{"id":184,"date":"2013-10-28T18:00:21","date_gmt":"2013-10-28T18:00:21","guid":{"rendered":"http:\/\/neurecall.com\/blog\/?p=184"},"modified":"2025-06-06T15:56:42","modified_gmt":"2025-06-06T15:56:42","slug":"facial-expression-classifiers","status":"publish","type":"post","link":"https:\/\/www.syngli.com\/blog\/facial-expression-classifiers\/","title":{"rendered":"Facial Expression Classifiers"},"content":{"rendered":"\n<p>An <em>MIT Technology Review <\/em><a href=\"http:\/\/www.technologyreview.com\/news\/519656\/startup-gets-computers-to-read-faces-seeks-purpose-beyond-ads\/\">article<\/a>&nbsp;by David Talbot concerned facial expression recognition software, including Affectiva&#8217;s Affdex software (<a href=\"http:\/\/www.affectiva.com\/\">http:\/\/www.affectiva.com\/<\/a>).<\/p>\n\n\n\n<p>The article briefly concerns the&nbsp;application of such technology for education. Two of these studies were from UCSD researchers who founded another facial expression recognition company, Emotient (<a href=\"http:\/\/www.emotient.com\/\">http:\/\/www.emotient.com\/<\/a>). Emotient is the &#8220;leader in emotion detection and sentiment analysis based on facial expressions&#8221;, offering marketing solutions and analytic products.<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.syngli.com\/blog\/wp-content\/uploads\/2013\/10\/emilia-rahmatullina-8bDIsVWO6Qc-unsplash.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"800\" data-id=\"2053\" src=\"https:\/\/www.syngli.com\/blog\/wp-content\/uploads\/2013\/10\/emilia-rahmatullina-8bDIsVWO6Qc-unsplash.jpg\" alt=\"\" class=\"wp-image-2053\" srcset=\"https:\/\/www.syngli.com\/blog\/wp-content\/uploads\/2013\/10\/emilia-rahmatullina-8bDIsVWO6Qc-unsplash.jpg 640w, https:\/\/www.syngli.com\/blog\/wp-content\/uploads\/2013\/10\/emilia-rahmatullina-8bDIsVWO6Qc-unsplash-250x313.jpg 250w, https:\/\/www.syngli.com\/blog\/wp-content\/uploads\/2013\/10\/emilia-rahmatullina-8bDIsVWO6Qc-unsplash-120x150.jpg 120w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/figure>\n<\/figure>\n\n\n\n<p class=\"has-text-align-center\">Photo by <a href=\"https:\/\/unsplash.com\/@photobyemie?utm_content=creditCopyText&amp;utm_medium=referral&amp;utm_source=unsplash\">Emilia Rahmatullina<\/a> on <a href=\"https:\/\/unsplash.com\/photos\/a-woman-displays-many-expressions-in-a-photo-grid-8bDIsVWO6Qc?utm_content=creditCopyText&amp;utm_medium=referral&amp;utm_source=unsplash\">Unsplash<\/a>.<\/p>\n\n\n\n<p>One report (<a href=\"http:\/\/ieeexplore.ieee.org\/xpl\/articleDetails.jsp?arnumber=5771414\">Littlewort et al., 2011 <em>IEEE International Conference on Automatic Face &amp; Gesture Recognition and Workshops<\/em><\/a>) tracked the preferred viewing speed and the perceived difficulty of video lectures watched by subjects, and found that both variables were significantly correlated with Emotient\u2019s measures of facial expression. Another study by Emotient researchers (<a href=\"http:\/\/ieeexplore.ieee.org\/xpl\/articleDetails.jsp?arnumber=6786307\">Whitehill et al., 2014 <em>IEEE T Affect Comput<\/em><\/a>) found that student engagement during an iPad tutoring session could be classified (as \u201chigh\u201d or \u201clow\u201d engagement) with similar accuracy when performed by human judges or their facial expression recognition software. Another paper, by <a href=\"http:\/\/www.ebooks.iospress.nl\/publication\/5130\" target=\"_blank\">Arroyo et al. (2009 <em>Proc AIED<\/em>)<\/a>, concerns the use of emotional state monitoring by intelligent tutors.<\/p>\n","protected":false},"excerpt":{"rendered":"An MIT Technology Review article&nbsp;by David Talbot concerned facial expression recognition software, including Affectiva&#8217;s Affdex software (http:\/\/www.affectiva.com\/). The article briefly concerns the&nbsp;application of such technology for education. Two of these studies were from UCSD researchers who founded another facial expression recognition company, Emotient (http:\/\/www.emotient.com\/). Emotient is the &#8220;leader in emotion detection and sentiment analysis based&#8230; <a class=\"view-article\" href=\"https:\/\/www.syngli.com\/blog\/facial-expression-classifiers\/\">View Article<\/a>","protected":false},"author":3,"featured_media":2053,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[26,27,25,28],"class_list":["post-184","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-emotion","tag-engagement","tag-intelligent-tutor","tag-tablets"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Facial Expression Classifiers - Syngli - Blog<\/title>\n<meta name=\"description\" content=\"The article briefly concerns the application of such technology for education. 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