpress\/category\/technology\/programming\/\" title=\"Programming\">Programming<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tReal-time face detection and emotion\/gender classification\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/mamchenkov.net\/wordpress"},{"label":"Technology","link":"https:\/\/mamchenkov.net\/wordpress\/category\/technology\/"},{"label":"Programming","link":"https:\/\/mamchenkov.net\/wordpress\/category\/technology\/programming\/"},{"label":"Real-time face detection and emotion\/gender classification","link":"https:\/\/mamchenkov.net\/wordpress\/2017\/05\/23\/real-time-face-detection-and-emotiongender-classification\/"}],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack-related-posts":[{"id":44435,"url":"https:\/\/mamchenkov.net\/wordpress\/2019\/11\/24\/imdb-the-new-design\/","url_meta":{"origin":27606,"position":0},"title":"IMDb : The new design","author":"Leonid Mamchenkov","date":"November 24, 2019","format":false,"excerpt":"IMDb is widely known for two things: the overwhelming size of its movie database, and the fact that it never changes the way it looks. Well, guess what, IMDb update its look and feel, and it's not a minor change. It's fast, it's functional, and it no longer looks like\u2026","rel":"","context":"In &quot;All&quot;","block_context":{"text":"All","link":"https:\/\/mamchenkov.net\/wordpress\/category\/general\/"},"img":{"alt_text":"IMDB: 2007","src":"https:\/\/i0.wp.com\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2019\/11\/imdb-2007.jpg?resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2019\/11\/imdb-2007.jpg?resize=350%2C200 1x, https:\/\/i0.wp.com\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2019\/11\/imdb-2007.jpg?resize=525%2C300 1.5x"},"classes":[]},{"id":9581,"url":"https:\/\/mamchenkov.net\/wordpress\/2005\/10\/17\/happy-birthday-imdb\/","url_meta":{"origin":27606,"position":1},"title":"Happy Birthday, IMDB!","author":"Leonid Mamchenkov","date":"October 17, 2005","format":false,"excerpt":"Internet Movie DataBase, wider known simply as IMDB, celebrates it's 15th birthday! In this age of computers and information technologies, 15 years is a truly remarkable time span. In fact, they started from the pre-Web era, using Usenet groups and mailing lists as the distribution medium. IMDb presents a special\u2026","rel":"","context":"In &quot;All&quot;","block_context":{"text":"All","link":"https:\/\/mamchenkov.net\/wordpress\/category\/general\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":27488,"url":"https:\/\/mamchenkov.net\/wordpress\/2017\/04\/09\/abuseio-open-source-abuse-management\/","url_meta":{"origin":27606,"position":2},"title":"AbuseIO &#8211; Open Source abuse management","author":"Leonid Mamchenkov","date":"April 9, 2017","format":false,"excerpt":"AbuseIO is an Open Source software for management of abuse reports. \u00a0It's like a specialized ticketing\/support system, which can automatically parse a variety of abuse notifications, file them, notify the team, and provide the tools to respond and close the incident. \u00a0In a nutshell: \u00a0 100% Free & Open Source\u2026","rel":"","context":"In &quot;All&quot;","block_context":{"text":"All","link":"https:\/\/mamchenkov.net\/wordpress\/category\/general\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2017\/04\/abuse.io_-500x159.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":19108,"url":"https:\/\/mamchenkov.net\/wordpress\/2014\/01\/04\/imdb-500-error-page\/","url_meta":{"origin":27606,"position":3},"title":"IMDb 500 error page","author":"Leonid Mamchenkov","date":"January 4, 2014","format":false,"excerpt":"I've been using IMDb for years now, and I don't remember the site ever being down, broken or inaccessible. Today, however, for the first time ever I've seen IMDb's 500 error page. \u00a0Here is how it looks: The front page still works - probably available from cache or something -\u2026","rel":"","context":"In &quot;All&quot;","block_context":{"text":"All","link":"https:\/\/mamchenkov.net\/wordpress\/category\/general\/"},"img":{"alt_text":"imdb 500 error","src":"https:\/\/i0.wp.com\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2014\/01\/imdb-500-error-500x193.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":24868,"url":"https:\/\/mamchenkov.net\/wordpress\/2015\/10\/20\/happy-birthday-imdb\/","url_meta":{"origin":27606,"position":4},"title":"Happy birthday, IMDb!","author":"Leonid Mamchenkov","date":"October 20, 2015","format":false,"excerpt":"According to Wikipedia, Internet Movie Database, or IMDb, as we know it, has turned 25 years old (launched on October 17, 1990). \u00a0What an achievement! \u00a0There aren't that many websites around that are that old and still that useful. I would like to take this opportunity to wish a very\u2026","rel":"","context":"In &quot;All&quot;","block_context":{"text":"All","link":"https:\/\/mamchenkov.net\/wordpress\/category\/general\/"},"img":{"alt_text":"imdb","src":"https:\/\/i0.wp.com\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2015\/10\/imdb-500x240.jpg?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":27394,"url":"https:\/\/mamchenkov.net\/wordpress\/2017\/03\/06\/language-detection-library-for-php\/","url_meta":{"origin":27606,"position":5},"title":"Language Detection Library for PHP","author":"Leonid Mamchenkov","date":"March 6, 2017","format":false,"excerpt":"patrickschur\/language-detection - is a language detection library for PHP, which detects the language from a given text string. \u00a0Now, a bit more detailed: This library can detect the language of a given text string. It can parse given training text in many different idioms into a sequence of N-grams and\u2026","rel":"","context":"In &quot;All&quot;","block_context":{"text":"All","link":"https:\/\/mamchenkov.net\/wordpress\/category\/general\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"jetpack_sharing_enabled":true,"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/posts\/27606","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/comments?post=27606"}],"version-history":[{"count":0,"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/posts\/27606\/revisions"}],"wp:attachment":[{"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/media?parent=27606"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/categories?post=27606"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/tags?post=27606"},{"taxonomy":"keyring_services","embeddable":true,"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/keyring_services?post=27606"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}