{"id":3601,"date":"2020-10-18T12:12:40","date_gmt":"2020-10-18T16:12:40","guid":{"rendered":"https:\/\/melindaozel.com\/?p=3601"},"modified":"2025-02-20T23:34:06","modified_gmt":"2025-02-21T04:34:06","slug":"bias-in-emotion-tracking","status":"publish","type":"post","link":"https:\/\/melindaozel.com\/sv\/bias-in-emotion-tracking\/","title":{"rendered":"Bias vid sp\u00e5rning av k\u00e4nslor"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"3601\" class=\"elementor elementor-3601\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-63ad625 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"63ad625\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0a8286b\" data-id=\"0a8286b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1323232 elementor-widget elementor-widget-text-editor\" data-id=\"1323232\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h1>Bias i sp\u00e5rning av ansikten och k\u00e4nslor<\/h1>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c551995 elementor-widget elementor-widget-text-editor\" data-id=\"c551995\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Vi tycks ansluta oss till den popul\u00e4ra f\u00f6renklingen att maskiner \u00e4r mindre partiska \u00e4n m\u00e4nniskor, men om du k\u00e4nner till hur maskiner tr\u00e4nas f\u00f6r att l\u00e4sa och fokusera p\u00e5 olika aspekter av data vet du hur det g\u00e5r till: Det \u00e4r inte s\u00e5 enkelt.<\/p><p>Maskiner \u00e4r inte fria fr\u00e5n f\u00f6rdomar om de utbildas av m\u00e4nniskor.<\/p><p>Nedan f\u00f6ljer en presentation av de olika typerna av f\u00f6rvr\u00e4ngningar som kan uppst\u00e5 vid sp\u00e5rning av ansikten och m\u00e4rkning av uttryck. M\u00e5nga av dessa fel kan minskas, s\u00e5 jag har ocks\u00e5 inkluderat f\u00f6rslag till f\u00f6rb\u00e4ttrade metoder. <strong>Om du arbetar med ansikts- och k\u00e4nslom\u00e4tning av n\u00e5got slag \u00e4r det ditt ansvar att vara medveten om dessa f\u00f6rdomar.<\/strong><\/p><p><span style=\"text-decoration: underline;\">Se bildsp\u00e5ren nedan eller videon som l\u00e4nkas till h\u00e4r<\/span>:<strong> YouTube-video<\/strong><\/p><p style=\"text-align: center;\"><iframe src=\"https:\/\/www.youtube.com\/embed\/TdpdOcGcxkY\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd1c2af elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"dd1c2af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7f148ef elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7f148ef\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7c17381\" data-id=\"7c17381\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b0cfe2d elementor-widget elementor-widget-image\" data-id=\"b0cfe2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8261\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor.\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52a9cb8 elementor-widget elementor-widget-image\" data-id=\"52a9cb8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8260\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: M\u00e5nga f\u00f6retag som arbetar med sp\u00e5rning av ansikten och k\u00e4nslor f\u00f6rs\u00f6ker anv\u00e4nda Paul Ekmans Facial Action Coding System (FACS).\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c0d557b elementor-widget elementor-widget-text-editor\" data-id=\"c0d557b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 500;\"><span style=\"font-weight: 300;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span>M\u00e5nga sp\u00e5rning av ansikten och k\u00e4nslor<\/span><span style=\"font-weight: 300;\"> f\u00f6retag <\/span><i><span style=\"font-weight: 300;\">prova<\/span><\/i><span style=\"font-weight: 300;\"> att anv\u00e4nda Paul Ekmans <\/span><span style=\"font-weight: 300;\">System f\u00f6r kodning av ansiktshandlingar<\/span><span style=\"font-weight: 300;\"> (FACS)\u00a0<br \/><\/span><span style=\"font-weight: 500;\">- men m\u00e5nga tar sig inte tid att anv\u00e4nda den p\u00e5 r\u00e4tt s\u00e4tt.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd5253f elementor-widget elementor-widget-image\" data-id=\"dd5253f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-expression-classification.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8259\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor.\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-expression-classification.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-expression-classification.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-expression-classification.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-expression-classification.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-expression-classification.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-797ce99 elementor-widget elementor-widget-text-editor\" data-id=\"797ce99\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span>Vad h\u00e4nder n\u00e4r du inte anv\u00e4nder FACS p\u00e5 r\u00e4tt s\u00e4tt?<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"text-decoration: underline;\"><span style=\"font-weight: 300;\">felaktig klassificering av uttryck<\/span><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">klassificering av inkonsekventa uttryck<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">anarki<\/span><\/li><\/ul><p><span style=\"font-weight: 300;\">\u00c4ven om du anv\u00e4nder FACS p\u00e5 r\u00e4tt s\u00e4tt kommer det alltid att finnas bias och inkonsekvens - men genom att vidta noggranna \u00e5tg\u00e4rder kan dessa problem minskas avsev\u00e4rt.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f28cbb2 elementor-widget elementor-widget-image\" data-id=\"f28cbb2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8264\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Felaktig klassificering av uttryck\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fee0767 elementor-widget elementor-widget-text-editor\" data-id=\"fee0767\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span><b>felaktig klassificering av uttryck<\/b><\/span><\/p><ul><li><span style=\"font-weight: 300;\">Ansiktshandlingar \u00e4r subtila och sv\u00e5ra att skilja ut utan intensivt studium.<\/span><\/li><li><span style=\"font-weight: 300;\">De flesta FACS-referenser (<\/span><i><span style=\"font-weight: 300;\">utom<\/span><\/i><span style=\"font-weight: 300;\"> den ursprungliga FACS-manualen) tillhandah\u00e5ller felaktiga FACS-bilder - \u00e4ven k\u00e4llor som anses trov\u00e4rdiga.<\/span><\/li><li><span style=\"font-weight: 300;\">Trots dessa felaktigheter anv\u00e4nds s\u00e5dana k\u00e4llor ofta som referenser av tekniker och forskare som arbetar med ansiktssp\u00e5rning.\u00a0<\/span><\/li><li><span style=\"font-weight: 500;\">Eftersom teknikf\u00f6retagen inte investerar tillr\u00e4ckligt i databaserade roller har de troligen inte r\u00e4tt personal eller resurser f\u00f6r att skilja viktiga ansiktshandlingar \u00e5t.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-48305e2 elementor-widget elementor-widget-image\" data-id=\"48305e2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-wrong.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8266\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Felaktig klassificering av uttryck\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-wrong.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-wrong.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-wrong.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-wrong.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-wrong.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-987ebfe elementor-widget elementor-widget-image\" data-id=\"987ebfe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-lip-tightener.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8268\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Felaktig klassificering av uttryck\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-lip-tightener.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-lip-tightener.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-lip-tightener.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-lip-tightener.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-lip-tightener.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f04535 elementor-widget elementor-widget-text-editor\" data-id=\"7f04535\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span><b>felaktig klassificering av uttryck<\/b><\/span><\/p><ul><li><span style=\"font-weight: 300;\">Grundl\u00e4ggande former som \"<\/span><span style=\"font-weight: 300;\">l\u00e4ppstramare<\/span><span style=\"font-weight: 300;\">\" f\u00f6rv\u00e4xlas ofta med \u00e5tg\u00e4rder som \"<\/span><span style=\"font-weight: 300;\">l\u00e4pptryckare<\/span><span style=\"font-weight: 300;\">\" och\/eller \"<\/span><span style=\"font-weight: 300;\">l\u00e4pp<\/span> <span style=\"font-weight: 300;\">rynka p\u00e5 n\u00e4san.<\/span><span style=\"font-weight: 300;\">\"<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li><span style=\"font-weight: 300;\">Lip tightener<\/span><span style=\"font-weight: 300;\"> \u00e4r viktigt i: <\/span><b>uttryck f\u00f6r k\u00e4nslor &amp; <\/b><b>talproduktion.<\/b><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-244f516 elementor-widget elementor-widget-image\" data-id=\"244f516\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-lip-tightener-AU23.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8270\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Felaktig klassificering av uttryck\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-lip-tightener-AU23.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-lip-tightener-AU23.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-lip-tightener-AU23.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-lip-tightener-AU23.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/incorrect-expression-classification-racial-cultural-and-age-related-bias-in-face-tracking-lip-tightener-AU23.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e30ec9e elementor-widget elementor-widget-text-editor\" data-id=\"e30ec9e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span><b>felaktig klassificering av uttryck<\/b><\/span><\/p><ul><li><span style=\"font-weight: 300;\">Ovan \u00e4r en sann representation av l\u00e4ppstramare.<\/span><\/li><li><span style=\"font-weight: 300;\">Det h\u00e4r \u00e4r bara en av m\u00e5nga former som flyger under radarn varje g\u00e5ng de \u00e4r i bruk: <br \/>\u2013 <strong>fel undervisad<\/strong> \u2013 <strong>felklassificerad<\/strong> \u2013 <strong>missbrukas<\/strong><\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0ccb0ff elementor-widget elementor-widget-image\" data-id=\"0ccb0ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8271\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Inkonsekvent klassificering av uttryck\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4cc0dec elementor-widget elementor-widget-text-editor\" data-id=\"4cc0dec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: Vad h\u00e4nder n\u00e4r man inte anv\u00e4nder FACS p\u00e5 r\u00e4tt s\u00e4tt?<\/span><\/span><\/p><ul><li style=\"list-style-type: none;\"><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">felaktig klassificering av uttryck<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"text-decoration: underline;\"><span style=\"font-weight: 300;\">klassificering av inkonsekventa uttryck<\/span><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">anarki<\/span><ul><li style=\"list-style-type: none;\">\u00a0<\/li><\/ul><\/li><\/ul><\/li><\/ul><p><span style=\"font-weight: 300;\">\u00c4ven om du anv\u00e4nder FACS p\u00e5 r\u00e4tt s\u00e4tt kommer det alltid att finnas bias och inkonsekvens - men genom att vidta noggranna \u00e5tg\u00e4rder kan dessa problem minskas avsev\u00e4rt.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ad0afa elementor-widget elementor-widget-image\" data-id=\"3ad0afa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8274\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Inkonsekvent klassificering av uttryck\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b6ffb2e elementor-widget elementor-widget-text-editor\" data-id=\"b6ffb2e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span><b>felaktig klassificering av uttryck<\/b><\/span><\/p><p><span style=\"font-weight: 300;\">Samma problem med felaktig klassificering <\/span><span style=\"font-weight: 300;\">bidrar ocks\u00e5 till en inkonsekvent klassificering.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-481e68e elementor-widget elementor-widget-image\" data-id=\"481e68e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8277\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Inkonsekvent klassificering av uttryck\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9006a6 elementor-widget elementor-widget-text-editor\" data-id=\"b9006a6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span><b>klassificering av inkonsekventa uttryck<\/b><\/span><\/p><p><span style=\"font-weight: 500;\">Om teknikf\u00f6retag inte investerar ordentligt i datakvalitet,\u00a0<\/span><span style=\"font-weight: 500;\">deras regler f\u00f6r klassificering av data inte kan standardiseras.<\/span><span style=\"font-weight: 500;\"><br \/><\/span><\/p><p><span style=\"font-weight: 300;\">P\u00e5 grund av:<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Bristande investeringar i att anst\u00e4lla och\/eller utbilda anst\u00e4llda f\u00f6r databaserade roller.<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Brist p\u00e5 FACS-resurser av h\u00f6g kvalitet.\u00a0<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">en inneboende sv\u00e5righet att skilja mellan ansiktshandlingar<\/span><\/li><\/ul><p><b>\u2192<\/b> <span style=\"font-weight: 300;\">Etiketterare klassificerar uttryck p\u00e5 ett inkonsekvent s\u00e4tt.<br \/><\/span><b>\u2192<\/b><span style=\"font-weight: 300;\"> Sp\u00e5rare utvecklar konstiga egenheter och kopplar felaktiga uttryck till varandra samtidigt som de f\u00f6rvirrar andra.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5335ce6 elementor-widget elementor-widget-image\" data-id=\"5335ce6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification-pipeline-failure.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8279\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification-pipeline-failure.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification-pipeline-failure.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification-pipeline-failure.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification-pipeline-failure.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification-pipeline-failure.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8c8b elementor-widget elementor-widget-text-editor\" data-id=\"69f8c8b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span><b>klassificering av inkonsekventa uttryck<\/b><\/span><\/p><p><b>OBS: <\/b><span style=\"font-weight: 300;\">Det h\u00e4r diagrammet gjordes f\u00f6r att f\u00f6rklara problem med formaktivering f\u00f6r avatarer, men samma grundkoncept g\u00e4ller f\u00f6r sp\u00e5rning av ansikten och k\u00e4nslor.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb225b5 elementor-widget elementor-widget-image\" data-id=\"eb225b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification-bias.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8282\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification-bias.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification-bias.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification-bias.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification-bias.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-inconsistent-data-classification-bias.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-81b0354 elementor-widget elementor-widget-text-editor\" data-id=\"81b0354\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: Vad h\u00e4nder n\u00e4r man inte anv\u00e4nder FACS p\u00e5 r\u00e4tt s\u00e4tt?<\/span><\/span><\/p><ul><li style=\"list-style-type: none;\"><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">felaktig klassificering av uttryck<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">klassificering av inkonsekventa uttryck<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"text-decoration: underline;\"><span style=\"font-weight: 300;\">F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/span><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">anarki<\/span><ul><li style=\"list-style-type: none;\">\u00a0<\/li><\/ul><\/li><\/ul><\/li><\/ul><p><span style=\"font-weight: 300;\">\u00c4ven om du anv\u00e4nder FACS p\u00e5 r\u00e4tt s\u00e4tt kommer det alltid att finnas bias och inkonsekvens - men genom att vidta noggranna \u00e5tg\u00e4rder kan dessa problem minskas avsev\u00e4rt.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-382895f elementor-widget elementor-widget-image\" data-id=\"382895f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8286\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: f\u00f6rdomsfull m\u00e4rkning.\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-03850e1 elementor-widget elementor-widget-text-editor\" data-id=\"03850e1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">N\u00e4r uttrycksetiketter \u00e4r d\u00e5ligt definierade och d\u00e5ligt f\u00f6rst\u00e5dda kan sm\u00e5 misstag skapa stora f\u00f6rdomar.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f3b8235 elementor-widget elementor-widget-image\" data-id=\"f3b8235\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-feature-detection.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8287\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: f\u00f6rdomsfull m\u00e4rkning.\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-feature-detection.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-feature-detection.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-feature-detection.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-feature-detection.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-feature-detection.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-664c10d elementor-widget elementor-widget-text-editor\" data-id=\"664c10d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Innan vi g\u00e5r in p\u00e5 de f\u00f6rdomar som kan f\u00f6rekomma i tekniken f\u00f6r ansiktssp\u00e5rning b\u00f6r vi t\u00e4nka p\u00e5 de f\u00f6rdomar som redan finns i tekniken f\u00f6r identifiering av funktioner: ansiktsigenk\u00e4nning.<br \/><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f59553a elementor-widget elementor-widget-image\" data-id=\"f59553a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-feature-detection-failures.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8326\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor.\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-feature-detection-failures.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-feature-detection-failures.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-feature-detection-failures.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-feature-detection-failures.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-biased-labeling-feature-detection-failures.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2712cf2 elementor-widget elementor-widget-text-editor\" data-id=\"2712cf2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Om vi inte ens kan f\u00e5 till st\u00e5nd en korrekt identifiering av funktioner, kan du f\u00f6rest\u00e4lla dig hur komplicerat det kan vara att sp\u00e5ra f\u00f6rdomar i uttryckssp\u00e5rning. F\u00f6r att sp\u00e5ra uttryck kr\u00e4vs en f\u00f6rst\u00e5else som str\u00e4cker sig l\u00e4ngre \u00e4n till ansiktsdragen. Det kr\u00e4ver en f\u00f6rst\u00e5else f\u00f6r subtila ansiktsr\u00f6relser.<br \/><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8060670 elementor-widget elementor-widget-image\" data-id=\"8060670\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-cultures-and-emotion.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8288\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Studier har konsekvent visat att m\u00e4nniskor \u00e4r m\u00e4rkbart s\u00e4mre p\u00e5 att tolka ansikten fr\u00e5n olika kulturer.\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-cultures-and-emotion.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-cultures-and-emotion.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-cultures-and-emotion.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-cultures-and-emotion.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-cultures-and-emotion.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-09b025f elementor-widget elementor-widget-text-editor\" data-id=\"09b025f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong>\n<\/span><\/span>\n\n<span style=\"font-weight: 300;\">Studier har konsekvent visat att m\u00e4nniskor \u00e4r m\u00e4rkbart s\u00e4mre p\u00e5 att tolka ansikten fr\u00e5n olika kulturer.<\/span>\n<ul>\n<sup>Blais, Caroline &amp; Jack, Rachael &amp; Scheepers, Christoph &amp; Fiset, Daniel &amp; Caldara, Roberto. Kultur formar hur vi ser p\u00e5 ansikten. (2008).PloS one. 3. e3022. 10.1371\/journal.pone.0003022.<\/sup>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-638b6a8 elementor-widget elementor-widget-image\" data-id=\"638b6a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-cultures-and-emotion-research.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8290\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor:\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-cultures-and-emotion-research.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-cultures-and-emotion-research.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-cultures-and-emotion-research.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-cultures-and-emotion-research.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-cultures-and-emotion-research.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c71ee5 elementor-widget elementor-widget-text-editor\" data-id=\"0c71ee5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">M\u00e4nniskor tar ut information p\u00e5 olika s\u00e4tt n\u00e4r de tittar p\u00e5 ansikten och s\u00f6ker efter olika ledtr\u00e5dar n\u00e4r de tolkar k\u00e4nslor.\u00a0<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Kulturen p\u00e5verkar i h\u00f6g grad vad vi anser vara v\u00e4rdefull information och ledtr\u00e5dar.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><\/ul><p><span style=\"font-weight: 300;\">Studier har visat att:<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"2\"><b>\u00d6stasiatiska<\/b> <span style=\"font-weight: 300;\">deltagare <\/span><span style=\"font-weight: 300;\">tenderar att fokusera p\u00e5 mitten av ansiktet, runt n\u00e4san, och l\u00e4gger mer vikt vid \u00f6gonen och blickens riktning.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><b>V\u00e4stkaukasisk <\/b><span style=\"font-weight: 300;\">Deltagarna tenderar att leta efter k\u00e4nslouttryck i \u00f6gonbrynen och i munnen.<\/span><\/li><li style=\"font-weight: 500;\" aria-level=\"2\"><span style=\"font-weight: 500;\">Dessa skillnader i uppm\u00e4rksamhet skapar f\u00f6rdomar n\u00e4r deltagarna tittar p\u00e5 ansikten med motstridiga uttryck.<br \/><\/span><span style=\"font-weight: 300;\">t.ex. n\u00e4r det finns ledsna \u00f6gon med en glad mun:<br \/><\/span><span style=\"font-weight: 300;\">- Japanska deltagare l\u00e4gger st\u00f6rre vikt vid k\u00e4nslor som visas i \u00f6gonen<br \/><\/span><span style=\"font-weight: 300;\">- Amerikanska deltagare bryr sig mer om munnen.<\/span><\/li><\/ul><p>\u00a0<\/p><p><sup>1. Blais, C., Jack, R. E., Scheepers, C., Fiset, D. och Caldara, R. (2008). Kultur formar hur vi ser p\u00e5 ansikten. PLoS ONE 3:e3022. doi: 10.1371\/journal.pone.0003022.<br \/><\/sup><sup>2. Elfenbein, H. A., &amp; Ambady, N. (2003). Universella och kulturella skillnader vid erk\u00e4nnande av k\u00e4nslor. Current Directions in Psychological Science, 12(5), 159-164.<br \/><\/sup><sup>3. Matsumoto, D., Kasri, F., &amp; Kooken, K. (1999). Amerikansk-japanska kulturella skillnader i bed\u00f6mningar av uttrycksintensitet och subjektiv upplevelse. Cognition &amp; Emotion, 13(2), 201-218.<br \/><\/sup><sup>4. Matsumoto, D., &amp; Ekman, P. (1989). Amerikansk-japanska kulturella skillnader i intensitetsbed\u00f6mningar av ansiktsuttryck av k\u00e4nslor. Motivation and Emotion, 13(2), 143-157.<br \/><\/sup><sup>5. Marsh, A. A., Elfenbein, H. A., &amp; Ambady, N. (2003). Nonverbala \"accenter\" kulturella skillnader i ansiktsuttryck av k\u00e4nslor. Psychological Science, 14(4), 373-376.<br \/><\/sup><sup>6. Yuki, M., Maddux, W. W., &amp; Masuda, T. (2007). \u00c4r f\u00f6nstren till sj\u00e4len desamma i \u00f6st och v\u00e4st? Kulturella skillnader i anv\u00e4ndningen av \u00f6gon och mun som ledtr\u00e5dar f\u00f6r att k\u00e4nna igen k\u00e4nslor i Japan och USA. Journal of Experimental Social Psychology, 43(2), 303-311.<\/sup><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7bd886e elementor-widget elementor-widget-image\" data-id=\"7bd886e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8292\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: m\u00e4rkning av uttryck.\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-82117c0 elementor-widget elementor-widget-text-editor\" data-id=\"82117c0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">T\u00e4nk nu p\u00e5 vad som ing\u00e5r i m\u00e4rkning av uttryck . . .<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f72d46 elementor-widget elementor-widget-image\" data-id=\"7f72d46\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-lip-corner-depressor.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8295\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: l\u00e4pph\u00f6rnan och \u00e4ldre f\u00f6rdomar.\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-lip-corner-depressor.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-lip-corner-depressor.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-lip-corner-depressor.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-lip-corner-depressor.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-lip-corner-depressor.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab194df elementor-widget elementor-widget-text-editor\" data-id=\"ab194df\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Om<\/span><span style=\"font-weight: 300;\"> L\u00e4pph\u00f6rnanpressare<\/span><span style=\"font-weight: 300;\"> inte f\u00f6rst\u00e5s korrekt, \u00e4r det mer sannolikt att etikett\u00f6rerna klassificerar felaktigt. <\/span><span style=\"font-weight: 300;\">alla<\/span><span style=\"font-weight: 300;\"> form med h\u00e4ngande l\u00e4pph\u00f6rn som <\/span><span style=\"font-weight: 300;\">L\u00e4pph\u00f6rnanpressare<\/span><span style=\"font-weight: 300;\">. Dessa felklassificerade former orsakas ofta av effekterna av <\/span><span style=\"font-weight: 300;\">hakan h\u00f6jer sig<\/span><span style=\"font-weight: 300;\"> \u2013 <\/span><span style=\"font-weight: 300;\">men de kan ocks\u00e5 inneh\u00e5lla n\u00e5got v\u00e4rre<\/span><span style=\"font-weight: 300;\">: neutrala ansikten (ansikten utan uttryck).<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">En trolig f\u00f6ljd av denna missuppfattning \u00e4r: <\/span><b>\u00f6verdetektering av <\/b><b>L\u00e4pph\u00f6rnanpressare<\/b> <span style=\"font-weight: 300;\">hos personer med h\u00e4ngande l\u00e4pph\u00f6rn. \u00c4ldre personer har ofta h\u00e4ngande munh\u00f6rn p\u00e5 grund av gravitationens l\u00e5ngvariga effekter.\u00a0<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bf16622 elementor-widget elementor-widget-image\" data-id=\"bf16622\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-lip-corner-depressor-sadness.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8298\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: l\u00e4pph\u00f6rnan och \u00e4ldre f\u00f6rdomar.\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-lip-corner-depressor-sadness.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-lip-corner-depressor-sadness.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-lip-corner-depressor-sadness.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-lip-corner-depressor-sadness.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-lip-corner-depressor-sadness.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8599858 elementor-widget elementor-widget-text-editor\" data-id=\"8599858\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Genom felaktig m\u00e4rkning kan \u00e4ldre befolkningsgrupper uts\u00e4ttas f\u00f6r \u00f6verdetektering av<\/span><span style=\"font-weight: 300;\"> L\u00e4pph\u00f6rnanpressare<\/span><span style=\"font-weight: 300;\">.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Lip corner depressor \u00e4r en viktig del av sorg. <\/span><span style=\"font-weight: 300;\">Kan detta fel leda till att man \u00f6verdetekterar sorg i \u00e4ldre befolkningsgrupper?<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Hur \u00e4r det med andra grupper vars ansiktsdrag k\u00e4nnetecknas av h\u00e4ngande l\u00e4pph\u00f6rn?<\/span><span style=\"font-weight: 300;\"> Kommer de felaktigt att tolkas som \"ledsna\"?<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b2dddf7 elementor-widget elementor-widget-image\" data-id=\"b2dddf7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-job-candidates.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8301\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: l\u00e4pph\u00f6rnan och \u00e4ldre f\u00f6rdomar.\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-job-candidates.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-job-candidates.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-job-candidates.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-job-candidates.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling-job-candidates.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-592b3dc elementor-widget elementor-widget-text-editor\" data-id=\"592b3dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Det kanske inte verkar vara s\u00e5 farligt att en sp\u00e5rare felaktigt uppt\u00e4cker <\/span><span style=\"font-weight: 300;\">L\u00e4pph\u00f6rnanpressare <\/span><span style=\"font-weight: 300;\">eller .<\/span><span style=\"font-weight: 300;\"> sorg<\/span><span style=\"font-weight: 300;\">, men: <\/span><span style=\"font-weight: 300;\">Vad h\u00e4nder n\u00e4r ansiktssp\u00e5rning anv\u00e4nds f\u00f6r st\u00f6rre saker som bed\u00f6mningar av psykisk h\u00e4lsa eller f\u00f6r att utv\u00e4rdera potentiella arbetskandidater?<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c794a1f elementor-widget elementor-widget-image\" data-id=\"c794a1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-emotion-tech-failure.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8303\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor:\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-emotion-tech-failure.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-emotion-tech-failure.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-emotion-tech-failure.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-emotion-tech-failure.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-emotion-tech-failure.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6fee9bc elementor-widget elementor-widget-text-editor\" data-id=\"6fee9bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI analyserar nu kandidaternas ansiktsuttryck under videointervjuer - Unilever, IBM, Dunkin Donuts och m\u00e5nga andra anv\u00e4nder redan denna teknik.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Teknik f\u00f6r k\u00e4nsloupptagning fungerar inte, men yrkesverksamma som anst\u00e4ller och andra anv\u00e4nder den \u00e4nd\u00e5: rapport<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI f\u00f6r \"k\u00e4nsloavk\u00e4nning\" \u00e4r en industri p\u00e5 $20 miljarder dollar. Ny forskning visar att den inte kan g\u00f6ra vad den p\u00e5st\u00e5r.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-004d1c6 elementor-widget elementor-widget-image\" data-id=\"004d1c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8305\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Funktionella f\u00f6rdomar\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a94e207 elementor-widget elementor-widget-text-editor\" data-id=\"a94e207\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Vi talade om hur felaktig m\u00e4rkning kan leda till f\u00f6rdomar mot \u00e4ldre m\u00e4nniskor. . .\u00a0<\/span><b>Men hur \u00e4r det med andra f\u00f6rdomar mot personer med vissa ansiktsdrag?<\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7ee468 elementor-widget elementor-widget-image\" data-id=\"b7ee468\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-angry-smiles.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8307\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Funktionella f\u00f6rdomar\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-angry-smiles.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-angry-smiles.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-angry-smiles.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-angry-smiles.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-angry-smiles.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2d049c elementor-widget elementor-widget-text-editor\" data-id=\"f2d049c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">\". ... program f\u00f6r ansiktsigenk\u00e4nning uppvisar tv\u00e5 olika typer av f\u00f6rdomar.<\/span><\/p><p><span style=\"font-weight: 300;\">F\u00f6rst, <\/span><b>Svarta ansikten fick genomg\u00e5ende ett argare betyg \u00e4n vita ansikten f\u00f6r varje leende. <\/b><span style=\"font-weight: 300;\">Face++ visade denna typ av f\u00f6rdomar.<\/span> <span style=\"font-weight: 300;\">Andra, <\/span><b>Svarta ansikten v\u00e4rderades alltid som argare. <\/b><span style=\"font-weight: 300;\">om det fanns n\u00e5gon tvetydighet i deras ansiktsuttryck. Face API visade denna typ av skillnader. \u00c4ven om svarta ansikten delvis ler, visade min analys att den<\/span><span style=\"font-weight: 300;\"> systemen hade mer negativa k\u00e4nslor j\u00e4mf\u00f6rt med sina vita motsvarigheter med liknande uttryck. <\/span><span style=\"font-weight: 300;\">De genomsnittliga k\u00e4nslom\u00e4ssiga v\u00e4rdena var mycket n\u00e4rmare varandra mellan raserna, men det fanns fortfarande m\u00e4rkbara skillnader mellan svarta och vita ansikten.\"<\/span><\/p><p><a href=\"https:\/\/singularityhub.com\/2019\/01\/11\/understanding-the-hidden-bias-in-emotion-reading-ais\/\" target=\"_blank\" rel=\"noopener\"><b>F\u00f6rst\u00e5 den dolda bias som finns i AI som l\u00e4ser k\u00e4nslor<br \/><\/b><\/a><span style=\"font-weight: 300;\">-Lauren Rhue<\/span><br \/><br \/><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7794822 elementor-widget elementor-widget-image\" data-id=\"7794822\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-invest-in-data.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8308\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Hur kan detta h\u00e4nda? L\u00e5t oss \u00e5terkomma till varf\u00f6r det \u00e4r viktigt att investera mer i data.\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-invest-in-data.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-invest-in-data.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-invest-in-data.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-invest-in-data.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-invest-in-data.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a037a2 elementor-widget elementor-widget-text-editor\" data-id=\"6a037a2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Hur<\/span><span style=\"font-weight: 300;\"> Kan detta h\u00e4nda?\u00a0<\/span><\/p><p><span style=\"font-weight: 300;\">L\u00e5t oss \u00e5terkomma till varf\u00f6r det \u00e4r viktigt att investera mer i data.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8aba51c elementor-widget elementor-widget-image\" data-id=\"8aba51c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-upper-lip-raiser.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8311\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: \u00d6vre l\u00e4pparna h\u00f6js upp\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-upper-lip-raiser.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-upper-lip-raiser.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-upper-lip-raiser.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-upper-lip-raiser.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-upper-lip-raiser.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f206db elementor-widget elementor-widget-text-editor\" data-id=\"6f206db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">\u00d6verv\u00e4ga FACS formen \"<\/span><span style=\"font-weight: 300;\">\u00d6vre l\u00e4pparna h\u00f6jer sig.<\/span><span style=\"font-weight: 300;\">.\" <\/span><span style=\"font-weight: 300;\">\u00d6vre l\u00e4pparna h\u00f6js<\/span><span style=\"font-weight: 300;\"> \u00e4r en viktig del av k\u00e4nslor som <\/span><b>\u00e4ckla<\/b><span style=\"font-weight: 300;\">, <\/span><b>ilska<\/b><span style=\"font-weight: 300;\">,\u00a0<\/span><span style=\"font-weight: 300;\">och <\/span><b>f\u00f6rakt<\/b><span style=\"font-weight: 300;\">. <\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><p><span style=\"font-weight: 300;\">Funktionerna i den \u00f6vre l\u00e4pph\u00f6jaren \u00e4r bland annat:<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">upph\u00f6jd \u00f6verl\u00e4pp<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Avrundad \u00f6vre nasolabialfuru. <\/span><span style=\"font-weight: 300;\"><br \/><\/span><span style=\"font-weight: 300;\">(skrattretorik - se bild)<\/span><\/li><\/ul><p><strong>NOTERA<\/strong>: Ut\u00f6ver potentiella felbeteckningar av ansiktshandlingar finns det ocks\u00e5 en betydande kontrovers om den grundl\u00e4ggande k\u00e4nsloteorin (t.ex. grundl\u00e4ggande k\u00e4nsloprototyper som f\u00f6rakt, ilska osv.) i allm\u00e4nhet. Se \"''<a href=\"https:\/\/melindaozel.com\/its-all-in-the-eyes-and-other-lies\/\" target=\"_blank\" rel=\"noopener\">Allt ligger i \u00f6gonen\" och andra l\u00f6gner.<\/a>\u201c<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d7a4aff elementor-widget elementor-widget-image\" data-id=\"d7a4aff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-nasolabial-furrow-lines.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8315\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Nasolabialvecken\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-nasolabial-furrow-lines.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-nasolabial-furrow-lines.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-nasolabial-furrow-lines.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-nasolabial-furrow-lines.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-nasolabial-furrow-lines.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c10953 elementor-widget elementor-widget-text-editor\" data-id=\"1c10953\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Vissa m\u00e4nniskor har mer kurvighet i sin nasolabialvecka.<\/span><\/p><p><span style=\"font-weight: 300;\">Detta \u00e4r helt enkelt en produkt av deras naturliga ansiktsstruktur.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8383fe1 elementor-widget elementor-widget-image\" data-id=\"8383fe1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-diverse-data.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8317\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Nasolabialvecken\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-diverse-data.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-diverse-data.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-diverse-data.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-diverse-data.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-facial-features-diverse-data.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47a96ac elementor-widget elementor-widget-text-editor\" data-id=\"47a96ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">En person som inte \u00e4r v\u00e4l insatt i Facial Action Coding System kan l\u00e4tt missetikettera personer med icke-uttrycksbaserade nasolabialfurkor som att de har <\/span><span style=\"font-weight: 300;\">\u00d6vre l\u00e4pparna h\u00f6jer sig.<\/span><span style=\"font-weight: 300;\">.<\/span><\/p><p><span style=\"font-weight: 300;\">Dessa felaktiga etiketter ger upphov till att en sp\u00e5rare som \u00e4r tr\u00e4nad att identifiera ansikten med vissa strukturer uttrycker <\/span><span style=\"font-weight: 300;\">\u00d6vre l\u00e4pparna h\u00f6jer sig.<\/span><span style=\"font-weight: 300;\"> - \u00e4ven n\u00e4r de \u00e4r neutrala eller ler.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><p><span style=\"font-weight: 300;\">Att skaffa en \"varierad datam\u00e4ngd\" \u00e4r irrelevant om dina etiketter \u00e4r felaktiga.<\/span><\/p><p><span style=\"font-weight: 300;\">En s\u00e5dan utbildning f\u00f6rklarar Lauren Rhues resultat fr\u00e5n<\/span> <b>F\u00f6rst\u00e5 den dolda bias som finns i AI som l\u00e4ser k\u00e4nslor<\/b><span style=\"font-weight: 300;\">.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b2351a7 elementor-widget elementor-widget-image\" data-id=\"b2351a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-holistic-emotion-labeling..png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8319\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Holistisk k\u00e4nslom\u00e4rkning.\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-holistic-emotion-labeling..png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-holistic-emotion-labeling..png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-holistic-emotion-labeling..png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-holistic-emotion-labeling..png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-holistic-emotion-labeling..png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ab8979 elementor-widget elementor-widget-text-editor\" data-id=\"1ab8979\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">F\u00f6rekomsten av partisk k\u00e4nslom\u00e4rkning kommer att kvarst\u00e5 \u00e4ven om man g\u00e5r bort fr\u00e5n en FACS-baserad metod och f\u00f6rs\u00f6ker f\u00e5 m\u00e4rkarna att klassificera k\u00e4nslor p\u00e5 ett holistiskt s\u00e4tt.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56fa2de elementor-widget elementor-widget-image\" data-id=\"56fa2de\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-east-asian-western.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8321\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor.\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-east-asian-western.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-east-asian-western.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-east-asian-western.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-east-asian-western.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-east-asian-western.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95f5002 elementor-widget elementor-widget-text-editor\" data-id=\"95f5002\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 500;\">Om det inte \u00e4r klart varf\u00f6r holistisk k\u00e4nslom\u00e4rkning \u00e4r lika troligt att misslyckas (om inte mer) - <\/span><b>H\u00c4R \u00c4R EN UPPFR\u00c4SCHNING.<\/b><b>:<\/b><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">M\u00e4nniskor tar ut information p\u00e5 olika s\u00e4tt n\u00e4r de tittar p\u00e5 ansikten och s\u00f6ker efter olika ledtr\u00e5dar n\u00e4r de tolkar k\u00e4nslor.\u00a0<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Kulturen p\u00e5verkar i h\u00f6g grad vad vi anser vara v\u00e4rdefull information och ledtr\u00e5dar.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><\/ul><p><span style=\"font-weight: 300;\">Studier har visat att:<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"2\"><b>\u00d6stasiatiska<\/b><span style=\"font-weight: 300;\"> deltagarna tenderar att fokusera p\u00e5 mitten av ansiktet, runt n\u00e4san, och l\u00e4gger st\u00f6rre vikt vid \u00f6gonen och blickens riktning.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><b>V\u00e4stkaukasisk <\/b><span style=\"font-weight: 300;\">Deltagarna tenderar att leta efter k\u00e4nslouttryck i \u00f6gonbrynen och i munnen.<\/span><\/li><li style=\"font-weight: 500;\" aria-level=\"2\"><span style=\"font-weight: 500;\">Dessa skillnader i uppm\u00e4rksamhet skapar f\u00f6rdomar n\u00e4r deltagarna tittar p\u00e5 ansikten med motstridiga uttryck.<br \/><\/span><span style=\"font-weight: 300;\">t.ex. n\u00e4r det finns ledsna \u00f6gon med en glad mun:<br \/><\/span><span style=\"font-weight: 300;\">- Japanska deltagare l\u00e4gger st\u00f6rre vikt vid k\u00e4nslor som visas i \u00f6gonen<br \/><\/span><span style=\"font-weight: 300;\">- Amerikanska deltagare bryr sig mer om munnen.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-360d312 elementor-widget elementor-widget-image\" data-id=\"360d312\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-anarchy.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8323\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor.\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-anarchy.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-anarchy.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-anarchy.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-anarchy.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-anarchy.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d540e16 elementor-widget elementor-widget-text-editor\" data-id=\"d540e16\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: Vad h\u00e4nder n\u00e4r man inte anv\u00e4nder FACS p\u00e5 r\u00e4tt s\u00e4tt?<\/span><\/span><\/p><ul><li style=\"list-style-type: none;\"><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">felaktig klassificering av uttryck<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">klassificering av inkonsekventa uttryck<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">F\u00f6rdomsfull m\u00e4rkning (ras, kultur, \u00e5ldersrelaterad etc.).<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"text-decoration: underline;\"><span style=\"font-weight: 300;\">anarki<\/span><\/span><ul><li style=\"list-style-type: none;\">\u00a0<\/li><\/ul><\/li><\/ul><\/li><\/ul><p><span style=\"font-weight: 300;\">\u00c4ven om du anv\u00e4nder FACS p\u00e5 r\u00e4tt s\u00e4tt kommer det alltid att finnas bias och inkonsekvens - men genom att vidta noggranna \u00e5tg\u00e4rder kan dessa problem minskas avsev\u00e4rt.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89156e7 elementor-widget elementor-widget-image\" data-id=\"89156e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-mitigating-bias.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8327\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Mitigering av f\u00f6rdomar\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-mitigating-bias.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-mitigating-bias.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-mitigating-bias.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-mitigating-bias.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-mitigating-bias.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7d9da2f elementor-widget elementor-widget-text-editor\" data-id=\"7d9da2f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <strong>anarki<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Om . . . .\u00a0<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">kulturen p\u00e5verkar hur vi tolkar uttryck och k\u00e4nslor<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Milj\u00f6f\u00f6rh\u00e5llandena p\u00e5verkar vilka ledtr\u00e5dar vi tittar p\u00e5 f\u00f6r att bed\u00f6ma ansikten.<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Kunskap om ansiktshandlingar p\u00e5verkar hur vi m\u00e4rker uttryck.<\/span><\/li><\/ul><p><span style=\"font-weight: 300;\">. . . Vad kan teknikf\u00f6retag g\u00f6ra f\u00f6r att minska dessa m\u00e4nskligt baserade fel och f\u00f6rhindra att de l\u00e4cker ut?\u00a0<\/span><span style=\"font-weight: 300;\">till algoritmer?<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52e5215 elementor-widget elementor-widget-image\" data-id=\"52e5215\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-reducing-bias.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8330\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Mitigering av f\u00f6rdomar\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-reducing-bias.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-reducing-bias.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-reducing-bias.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-reducing-bias.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-reducing-bias.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78f36ff elementor-widget elementor-widget-text-editor\" data-id=\"78f36ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span><\/span><span style=\"font-weight: 300;\">Vad kan teknikf\u00f6retag g\u00f6ra f\u00f6r att minska f\u00f6rdomar vid ansiktssp\u00e5rning?<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><ul><li style=\"font-weight: 500;\" aria-level=\"1\"><span style=\"font-weight: 500;\">Teknikf\u00f6retagen m\u00e5ste inse att <\/span><span style=\"font-weight: 500;\">sp\u00e5rning av ansikten har utvecklats bortom teknisk r\u00e4ckvidd.<\/span><\/li><li style=\"font-weight: 500;\" aria-level=\"1\"><span style=\"font-weight: 500;\">Teknikf\u00f6retagen m\u00e5ste <\/span><span style=\"font-weight: 500;\">acceptera att tekniken \u00e4r s\u00e5rbar f\u00f6r f\u00f6rdomar och utbilda de anst\u00e4llda om dessa s\u00e5rbarheter.<\/span><\/li><li style=\"font-weight: 500;\" aria-level=\"1\"><span style=\"font-weight: 500;\">Teknikf\u00f6retagen m\u00e5ste <\/span><span style=\"font-weight: 500;\">investera mer i datakvalitet.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc64a58 elementor-widget elementor-widget-image\" data-id=\"bc64a58\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-investing-in-labelers.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8331\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Mitigering av f\u00f6rdomar\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-investing-in-labelers.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-investing-in-labelers.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-investing-in-labelers.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-investing-in-labelers.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-investing-in-labelers.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cfaaff2 elementor-widget elementor-widget-text-editor\" data-id=\"cfaaff2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Att erk\u00e4nna utvecklingen av tekniken f\u00f6r ansiktssp\u00e5rning, f\u00f6rst\u00e5 dess s\u00e5rbarheter och investera mer i datakvalitet inneb\u00e4r . . .\u00a0<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Egentligen <\/span><span style=\"font-weight: 300;\">f\u00f6rdelning av personalstyrkan<\/span><span style=\"font-weight: 300;\"> mot roller som fokuserar p\u00e5 datakvalitet - \u00e4ven om det kr\u00e4ver att man tar utrymme fr\u00e5n ingenj\u00f6rsstyrkan.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Tid och energi, <\/span><span style=\"font-weight: 300;\">och<\/span><span style=\"font-weight: 300;\"> resurser<\/span><span style=\"font-weight: 300;\"> till <\/span><span style=\"font-weight: 300;\">hitta dataspecialister. <\/span><span style=\"font-weight: 300;\">Om detta inte \u00e4r m\u00f6jligt \u00e4r det fortfarande f\u00f6retagets uppgift att l\u00e4gga ner tid, energi och resurser p\u00e5 att UTBILDA dataspecialister. <\/span><b>Att klassificera ansiktsuttryck \u00e4r mycket mer komplicerat \u00e4n att klassificera enkla objekt som trafiksignaler och b\u00f6r behandlas som s\u00e5dant.<\/b><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c81476 elementor-widget elementor-widget-image\" data-id=\"0c81476\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-reducing-biases-in-face-tracking.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8333\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: minska f\u00f6rdomar vid sp\u00e5rning av ansikten.\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-reducing-biases-in-face-tracking.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-reducing-biases-in-face-tracking.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-reducing-biases-in-face-tracking.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-reducing-biases-in-face-tracking.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-reducing-biases-in-face-tracking.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8e8d0b8 elementor-widget elementor-widget-text-editor\" data-id=\"8e8d0b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Minska bias vid sp\u00e5rning av ansikten<\/span><\/p><p><span style=\"font-weight: 500;\">Att erk\u00e4nna utvecklingen av tekniken f\u00f6r ansiktssp\u00e5rning, f\u00f6rst\u00e5 dess s\u00e5rbarheter och investera mer i datakvalitet inneb\u00e4r . . .\u00a0<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><ul><li><span style=\"font-weight: 300;\">Teknik, forskning och produkter ska inte bara tala om f\u00f6r data vad de beh\u00f6ver - utan lyssna. <\/span><span style=\"font-weight: 300;\">till vad datateamen beh\u00f6ver. Datagrupperna \u00e4r de som har mest kunskap om det arbete bakom kulisserna som kr\u00e4vs f\u00f6r att algoritmerna ska fungera. <\/span><b>DET \u00c4R H\u00c4R M\u00c5NGA F\u00d6RETAG MISSLYCKAS.<\/b><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Kr\u00e4va att anst\u00e4llda med databaserade roller regelbundet samarbetar med teknik-, forsknings- och produktteam.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5f5260 elementor-widget elementor-widget-image\" data-id=\"d5f5260\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-proper-training.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8335\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: l\u00e4mplig utbildning\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-proper-training.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-proper-training.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-proper-training.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-proper-training.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-proper-training.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-857bf73 elementor-widget elementor-widget-text-editor\" data-id=\"857bf73\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Minska bias vid sp\u00e5rning av ansikten<\/span><\/p><p><span style=\"font-weight: 500;\">Att erk\u00e4nna utvecklingen av tekniken f\u00f6r ansiktssp\u00e5rning, f\u00f6rst\u00e5 dess s\u00e5rbarheter och investera mer i datakvalitet inneb\u00e4r . . .\u00a0<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Utbilda de anst\u00e4llda om hur f\u00f6rdomar inom teknikbranschen ser ut.<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Att vidta r\u00e4tt f\u00f6rsiktighets\u00e5tg\u00e4rder f\u00f6r att <\/span><span style=\"font-weight: 300;\">standardisera och definiera m\u00e4rkning.<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Alltid <\/span><span style=\"font-weight: 300;\">\u00f6verv\u00e4ga n\u00e4r och var f\u00f6rdomar kan f\u00f6rekomma.<br \/><\/span><span style=\"font-weight: 300;\">- Vem \u00e4r det som m\u00e4rker?<br \/><\/span><span style=\"font-weight: 300;\">- Vad m\u00e4rker de?<br \/><\/span><span style=\"font-weight: 300;\">- Vilka faktorer kan p\u00e5verka deras m\u00e4rkning?<br \/>* <\/span><span style=\"font-weight: 300;\"><strong>hum\u00f6r <\/strong>* <\/span><span style=\"font-weight: 300;\"><strong>kultur<\/strong> * <\/span><strong>erfarenhet<\/strong><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-97bcf25 elementor-widget elementor-widget-image\" data-id=\"97bcf25\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-static-images.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8337\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: statiska bilder\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-static-images.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-static-images.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-static-images.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-static-images.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-static-images.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e7df231 elementor-widget elementor-widget-text-editor\" data-id=\"e7df231\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Minska bias vid sp\u00e5rning av ansikten<\/span><\/p><p><span style=\"font-weight: 500;\">Att erk\u00e4nna utvecklingen av tekniken f\u00f6r ansiktssp\u00e5rning, f\u00f6rst\u00e5 dess s\u00e5rbarheter och investera mer i datakvalitet inneb\u00e4r . . .\u00a0<\/span><\/p><p><b>SIDENOTE:<\/b> <span style=\"font-weight: 300;\">SLUTA M\u00c4RKA UTTRYCK FR\u00c5N STATISKA BILDER.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><ul><li><span style=\"font-weight: 300;\">F\u00f6r att FACS och k\u00e4nslom\u00e4rkning ska vara korrekt kr\u00e4vs det i stor utstr\u00e4ckning att man ser r\u00f6relser.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li><span style=\"font-weight: 300;\">Om r\u00f6relse betonades mer skulle statiska ansiktsdrag som h\u00e4ngande l\u00e4pph\u00f6rn och b\u00f6jda nasolabiala rynkor vara mindre ben\u00e4gna att aktivera uppt\u00e4ckt av <\/span><span style=\"font-weight: 300;\">L\u00e4pph\u00f6rnanpressare<\/span><span style=\"font-weight: 300;\"> och <\/span><span style=\"font-weight: 300;\">\u00d6vre l\u00e4pparna h\u00f6jer sig. <\/span><span style=\"font-weight: 300;\">(respektive).<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed512e7 elementor-widget elementor-widget-image\" data-id=\"ed512e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-closing.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8339\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Avslutande anteckningar\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-closing.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-closing.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-closing.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-closing.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-closing.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69ade8a elementor-widget elementor-widget-text-editor\" data-id=\"69ade8a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Minska bias vid sp\u00e5rning av ansikten<\/span><\/p><p><span style=\"font-weight: 300;\">Avslutande kommentarer . . .\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1991a67 elementor-widget elementor-widget-image\" data-id=\"1991a67\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-ramifications.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8340\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Konsekvenser\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-ramifications.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-ramifications.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-ramifications.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-ramifications.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-ramifications.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5df366e elementor-widget elementor-widget-text-editor\" data-id=\"5df366e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Minska bias vid sp\u00e5rning av ansikten<\/span><\/p><p><span style=\"font-weight: 300;\">Ju mer vi tror p\u00e5 och f\u00f6rlitar oss p\u00e5 tekniken,\u00a0<\/span><span style=\"font-weight: 300;\">ju mer f\u00f6rgreningar dessa f\u00f6rdomar kommer att ha.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-955dbf4 elementor-widget elementor-widget-image\" data-id=\"955dbf4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-AI.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8343\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Konsekvenser f\u00f6r AI\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-AI.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-AI.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-AI.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-AI.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-AI.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b3a568a elementor-widget elementor-widget-text-editor\" data-id=\"b3a568a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Minska bias vid sp\u00e5rning av ansikten<\/span><\/p><p><span style=\"font-weight: 300;\">\"... programvara f\u00f6r ansiktsigenk\u00e4nning tolkar k\u00e4nslor olika beroende p\u00e5 personens ras.  ...Detta resultat har konsekvenser f\u00f6r individer, organisationer och samh\u00e4llet och bidrar till den v\u00e4xande litteraturen om f\u00f6rdomar och\/eller oj\u00e4mlikhet i AI.\"<\/span><\/p><p><span style=\"font-weight: 300;\">Rhue, Lauren, <\/span><b>Rasistiskt inflytande p\u00e5 automatiserade uppfattningar av k\u00e4nslor\u00a0<\/b><span style=\"font-weight: 300;\">(9 november 2018).\u00a0<\/span><span style=\"font-weight: 300;\">Tillg\u00e4nglig p\u00e5 SSRN: <\/span><span style=\"font-weight: 300;\"><a href=\"https:\/\/ssrn.com\/abstract=3281765\" rel=\"nofollow\">https:\/\/ssrn.com\/abstract=3281765<\/a> eller . <a href=\"http:\/\/dx.doi.org\/10.2139\/ssrn.3281765\" rel=\"nofollow\">http:\/\/dx.doi.org\/10.2139\/ssrn.3281765<\/a><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a8268e elementor-widget elementor-widget-image\" data-id=\"7a8268e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-responsibility.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8344\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: Uppgifter Ansvar\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-responsibility.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-responsibility.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-responsibility.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-responsibility.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-responsibility.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0bee76 elementor-widget elementor-widget-text-editor\" data-id=\"d0bee76\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Minska bias vid sp\u00e5rning av ansikten<\/span><\/p><p><span style=\"font-weight: 300;\">Ta ansvar.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><span style=\"font-weight: 300;\">L\u00e4gg ner arbete p\u00e5 att minska f\u00f6rdomar.<br \/><\/span><span style=\"font-weight: 300;\">Investera mer i data.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-009a084 elementor-widget elementor-widget-image\" data-id=\"009a084\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-facs-cheat-sheet.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8346\" alt=\"Ras-, kultur- och \u00e5ldersrelaterade f\u00f6rdomar vid sp\u00e5rning av ansikten och k\u00e4nslor: FACS Cheat Sheet\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-facs-cheat-sheet.png?w=960&amp;ssl=1 960w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-facs-cheat-sheet.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-facs-cheat-sheet.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-facs-cheat-sheet.png?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-facs-cheat-sheet.png?resize=889%2C500&amp;ssl=1 889w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b0ffd1 elementor-widget elementor-widget-text-editor\" data-id=\"1b0ffd1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\"><span style=\"font-weight: 500;\"><span style=\"text-decoration: underline;\">Text<\/span>:<\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Som ett svar p\u00e5 f\u00f6rekomsten av FACS-referenser av l\u00e5g kvalitet och felaktiga referenser, <\/span><span style=\"font-weight: 300;\">Jag har skapat en gratis \"FACS Cheat Sheet\". <\/span><span style=\"font-weight: 300;\">som en v\u00e4gledning f\u00f6r konstn\u00e4rer, forskare och ingenj\u00f6rer. Den finns tillg\u00e4nglig p\u00e5 min FACS-resurswebbplats, <\/span><b><i>St\u00e4ll dig inf\u00f6r FACS<\/i><\/b><span style=\"font-weight: 300;\">. Jag \u00e4r ocks\u00e5 \u00f6ppen f\u00f6r konsulttj\u00e4nster.<\/span><\/p><p><a href=\"https:\/\/melindaozel.com\/facs-cheat-sheet\/\" target=\"_blank\" rel=\"noopener\"><b>melindaozel.com\/facs-cheat-sheet\/<\/b><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Vi tycks ansluta oss till den popul\u00e4ra f\u00f6renklingen att maskiner \u00e4r mindre partiska \u00e4n m\u00e4nniskor, men om du k\u00e4nner till hur maskiner tr\u00e4nas f\u00f6r att l\u00e4sa och fokusera p\u00e5 olika aspekter av data vet du hur det g\u00e5r till: Det \u00e4r inte s\u00e5 enkelt.<\/p>","protected":false},"author":60486633,"featured_media":3610,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_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_post_was_ever_published":false},"categories":[676756913,676756994,676757020,676757042,676757021,676757036,676757039,676756997,676757037,676756991,676756915,676756914,676757008,676757022,676757023,676757038,676757024,676756993,676757043,676756992],"tags":[],"class_list":["post-3601","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-action-units","category-ar-vr","category-au1","category-au10","category-au2","category-au6","category-au7","category-behavior","category-cheek-raiser","category-anatomy","category-facial-expressions","category-muscles","category-free","category-frontalis","category-inner-brow-raiser","category-lid-tightener","category-outer-brow-raiser","category-tech","category-upper-lip-raiser","category-wrinkles","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-50"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.8 (Yoast SEO v27.8) - 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