{"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\/cs\/bias-in-emotion-tracking\/","title":{"rendered":"P\u0159edpojatost p\u0159i sledov\u00e1n\u00ed emoc\u00ed"},"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>P\u0159edpojatosti p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed<\/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>Zd\u00e1 se, \u017ee se hl\u00e1s\u00edme k obl\u00edben\u00e9mu zjednodu\u0161en\u00ed, \u017ee stroje jsou m\u00e9n\u011b zaujat\u00e9 ne\u017e lid\u00e9; pokud v\u0161ak zn\u00e1te zp\u016fsoby, jak\u00fdmi jsou stroje tr\u00e9nov\u00e1ny ke \u010dten\u00ed a zam\u011b\u0159en\u00ed na r\u016fzn\u00e9 aspekty dat, v\u00edte to: Tak jednoduch\u00e9 to prost\u011b nen\u00ed.<\/p><p>Stroje nejsou bez p\u0159edpojatosti, pokud je tr\u00e9nuj\u00ed lid\u00e9.<\/p><p>N\u00ed\u017ee jsou uvedeny r\u016fzn\u00e9 typy zkreslen\u00ed, kter\u00e9 se mohou vyskytnout p\u0159i sledov\u00e1n\u00ed obli\u010deje a ozna\u010dov\u00e1n\u00ed v\u00fdraz\u016f. Mnoh\u00e9 z t\u011bchto zkreslen\u00ed lze omezit, proto jsem p\u0159ipojil i n\u00e1vrhy na zlep\u0161en\u00ed metod. <strong>Pokud pracujete na sledov\u00e1n\u00ed obli\u010deje a emoc\u00ed jak\u00e9hokoli typu, je va\u0161\u00ed povinnost\u00ed si t\u011bchto zkreslen\u00ed b\u00fdt v\u011bdomi.<\/strong><\/p><p><span style=\"text-decoration: underline;\">Prohl\u00e9dn\u011bte si n\u00ed\u017ee uveden\u00e9 prezentace nebo video, na kter\u00e9 je odkaz zde.<\/span>:<strong> Video na YouTube<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed\" 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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: Mnoho spole\u010dnost\u00ed zab\u00fdvaj\u00edc\u00edch se sledov\u00e1n\u00edm obli\u010deje a emoc\u00ed se sna\u017e\u00ed pou\u017e\u00edvat syst\u00e9m k\u00f3dov\u00e1n\u00ed obli\u010dejov\u00fdch akc\u00ed (Facial Action Coding System, FACS) Paula Ekmana.\" 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>Sledov\u00e1n\u00ed mnoha tv\u00e1\u0159\u00ed a emoc\u00ed<\/span><span style=\"font-weight: 300;\"> spole\u010dnosti <\/span><i><span style=\"font-weight: 300;\">zkuste<\/span><\/i><span style=\"font-weight: 300;\"> pou\u017e\u00edt term\u00edn Paula Ekmana <\/span><span style=\"font-weight: 300;\">Syst\u00e9m k\u00f3dov\u00e1n\u00ed obli\u010dejov\u00fdch akc\u00ed<\/span><span style=\"font-weight: 300;\"> (FACS)\u00a0<br \/><\/span><span style=\"font-weight: 500;\">- ale mnoz\u00ed nev\u011bnuj\u00ed \u010das tomu, aby je spr\u00e1vn\u011b pou\u017e\u00edvali.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed\" 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>Co se stane, kdy\u017e nepou\u017e\u00edv\u00e1te syst\u00e9m FACS spr\u00e1vn\u011b?<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"text-decoration: underline;\"><span style=\"font-weight: 300;\">nespr\u00e1vn\u00e1 klasifikace v\u00fdraz\u016f<\/span><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">nekonzistentn\u00ed klasifikace v\u00fdraz\u016f<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">anarchie<\/span><\/li><\/ul><p><span style=\"font-weight: 300;\">I p\u0159i spr\u00e1vn\u00e9m pou\u017eit\u00ed syst\u00e9mu FACS se v\u017edy vyskytne zkreslen\u00ed a nekonzistence, ale pe\u010dliv\u00fdmi opat\u0159en\u00edmi lze tyto probl\u00e9my v\u00fdrazn\u011b omezit.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: Nespr\u00e1vn\u00e1 klasifikace v\u00fdraz\u016f\" 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>nespr\u00e1vn\u00e1 klasifikace v\u00fdraz\u016f<\/b><\/span><\/p><ul><li><span style=\"font-weight: 300;\">Obli\u010dejov\u00e9 akce jsou jemn\u00e9 a bez intenzivn\u00edho studia je obt\u00ed\u017en\u00e9 je rozli\u0161it.<\/span><\/li><li><span style=\"font-weight: 300;\">V\u011bt\u0161ina odkaz\u016f na FACS (<\/span><i><span style=\"font-weight: 300;\">krom\u011b<\/span><\/i><span style=\"font-weight: 300;\"> p\u016fvodn\u00ed p\u0159\u00edru\u010dka FACS) poskytuj\u00ed nespr\u00e1vn\u00e9 vizualizace FACS - a to i zdroje pova\u017eovan\u00e9 za d\u016fv\u011bryhodn\u00e9.<\/span><\/li><li><span style=\"font-weight: 300;\">Navzdory t\u011bmto nep\u0159esnostem jsou tyto zdroje \u010dasto pou\u017e\u00edv\u00e1ny jako reference in\u017een\u00fdry a v\u00fdzkumn\u00edky zab\u00fdvaj\u00edc\u00edmi se sledov\u00e1n\u00edm tv\u00e1\u0159\u00ed.\u00a0<\/span><\/li><li><span style=\"font-weight: 500;\">Proto\u017ee technologick\u00e9 spole\u010dnosti neinvestuj\u00ed dostate\u010dn\u011b do rol\u00ed zalo\u017een\u00fdch na datech, pravd\u011bpodobn\u011b nemaj\u00ed spr\u00e1vn\u00e9 zam\u011bstnance ani zdroje, kter\u00e9 by umo\u017enily rozli\u0161ovat d\u016fle\u017eit\u00e9 \u010dinnosti t\u00fdkaj\u00edc\u00ed se obli\u010deje.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: Nespr\u00e1vn\u00e1 klasifikace v\u00fdraz\u016f\" 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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: Nespr\u00e1vn\u00e1 klasifikace v\u00fdraz\u016f\" 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>nespr\u00e1vn\u00e1 klasifikace v\u00fdraz\u016f<\/b><\/span><\/p><ul><li><span style=\"font-weight: 300;\">Z\u00e1kladn\u00ed tvary jako \"<\/span><span style=\"font-weight: 300;\">zpev\u0148ova\u010d rt\u016f<\/span><span style=\"font-weight: 300;\">\" se pravideln\u011b zam\u011b\u0148uj\u00ed s akcemi jako \"<\/span><span style=\"font-weight: 300;\">lis na rty<\/span><span style=\"font-weight: 300;\">\" a\/nebo \"<\/span><span style=\"font-weight: 300;\">rty<\/span> <span style=\"font-weight: 300;\">nakr\u010dit.<\/span><span style=\"font-weight: 300;\">\"<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li><span style=\"font-weight: 300;\">Zpev\u0148ova\u010d rt\u016f<\/span><span style=\"font-weight: 300;\"> je d\u016fle\u017eit\u00fd v: <\/span><b>projevy emoc\u00ed &amp; <\/b><b>produkce \u0159e\u010di<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: Nespr\u00e1vn\u00e1 klasifikace v\u00fdraz\u016f\" 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>nespr\u00e1vn\u00e1 klasifikace v\u00fdraz\u016f<\/b><\/span><\/p><ul><li><span style=\"font-weight: 300;\">Naho\u0159e je skute\u010dn\u00e9 vyobrazen\u00ed utahova\u010de rt\u016f.<\/span><\/li><li><span style=\"font-weight: 300;\">Je to jen jeden z mnoha tvar\u016f, kter\u00e9 p\u0159i ka\u017ed\u00e9 n\u00e1v\u0161t\u011bv\u011b prolet\u00ed pod radarem: <br \/>\u2013 <strong>chybn\u011b nau\u010den\u00e9<\/strong> \u2013 <strong>chybn\u011b klasifikovan\u00e9<\/strong> \u2013 <strong>zneu\u017eit\u00ed<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje a emoc\u00ed: Nekonzistentn\u00ed klasifikace v\u00fdraz\u016f\" 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>: Co se stane, kdy\u017e nepou\u017e\u00edv\u00e1te FACS spr\u00e1vn\u011b?<\/span><\/span><\/p><ul><li style=\"list-style-type: none;\"><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">nespr\u00e1vn\u00e1 klasifikace v\u00fdraz\u016f<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"text-decoration: underline;\"><span style=\"font-weight: 300;\">nekonzistentn\u00ed klasifikace v\u00fdraz\u016f<\/span><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">anarchie<\/span><ul><li style=\"list-style-type: none;\">\u00a0<\/li><\/ul><\/li><\/ul><\/li><\/ul><p><span style=\"font-weight: 300;\">I p\u0159i spr\u00e1vn\u00e9m pou\u017eit\u00ed syst\u00e9mu FACS se v\u017edy vyskytne zkreslen\u00ed a nekonzistence, ale pe\u010dliv\u00fdmi opat\u0159en\u00edmi lze tyto probl\u00e9my v\u00fdrazn\u011b omezit.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje a emoc\u00ed: Nekonzistentn\u00ed klasifikace v\u00fdraz\u016f\" 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>nespr\u00e1vn\u00e1 klasifikace v\u00fdraz\u016f<\/b><\/span><\/p><p><span style=\"font-weight: 300;\">Stejn\u00e9 probl\u00e9my spojen\u00e9 s nespr\u00e1vnou klasifikac\u00ed <\/span><span style=\"font-weight: 300;\">tak\u00e9 p\u0159isp\u00edvaj\u00ed k nejednotn\u00e9 klasifikaci.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje a emoc\u00ed: Nekonzistentn\u00ed klasifikace v\u00fdraz\u016f\" 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>nekonzistentn\u00ed klasifikace v\u00fdraz\u016f<\/b><\/span><\/p><p><span style=\"font-weight: 500;\">Pokud technologick\u00e9 spole\u010dnosti d\u016fkladn\u011b neinvestuj\u00ed do kvality dat,\u00a0<\/span><span style=\"font-weight: 500;\">jejich pravidla pro klasifikaci dat nelze standardizovat.<\/span><span style=\"font-weight: 500;\"><br \/><\/span><\/p><p><span style=\"font-weight: 300;\">Z d\u016fvodu:<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">nedostate\u010dn\u00e9 investice do n\u00e1boru a\/nebo \u0161kolen\u00ed zam\u011bstnanc\u016f pro role zalo\u017een\u00e9 na datech.<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">nedostatek kvalitn\u00edch zdroj\u016f FACS\u00a0<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">p\u0159irozen\u00e9 pot\u00ed\u017ee s rozli\u0161ov\u00e1n\u00edm \u010dinnost\u00ed obli\u010deje<\/span><\/li><\/ul><p><b>\u2192<\/b> <span style=\"font-weight: 300;\">Etiket\u00e1\u0159i klasifikuj\u00ed v\u00fdrazy nejednotn\u011b.<br \/><\/span><b>\u2192<\/b><span style=\"font-weight: 300;\"> U stopa\u0159\u016f se objevuj\u00ed podivn\u00e9 zvl\u00e1\u0161tnosti, kter\u00e9 na sebe navazuj\u00ed nespr\u00e1vn\u00e9 v\u00fdrazy a z\u00e1rove\u0148 matou ostatn\u00ed.<\/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>nekonzistentn\u00ed klasifikace v\u00fdraz\u016f<\/b><\/span><\/p><p><b>POZN\u00c1MKA: <\/b><span style=\"font-weight: 300;\">Toto sch\u00e9ma bylo vytvo\u0159eno pro vysv\u011btlen\u00ed probl\u00e9m\u016f s aktivac\u00ed tvaru u avatar\u016f, ale stejn\u00e9 z\u00e1kladn\u00ed koncepty plat\u00ed i pro sledov\u00e1n\u00ed obli\u010deje a emoc\u00ed.<\/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>: Co se stane, kdy\u017e nepou\u017e\u00edv\u00e1te FACS spr\u00e1vn\u011b?<\/span><\/span><\/p><ul><li style=\"list-style-type: none;\"><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">nespr\u00e1vn\u00e1 klasifikace v\u00fdraz\u016f<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">nekonzistentn\u00ed klasifikace v\u00fdraz\u016f<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"text-decoration: underline;\"><span style=\"font-weight: 300;\">p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/span><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">anarchie<\/span><ul><li style=\"list-style-type: none;\">\u00a0<\/li><\/ul><\/li><\/ul><\/li><\/ul><p><span style=\"font-weight: 300;\">I p\u0159i spr\u00e1vn\u00e9m pou\u017eit\u00ed syst\u00e9mu FACS se v\u017edy vyskytne zkreslen\u00ed a nekonzistence, ale pe\u010dliv\u00fdmi opat\u0159en\u00edmi lze tyto probl\u00e9my v\u00fdrazn\u011b omezit.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: zkreslen\u00e9 ozna\u010dov\u00e1n\u00ed\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Pokud jsou zna\u010dky v\u00fdraz\u016f \u0161patn\u011b definovan\u00e9 a \u0161patn\u011b pochopen\u00e9, mohou mal\u00e9 chyby zp\u016fsobit velk\u00e9 zkreslen\u00ed.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: zkreslen\u00e9 ozna\u010dov\u00e1n\u00ed\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Ne\u017e se budeme zab\u00fdvat zkreslen\u00edmi, kter\u00e1 mohou existovat v technologii sledov\u00e1n\u00ed obli\u010deje, vezm\u011bme v \u00favahu ji\u017e existuj\u00edc\u00ed zkreslen\u00ed v technologii identifikace rys\u016f: rozpozn\u00e1v\u00e1n\u00ed obli\u010deje.<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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Pokud nedok\u00e1\u017eeme spr\u00e1vn\u011b detekovat ani funkce, p\u0159edstavte si, jak komplikovan\u00e9 m\u016f\u017ee b\u00fdt zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed v\u00fdraz\u016f. Sledov\u00e1n\u00ed v\u00fdrazu vy\u017eaduje pochopen\u00ed nejen rys\u016f obli\u010deje. Vy\u017eaduje pochopen\u00ed jemn\u00fdch pohyb\u016f obli\u010deje.<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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: Studie opakovan\u011b zjistily, \u017ee lid\u00e9 z r\u016fzn\u00fdch kultur maj\u00ed v\u00fdrazn\u011b hor\u0161\u00ed schopnost interpretovat obli\u010deje.\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong>\n<\/span><\/span>\n\n<span style=\"font-weight: 300;\">Studie opakovan\u011b zjistily, \u017ee lid\u00e9 jsou v\u00fdrazn\u011b hor\u0161\u00ed v interpretaci tv\u00e1\u0159\u00ed z r\u016fzn\u00fdch kultur.<\/span>\n<ul>\n<sup>Blais, Caroline &amp; Jack, Rachael &amp; Scheepers, Christoph &amp; Fiset, Daniel &amp; Caldara, Roberto. Culture Shapes How We Look at Faces. (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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed:\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Lid\u00e9 p\u0159i pohledu na tv\u00e1\u0159e z\u00edsk\u00e1vaj\u00ed r\u016fzn\u00e9 informace a p\u0159i interpretaci emoc\u00ed hledaj\u00ed r\u016fzn\u00e1 vod\u00edtka.\u00a0<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Kultura hluboce ovliv\u0148uje to, co pova\u017eujeme za cenn\u00e9 informace a vod\u00edtka.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><\/ul><p><span style=\"font-weight: 300;\">Studie zjistily:<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"2\"><b>V\u00fdchodn\u00ed Asie<\/b> <span style=\"font-weight: 300;\">\u00fa\u010dastn\u00edci <\/span><span style=\"font-weight: 300;\">se zam\u011b\u0159uj\u00ed na st\u0159ed obli\u010deje, okol\u00ed nosu, a p\u0159ikl\u00e1daj\u00ed v\u011bt\u0161\u00ed v\u00fdznam o\u010d\u00edm a sm\u011bru pohledu.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><b>Z\u00e1padn\u00ed Kavkazan <\/b><span style=\"font-weight: 300;\">\u00fa\u010dastn\u00edci maj\u00ed tendenci hledat v\u00fdraz emoc\u00ed v obo\u010d\u00ed a v oblasti \u00fast.<\/span><\/li><li style=\"font-weight: 500;\" aria-level=\"2\"><span style=\"font-weight: 500;\">Tyto rozd\u00edly v pozornosti vytv\u00e1\u0159ej\u00ed zkreslen\u00ed, kdy\u017e se \u00fa\u010dastn\u00edci d\u00edvaj\u00ed na tv\u00e1\u0159e s protich\u016fdn\u00fdmi v\u00fdrazy.<br \/><\/span><span style=\"font-weight: 300;\">Nap\u0159. kdy\u017e jsou smutn\u00e9 o\u010di s vesel\u00fdmi \u00fasty:<br \/><\/span><span style=\"font-weight: 300;\">- Japon\u0161t\u00ed \u00fa\u010dastn\u00edci p\u0159ikl\u00e1daj\u00ed v\u011bt\u0161\u00ed v\u00fdznam emoc\u00edm projeven\u00fdm v o\u010d\u00edch<br \/><\/span><span style=\"font-weight: 300;\">- Ameri\u010dt\u00ed \u00fa\u010dastn\u00edci se v\u00edce zaj\u00edmaj\u00ed o oblast \u00fast.<\/span><\/li><\/ul><p>\u00a0<\/p><p><sup>1. Blais, C., Jack, R. E., Scheepers, C., Fiset, D. a Caldara, R. (2008). Kultura utv\u00e1\u0159\u00ed zp\u016fsob, jak\u00fdm se d\u00edv\u00e1me na tv\u00e1\u0159e. PLoS ONE 3:e3022. doi: 10.1371\/journal.pone.0003022.<br \/><\/sup><sup>2. Elfenbein, H. A., &amp; Ambady, N. (2003). Univerz\u00e1lie a kulturn\u00ed rozd\u00edly v rozpozn\u00e1v\u00e1n\u00ed emoc\u00ed. Current Directions in Psychological Science, 12(5), 159-164.<br \/><\/sup><sup>3. Matsumoto, D., Kasri, F., &amp; Kooken, K. (1999). Americko-japonsk\u00e9 kulturn\u00ed rozd\u00edly v posuzov\u00e1n\u00ed intenzity v\u00fdrazu a subjektivn\u00edho pro\u017eitku. Cognition &amp; Emotion, 13(2), 201-218.<br \/><\/sup><sup>4. Matsumoto, D., &amp; Ekman, P. (1989). Americko-japonsk\u00e9 kulturn\u00ed rozd\u00edly v hodnocen\u00ed intenzity v\u00fdraz\u016f emoc\u00ed v obli\u010deji. Motivation and Emotion, 13(2), 143-157.<br \/><\/sup><sup>5. Marsh, A. A., Elfenbein, H. A., &amp; Ambady, N. (2003). Neverb\u00e1ln\u00ed \"p\u0159\u00edzvuky\" kulturn\u00edch rozd\u00edl\u016f v obli\u010dejov\u00fdch projevech emoc\u00ed. Psychological Science, 14(4), 373-376.<br \/><\/sup><sup>6. Yuki, M., Maddux, W. W., &amp; Masuda, T. (2007). Jsou okna do du\u0161e stejn\u00e1 na V\u00fdchod\u011b i na Z\u00e1pad\u011b? Kulturn\u00ed rozd\u00edly v pou\u017e\u00edv\u00e1n\u00ed o\u010d\u00ed a \u00fast jako sign\u00e1l\u016f k rozpozn\u00e1v\u00e1n\u00ed emoc\u00ed v Japonsku a Spojen\u00fdch st\u00e1tech. 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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje a emoc\u00ed: ozna\u010dov\u00e1n\u00ed v\u00fdraz\u016f\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Nyn\u00ed se zamyslete nad t\u00edm, co se d\u011bje p\u0159i ozna\u010dov\u00e1n\u00ed v\u00fdraz\u016f...<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje a emoc\u00ed: deprese koutku rt\u016f a zkreslen\u00ed u star\u0161\u00edch osob\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Pokud<\/span><span style=\"font-weight: 300;\"> depresor koutk\u016f rt\u016f<\/span><span style=\"font-weight: 300;\"> nen\u00ed spr\u00e1vn\u011b pochopena, je pravd\u011bpodobn\u011bj\u0161\u00ed, \u017ee \u0161t\u00edtkova\u010di nespr\u00e1vn\u011b za\u0159ad\u00ed <\/span><span style=\"font-weight: 300;\">jak\u00fdkoli<\/span><span style=\"font-weight: 300;\"> tvar s poklesl\u00fdmi rohy rt\u016f jako <\/span><span style=\"font-weight: 300;\">depresor koutk\u016f rt\u016f<\/span><span style=\"font-weight: 300;\">. Tyto chybn\u011b klasifikovan\u00e9 tvary jsou \u010dasto zp\u016fsobeny \u00fa\u010dinky <\/span><span style=\"font-weight: 300;\">zved\u00e1k brady<\/span><span style=\"font-weight: 300;\"> \u2013 <\/span><span style=\"font-weight: 300;\">ale mohou obsahovat i n\u011bco hor\u0161\u00edho<\/span><span style=\"font-weight: 300;\">: neutr\u00e1ln\u00ed tv\u00e1\u0159e (tv\u00e1\u0159e bez v\u00fdrazu).<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Jedn\u00edm z pravd\u011bpodobn\u00fdch d\u016fsledk\u016f t\u00e9to myln\u00e9 p\u0159edstavy je: <\/span><b>nadm\u011brn\u00e1 detekce <\/b><b>depresor koutk\u016f rt\u016f<\/b> <span style=\"font-weight: 300;\">u lid\u00ed s poklesl\u00fdmi koutky rt\u016f. Star\u0161\u00ed lid\u00e9 maj\u00ed \u010dasto poklesl\u00e9 koutky \u00fast v d\u016fsledku dlouhodob\u00e9ho p\u016fsoben\u00ed gravitace.\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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje a emoc\u00ed: deprese koutku rt\u016f a zkreslen\u00ed u star\u0161\u00edch osob\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Z nespr\u00e1vn\u00fdch postup\u016f ozna\u010dov\u00e1n\u00ed mohou b\u00fdt star\u0161\u00ed demografick\u00e9 skupiny vystaveny nadm\u011brn\u00e9 detekci<\/span><span style=\"font-weight: 300;\"> depresor koutk\u016f rt\u016f<\/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;\">Kl\u00ed\u010dovou sou\u010d\u00e1st\u00ed smutku je depresor koutk\u016f rt\u016f. <\/span><span style=\"font-weight: 300;\">Mohla by tato chyba v\u00e9st k nadm\u011brn\u00e9 detekci smutku u star\u0161\u00edch lid\u00ed?<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">A co jin\u00e9 skupiny, jejich\u017e obli\u010dejov\u00e9 rysy se vyzna\u010duj\u00ed poklesl\u00fdmi koutky rt\u016f?<\/span><span style=\"font-weight: 300;\"> Budou nespr\u00e1vn\u011b interpretov\u00e1ny jako \"smutn\u00e9\"?<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje a emoc\u00ed: deprese koutku rt\u016f a zkreslen\u00ed u star\u0161\u00edch osob\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">M\u016f\u017ee se zd\u00e1t, \u017ee nespr\u00e1vn\u00e1 detekce sledovac\u00edho za\u0159\u00edzen\u00ed nen\u00ed velk\u00fd probl\u00e9m. <\/span><span style=\"font-weight: 300;\">depresor koutk\u016f rt\u016f <\/span><span style=\"font-weight: 300;\">nebo<\/span><span style=\"font-weight: 300;\"> smutek<\/span><span style=\"font-weight: 300;\">, ale: <\/span><span style=\"font-weight: 300;\">Co se stane, kdy\u017e se sledov\u00e1n\u00ed obli\u010deje pou\u017e\u00edv\u00e1 k v\u011bt\u0161\u00edm v\u011bcem, jako je hodnocen\u00ed du\u0161evn\u00edho zdrav\u00ed nebo hodnocen\u00ed potenci\u00e1ln\u00edch uchaze\u010d\u016f o zam\u011bstn\u00e1n\u00ed?<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed:\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Um\u011bl\u00e1 inteligence nyn\u00ed analyzuje v\u00fdraz tv\u00e1\u0159e uchaze\u010d\u016f b\u011bhem videopohovoru - tuto technologii ji\u017e vyu\u017e\u00edvaj\u00ed spole\u010dnosti Unilever, IBM, Dunkin Donuts a mnoho dal\u0161\u00edch.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Technologie rozpozn\u00e1v\u00e1n\u00ed emoc\u00ed nefunguje, ale i tak ji pou\u017e\u00edvaj\u00ed profesion\u00e1lov\u00e9 a dal\u0161\u00ed: zpr\u00e1va<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Um\u011bl\u00e1 inteligence pro detekci emoc\u00ed je odv\u011btv\u00edm s obratem $20 miliard. Nov\u00fd v\u00fdzkum \u0159\u00edk\u00e1, \u017ee neum\u00ed to, co tvrd\u00ed.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: Zkreslen\u00ed na z\u00e1klad\u011b rys\u016f\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Hovo\u0159ili jsme o tom, \u017ee nespr\u00e1vn\u00e9 ozna\u010dov\u00e1n\u00ed m\u016f\u017ee podn\u011bcovat p\u0159edsudky v\u016f\u010di star\u0161\u00ed populaci. . .\u00a0<\/span><b>Ale co jin\u00e9 p\u0159edsudky v\u016f\u010di lidem s ur\u010dit\u00fdmi rysy obli\u010deje?<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: Zkreslen\u00ed na z\u00e1klad\u011b rys\u016f\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">\". ... programy pro rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f vykazuj\u00ed dva odli\u0161n\u00e9 typy zkreslen\u00ed.<\/span><\/p><p><span style=\"font-weight: 300;\">Za prv\u00e9, <\/span><b>\u010dern\u00e9 tv\u00e1\u0159e byly p\u0159i ka\u017ed\u00e9m \u00fasm\u011bvu hodnoceny jako na\u0161tvan\u011bj\u0161\u00ed ne\u017e b\u00edl\u00e9 tv\u00e1\u0159e. <\/b><span style=\"font-weight: 300;\">Face++ vykazoval tento typ zkreslen\u00ed.<\/span> <span style=\"font-weight: 300;\">Druh\u00fd, <\/span><b>\u010dern\u00e9 tv\u00e1\u0159e byly v\u017edy hodnoceny jako na\u0161tvan\u011bj\u0161\u00ed <\/b><span style=\"font-weight: 300;\">pokud se v jejich tv\u00e1\u0159i objevily n\u011bjak\u00e9 nejasnosti. Tento typ nesouladu se projevil u Face API. I kdy\u017e se \u010derno\u0161sk\u00e9 tv\u00e1\u0159e \u010d\u00e1ste\u010dn\u011b usm\u00edvaj\u00ed, moje anal\u00fdza uk\u00e1zala, \u017ee se<\/span><span style=\"font-weight: 300;\"> syst\u00e9my p\u0159edpokl\u00e1daly v\u00edce negativn\u00edch emoc\u00ed ve srovn\u00e1n\u00ed se sv\u00fdmi b\u00edl\u00fdmi prot\u011bj\u0161ky s podobn\u00fdmi v\u00fdrazy. <\/span><span style=\"font-weight: 300;\">Pr\u016fm\u011brn\u00e9 emo\u010dn\u00ed sk\u00f3re bylo u r\u016fzn\u00fdch ras mnohem bli\u017e\u0161\u00ed, ale u \u010dern\u00fdch a b\u00edl\u00fdch tv\u00e1\u0159\u00ed byly st\u00e1le patrn\u00e9 rozd\u00edly.\"<\/span><\/p><p><a href=\"https:\/\/singularityhub.com\/2019\/01\/11\/understanding-the-hidden-bias-in-emotion-reading-ais\/\" target=\"_blank\" rel=\"noopener\"><b>Pochopen\u00ed skryt\u00e9ho zkreslen\u00ed u um\u011bl\u00e9 inteligence \u010dtouc\u00ed emoce<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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje a emoc\u00ed: jak k tomu m\u016f\u017ee doj\u00edt? Zopakujme si, PRO\u010c JE D\u016eLE\u017dIT\u00c9 V\u00cdCE INVESTOVAT DO DAT.\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Jak<\/span><span style=\"font-weight: 300;\"> by se to mohlo st\u00e1t?\u00a0<\/span><\/p><p><span style=\"font-weight: 300;\">Zopakujme si, PRO\u010c JE D\u016eLE\u017dIT\u00c9 V\u00cdCE INVESTOVAT DO DAT.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: Zved\u00e1n\u00ed horn\u00edho rtu\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Zva\u017ete tvar FACS \"<\/span><span style=\"font-weight: 300;\">zved\u00e1k horn\u00edho rtu<\/span><span style=\"font-weight: 300;\">.\" <\/span><span style=\"font-weight: 300;\">Zved\u00e1k horn\u00edho rtu<\/span><span style=\"font-weight: 300;\"> je kl\u00ed\u010dovou sou\u010d\u00e1st\u00ed emoc\u00ed, jako je <\/span><b>znechucen\u00ed<\/b><span style=\"font-weight: 300;\">, <\/span><b>hn\u011bv<\/b><span style=\"font-weight: 300;\">,\u00a0<\/span><span style=\"font-weight: 300;\">a <\/span><b>pohrd\u00e1n\u00ed<\/b><span style=\"font-weight: 300;\">. <\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><p><span style=\"font-weight: 300;\">Mezi vlastnosti horn\u00edho rtu pat\u0159\u00ed:<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">zvednut\u00fd horn\u00ed ret<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">zaoblen\u00e1 oblast horn\u00ed nosoretn\u00ed r\u00fdhy <\/span><span style=\"font-weight: 300;\"><br \/><\/span><span style=\"font-weight: 300;\">(sm\u00edch - viz foto)<\/span><\/li><\/ul><p><strong>POZN\u00c1MKA<\/strong>: Krom\u011b mo\u017en\u00fdch zkreslen\u00ed p\u0159i ozna\u010dov\u00e1n\u00ed obli\u010dejov\u00fdch akc\u00ed existuje tak\u00e9 zna\u010dn\u00e1 kontroverze ohledn\u011b teorie z\u00e1kladn\u00edch emoc\u00ed (nap\u0159. z\u00e1kladn\u00edch emo\u010dn\u00edch prototyp\u016f, jako je pohrd\u00e1n\u00ed, hn\u011bv atd.) obecn\u011b. Viz \"<a href=\"https:\/\/melindaozel.com\/its-all-in-the-eyes-and-other-lies\/\" target=\"_blank\" rel=\"noopener\">Je to v\u0161echno v o\u010d\u00edch a jin\u00e9 l\u017ei.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: Nasolabi\u00e1ln\u00ed br\u00e1zda\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">N\u011bkte\u0159\u00ed lid\u00e9 maj\u00ed v\u011bt\u0161\u00ed zak\u0159iven\u00ed nosoretn\u00ed r\u00fdhy.<\/span><\/p><p><span style=\"font-weight: 300;\">Je to prost\u011b v\u00fdsledek jejich p\u0159irozen\u00e9 struktury obli\u010deje.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: Nasolabi\u00e1ln\u00ed br\u00e1zda\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Pracovn\u00edk, kter\u00fd nen\u00ed \u0159\u00e1dn\u011b obezn\u00e1men se syst\u00e9mem k\u00f3dov\u00e1n\u00ed obli\u010dejov\u00fdch akc\u00ed, m\u016f\u017ee snadno chybn\u011b ozna\u010dit osoby s k\u0159ivkami nosoretn\u00ed r\u00fdhy, kter\u00e9 nejsou zalo\u017eeny na v\u00fdrazu, jako osoby, kter\u00e9 maj\u00ed <\/span><span style=\"font-weight: 300;\">zved\u00e1k horn\u00edho rtu<\/span><span style=\"font-weight: 300;\">.<\/span><\/p><p><span style=\"font-weight: 300;\">Tyto nespr\u00e1vn\u00e9 \u0161t\u00edtky zrodily sledovac\u00ed za\u0159\u00edzen\u00ed vycvi\u010den\u00e9 k identifikaci tv\u00e1\u0159\u00ed s ur\u010dit\u00fdmi strukturami jako vyjad\u0159uj\u00edc\u00ed <\/span><span style=\"font-weight: 300;\">zved\u00e1k horn\u00edho rtu<\/span><span style=\"font-weight: 300;\"> - i kdy\u017e jsou neutr\u00e1ln\u00ed nebo se usm\u00edvaj\u00ed.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><p><span style=\"font-weight: 300;\">Z\u00edsk\u00e1n\u00ed \"r\u016fznorod\u00e9ho souboru dat\" je irelevantn\u00ed, pokud jsou va\u0161e \u0161t\u00edtky nep\u0159esn\u00e9.<\/span><\/p><p><span style=\"font-weight: 300;\">Takov\u00e9 \u0161kolen\u00ed vysv\u011btluje zji\u0161t\u011bn\u00ed Lauren Rhueov\u00e9 ze studie<\/span> <b>Pochopen\u00ed skryt\u00e9ho zkreslen\u00ed u um\u011bl\u00e9 inteligence \u010dtouc\u00ed emoce<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje a emoc\u00ed: holistick\u00e9 ozna\u010dov\u00e1n\u00ed emoc\u00ed\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">P\u0159\u00edtomnost zkreslen\u00e9ho ozna\u010dov\u00e1n\u00ed emoc\u00ed bude p\u0159etrv\u00e1vat, i kdy\u017e se odklon\u00edte od p\u0159\u00edstupu zalo\u017een\u00e9ho na FACS a pokus\u00edte se, aby ozna\u010duj\u00edc\u00ed klasifikovali emoce holisticky.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed\" 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>p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 500;\">Pokud v\u00e1m nen\u00ed jasn\u00e9, pro\u010d je holistick\u00e9 ozna\u010dov\u00e1n\u00ed emoc\u00ed stejn\u011b pravd\u011bpodobn\u00e9 (ne-li v\u00edce) - <\/span><b>ZDE JE OSV\u011a\u017dUJ\u00cdC\u00cd INFORMACE<\/b><b>:<\/b><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Lid\u00e9 p\u0159i pohledu na tv\u00e1\u0159e z\u00edsk\u00e1vaj\u00ed r\u016fzn\u00e9 informace a p\u0159i interpretaci emoc\u00ed hledaj\u00ed r\u016fzn\u00e1 vod\u00edtka.\u00a0<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Kultura hluboce ovliv\u0148uje to, co pova\u017eujeme za cenn\u00e9 informace a vod\u00edtka.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><\/ul><p><span style=\"font-weight: 300;\">Studie zjistily:<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"2\"><b>V\u00fdchodn\u00ed Asie<\/b><span style=\"font-weight: 300;\"> \u00fa\u010dastn\u00edci se zam\u011b\u0159uj\u00ed na st\u0159ed obli\u010deje, okol\u00ed nosu, a p\u0159ikl\u00e1daj\u00ed v\u011bt\u0161\u00ed v\u00fdznam o\u010d\u00edm a sm\u011bru pohledu.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><b>Z\u00e1padn\u00ed Kavkazan <\/b><span style=\"font-weight: 300;\">\u00fa\u010dastn\u00edci maj\u00ed tendenci hledat v\u00fdraz emoc\u00ed v obo\u010d\u00ed a v oblasti \u00fast.<\/span><\/li><li style=\"font-weight: 500;\" aria-level=\"2\"><span style=\"font-weight: 500;\">Tyto rozd\u00edly v pozornosti vytv\u00e1\u0159ej\u00ed zkreslen\u00ed, kdy\u017e se \u00fa\u010dastn\u00edci d\u00edvaj\u00ed na tv\u00e1\u0159e s protich\u016fdn\u00fdmi v\u00fdrazy.<br \/><\/span><span style=\"font-weight: 300;\">Nap\u0159. kdy\u017e jsou smutn\u00e9 o\u010di s vesel\u00fdmi \u00fasty:<br \/><\/span><span style=\"font-weight: 300;\">- Japon\u0161t\u00ed \u00fa\u010dastn\u00edci p\u0159ikl\u00e1daj\u00ed v\u011bt\u0161\u00ed v\u00fdznam emoc\u00edm projeven\u00fdm v o\u010d\u00edch<br \/><\/span><span style=\"font-weight: 300;\">- Ameri\u010dt\u00ed \u00fa\u010dastn\u00edci se v\u00edce zaj\u00edmaj\u00ed o oblast \u00fast.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed\" 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>: Co se stane, kdy\u017e nepou\u017e\u00edv\u00e1te FACS spr\u00e1vn\u011b?<\/span><\/span><\/p><ul><li style=\"list-style-type: none;\"><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">nespr\u00e1vn\u00e1 klasifikace v\u00fdraz\u016f<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">nekonzistentn\u00ed klasifikace v\u00fdraz\u016f<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">p\u0159edpojat\u00e9 ozna\u010dov\u00e1n\u00ed (rasov\u00e9, kulturn\u00ed, v\u011bkov\u00e9 atd.).<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"text-decoration: underline;\"><span style=\"font-weight: 300;\">anarchie<\/span><\/span><ul><li style=\"list-style-type: none;\">\u00a0<\/li><\/ul><\/li><\/ul><\/li><\/ul><p><span style=\"font-weight: 300;\">I p\u0159i spr\u00e1vn\u00e9m pou\u017eit\u00ed syst\u00e9mu FACS se v\u017edy vyskytne zkreslen\u00ed a nekonzistence, ale pe\u010dliv\u00fdmi opat\u0159en\u00edmi lze tyto probl\u00e9my v\u00fdrazn\u011b omezit.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: Zm\u00edrn\u011bn\u00ed p\u0159edsudk\u016f\" 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>anarchie<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Pokud . . .\u00a0<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">kultura ovliv\u0148uje zp\u016fsob, jak\u00fdm interpretujeme projevy a emoce.<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">podm\u00ednky prost\u0159ed\u00ed ovliv\u0148uj\u00ed to, na kter\u00e9 znaky se d\u00edv\u00e1me p\u0159i hodnocen\u00ed tv\u00e1\u0159\u00ed.<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">znalost obli\u010dejov\u00fdch akc\u00ed ovliv\u0148uje zp\u016fsob, jak\u00fdm ozna\u010dujeme v\u00fdrazy.<\/span><\/li><\/ul><p><span style=\"font-weight: 300;\">. . . Co mohou technologick\u00e9 spole\u010dnosti ud\u011blat pro to, aby tyto chyby zp\u016fsoben\u00e9 lidsk\u00fdm faktorem omezily a zabr\u00e1nily jejich \u00faniku?\u00a0<\/span><span style=\"font-weight: 300;\">do algoritm\u016f?<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: Zm\u00edrn\u011bn\u00ed p\u0159edsudk\u016f\" 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;\">Co mohou technologick\u00e9 spole\u010dnosti ud\u011blat pro sn\u00ed\u017een\u00ed zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje?<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><ul><li style=\"font-weight: 500;\" aria-level=\"1\"><span style=\"font-weight: 500;\">Technologick\u00e9 spole\u010dnosti si mus\u00ed uv\u011bdomit, \u017ee <\/span><span style=\"font-weight: 500;\">sledov\u00e1n\u00ed obli\u010deje p\u0159es\u00e1hlo r\u00e1mec in\u017een\u00fdrstv\u00ed.<\/span><\/li><li style=\"font-weight: 500;\" aria-level=\"1\"><span style=\"font-weight: 500;\">Technologick\u00e9 spole\u010dnosti mus\u00ed <\/span><span style=\"font-weight: 500;\">akceptovat zranitelnost techniky v\u016f\u010di p\u0159edsudk\u016fm a vzd\u011bl\u00e1vat zam\u011bstnance o t\u011bchto zranitelnostech.<\/span><\/li><li style=\"font-weight: 500;\" aria-level=\"1\"><span style=\"font-weight: 500;\">Technologick\u00e9 spole\u010dnosti mus\u00ed <\/span><span style=\"font-weight: 500;\">v\u00edce investovat do kvality dat.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: Zm\u00edrn\u011bn\u00ed p\u0159edsudk\u016f\" 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;\">Uv\u011bdomit si pokroky v technologii sledov\u00e1n\u00ed obli\u010deje, pochopit jej\u00ed zranitelnost a v\u00edce investovat do kvality dat znamen\u00e1 . . .\u00a0<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Vlastn\u011b <\/span><span style=\"font-weight: 300;\">p\u0159id\u011blov\u00e1n\u00ed po\u010dtu zam\u011bstnanc\u016f<\/span><span style=\"font-weight: 300;\"> sm\u011brem k pozic\u00edm zam\u011b\u0159en\u00fdm na kvalitu dat - i kdy\u017e to vy\u017eaduje uvoln\u011bn\u00ed m\u00edsta z in\u017een\u00fdrsk\u00fdch pozic.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Vynalo\u017een\u00ed \u010dasu, energie, <\/span><span style=\"font-weight: 300;\">a<\/span><span style=\"font-weight: 300;\"> zdroje<\/span><span style=\"font-weight: 300;\"> na <\/span><span style=\"font-weight: 300;\">vyhledat datov\u00e9 specialisty. <\/span><span style=\"font-weight: 300;\">Pokud to nen\u00ed mo\u017en\u00e9, je st\u00e1le \u00fakolem spole\u010dnosti v\u011bnovat \u010das, energii a prost\u0159edky na \u0160KOLEN\u00cd datov\u00fdch specialist\u016f. <\/span><b>Klasifikace v\u00fdraz\u016f obli\u010deje je mnohem slo\u017eit\u011bj\u0161\u00ed ne\u017e klasifikace z\u00e1kladn\u00edch objekt\u016f, jako jsou dopravn\u00ed zna\u010dky, a m\u011blo by se k n\u00ed tak p\u0159istupovat.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje a emoc\u00ed: sn\u00ed\u017een\u00ed zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje\" 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;\">Omezen\u00ed zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje<\/span><\/p><p><span style=\"font-weight: 500;\">Uv\u011bdomit si pokroky v technologii sledov\u00e1n\u00ed obli\u010deje, pochopit jej\u00ed zranitelnost a v\u00edce investovat do kvality dat znamen\u00e1 . . .\u00a0<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><ul><li><span style=\"font-weight: 300;\">In\u017een\u00fdrstv\u00ed, v\u00fdzkum a produkty by nem\u011bly pouze sd\u011blovat, co pot\u0159ebuj\u00ed, ale m\u011bly by naslouchat. <\/span><span style=\"font-weight: 300;\">na to, co datov\u00e9 t\u00fdmy pot\u0159ebuj\u00ed. Datov\u00e9 t\u00fdmy jsou nejl\u00e9pe obezn\u00e1meny se z\u00e1kulisn\u00ed prac\u00ed pot\u0159ebnou pro fungov\u00e1n\u00ed algoritm\u016f. <\/span><b>ZDE MNOHO SPOLE\u010cNOST\u00cd SELH\u00c1V\u00c1.<\/b><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Po\u017eadovat, aby zam\u011bstnanci, jejich\u017e role jsou zalo\u017eeny na datech, pravideln\u011b spolupracovali s technick\u00fdmi, v\u00fdzkumn\u00fdmi a produktov\u00fdmi t\u00fdmy.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje a emoc\u00ed: spr\u00e1vn\u00fd tr\u00e9nink\" 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;\">Omezen\u00ed zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje<\/span><\/p><p><span style=\"font-weight: 500;\">Uv\u011bdomit si pokroky v technologii sledov\u00e1n\u00ed obli\u010deje, pochopit jej\u00ed zranitelnost a v\u00edce investovat do kvality dat znamen\u00e1 . . .\u00a0<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Vzd\u011bl\u00e1v\u00e1n\u00ed zam\u011bstnanc\u016f o realit\u011b p\u0159edsudk\u016f v oblasti technologi\u00ed.<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">P\u0159ij\u00edm\u00e1n\u00ed spr\u00e1vn\u00fdch opat\u0159en\u00ed <\/span><span style=\"font-weight: 300;\">standardizovat a definovat ozna\u010dov\u00e1n\u00ed.<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">V\u017edy <\/span><span style=\"font-weight: 300;\">zva\u017eovat, kdy a kde se m\u016f\u017ee objevit p\u0159edpojatost.<br \/><\/span><span style=\"font-weight: 300;\">- Kdo ozna\u010duje?<br \/><\/span><span style=\"font-weight: 300;\">- Co ozna\u010duj\u00ed?<br \/><\/span><span style=\"font-weight: 300;\">- Jak\u00e9 faktory mohou ovlivnit jejich ozna\u010dov\u00e1n\u00ed?<br \/>* <\/span><span style=\"font-weight: 300;\"><strong>n\u00e1lada <\/strong>* <\/span><span style=\"font-weight: 300;\"><strong>kultura<\/strong> * <\/span><strong>zku\u0161enosti<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje a emoc\u00ed: statick\u00e9 obr\u00e1zky\" 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;\">Omezen\u00ed zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje<\/span><\/p><p><span style=\"font-weight: 500;\">Uv\u011bdomit si pokroky v technologii sledov\u00e1n\u00ed obli\u010deje, pochopit jej\u00ed zranitelnost a v\u00edce investovat do kvality dat znamen\u00e1 . . .\u00a0<\/span><\/p><p><b>POZN\u00c1MKA:<\/b> <span style=\"font-weight: 300;\">P\u0158ESTAT OZNA\u010cOVAT V\u00ddRAZY ZE STATICK\u00ddCH OBR\u00c1ZK\u016e.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><ul><li><span style=\"font-weight: 300;\">P\u0159esn\u00e9 ozna\u010den\u00ed FACS a emoc\u00ed je do zna\u010dn\u00e9 m\u00edry podm\u00edn\u011bno vid\u011bn\u00edm pohybu.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li><span style=\"font-weight: 300;\">Pokud by se v\u00edce zd\u016fraz\u0148oval pohyb, statick\u00e9 rysy obli\u010deje, jako jsou sv\u011b\u0161en\u00e9 koutky rt\u016f a zak\u0159iven\u00e1 nosoretn\u00ed r\u00fdha, by s men\u0161\u00ed pravd\u011bpodobnost\u00ed aktivovaly detekci. <\/span><span style=\"font-weight: 300;\">depresor koutk\u016f rt\u016f<\/span><span style=\"font-weight: 300;\"> a <\/span><span style=\"font-weight: 300;\">zved\u00e1k horn\u00edho rtu <\/span><span style=\"font-weight: 300;\">(v tomto po\u0159ad\u00ed).<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: Z\u00e1v\u011bre\u010dn\u00e9 pozn\u00e1mky\" 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;\">Omezen\u00ed zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje<\/span><\/p><p><span style=\"font-weight: 300;\">Z\u00e1v\u011bre\u010dn\u00e9 pozn\u00e1mky . . .\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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: D\u016fsledky\" 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;\">Omezen\u00ed zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje<\/span><\/p><p><span style=\"font-weight: 300;\">\u010c\u00edm v\u00edce v\u011b\u0159\u00edme technologi\u00edm a spol\u00e9h\u00e1me na n\u011b,\u00a0<\/span><span style=\"font-weight: 300;\">t\u00edm v\u00edce d\u016fsledk\u016f budou tyto p\u0159edsudky m\u00edt.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: D\u016fsledky pro um\u011blou inteligenci\" 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;\">Omezen\u00ed zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje<\/span><\/p><p><span style=\"font-weight: 300;\">\"... software pro rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f interpretuje emoce odli\u0161n\u011b v z\u00e1vislosti na rase \u010dlov\u011bka.  ... Toto zji\u0161t\u011bn\u00ed m\u00e1 d\u016fsledky pro jednotlivce, organizace a spole\u010dnost a p\u0159isp\u00edv\u00e1 k rostouc\u00edmu po\u010dtu liter\u00e1rn\u00edch \u00fadaj\u016f o p\u0159edpojatosti a\/nebo rozd\u00edln\u00e9m dopadu v um\u011bl\u00e9 inteligenci.\"<\/span><\/p><p><span style=\"font-weight: 300;\">Rhue, Lauren, <\/span><b>Rasov\u00fd vliv na automatizovan\u00e9 vn\u00edm\u00e1n\u00ed emoc\u00ed\u00a0<\/b><span style=\"font-weight: 300;\">(9. listopadu 2018).\u00a0<\/span><span style=\"font-weight: 300;\">Dostupn\u00e9 na SSRN: <\/span><span style=\"font-weight: 300;\"><a href=\"https:\/\/ssrn.com\/abstract=3281765\" rel=\"nofollow\">https:\/\/ssrn.com\/abstract=3281765<\/a> nebo <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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: Odpov\u011bdnost za data\" 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;\">Omezen\u00ed zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed obli\u010deje<\/span><\/p><p><span style=\"font-weight: 300;\">P\u0159evezm\u011bte odpov\u011bdnost.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><span style=\"font-weight: 300;\">V\u011bnujte pr\u00e1ci na sn\u00ed\u017een\u00ed zkreslen\u00ed.<br \/><\/span><span style=\"font-weight: 300;\">V\u00edce investujte do dat.<\/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=\"Rasov\u00e9, kulturn\u00ed a v\u011bkov\u00e9 zkreslen\u00ed p\u0159i sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed a emoc\u00ed: 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;\">V reakci na v\u00fdskyt nekvalitn\u00edch a nep\u0159esn\u00fdch referenc\u00ed FACS, <\/span><span style=\"font-weight: 300;\">Vytvo\u0159il jsem bezplatn\u00fd \"FACS Cheat Sheet\". <\/span><span style=\"font-weight: 300;\">slou\u017eit jako p\u0159\u00edru\u010dka pro um\u011blce, v\u00fdzkumn\u00edky a in\u017een\u00fdry. Je k dispozici na m\u00fdch str\u00e1nk\u00e1ch se zdroji FACS, <\/span><b><i>Tv\u00e1\u0159\u00ed v tv\u00e1\u0159 syst\u00e9mu FACS<\/i><\/b><span style=\"font-weight: 300;\">. Jsem tak\u00e9 otev\u0159en\u00fd pro konzultace.<\/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>Zd\u00e1 se, \u017ee se hl\u00e1s\u00edme k obl\u00edben\u00e9mu zjednodu\u0161en\u00ed, \u017ee stroje jsou m\u00e9n\u011b zaujat\u00e9 ne\u017e lid\u00e9; pokud v\u0161ak zn\u00e1te zp\u016fsoby, jak\u00fdmi jsou stroje tr\u00e9nov\u00e1ny ke \u010dten\u00ed a zam\u011b\u0159en\u00ed na r\u016fzn\u00e9 aspekty dat, v\u00edte to: Tak jednoduch\u00e9 to prost\u011b nen\u00ed.<\/p>","protected":false},"author":60486633,"featured_media":3610,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"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 v27.1 (Yoast SEO v27.1.1) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Bias In Emotion Tracking - Face the FACS | Facial Expressions in Animation, AI, &amp; Behavior<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/melindaozel.com\/cs\/bias-in-emotion-tracking\/\" \/>\n<meta property=\"og:locale\" content=\"cs_CZ\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Bias In Emotion Tracking\" \/>\n<meta property=\"og:description\" content=\"We seem to subscribe to the popular oversimplification that machines are less biased than humans; however, if you are familiar with the ways in which machines are trained to read and focus on different aspects of data, you will know: It&#039;s just not that simple.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/melindaozel.com\/cs\/bias-in-emotion-tracking\/\" \/>\n<meta property=\"og:site_name\" content=\"Face the FACS | Facial Expressions in Animation, AI, &amp; Behavior\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/facebook.com\/facetheFACS\/\" \/>\n<meta property=\"article:author\" content=\"https:\/\/facebook.com\/facetheFACS\/\" \/>\n<meta property=\"article:published_time\" content=\"2020-10-18T16:12:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-02-21T04:34:06+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/melindaozel.com\/wp-content\/uploads\/2020\/10\/Screen-Shot-2020-10-24-at-2.00.37-PM.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1686\" \/>\n\t<meta property=\"og:image:height\" content=\"976\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Melinda Ozel\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@melindaozel\" \/>\n<meta name=\"twitter:site\" content=\"@melindaozel\" \/>\n<meta name=\"twitter:label1\" content=\"Napsal(a)\" \/>\n\t<meta name=\"twitter:data1\" content=\"Melinda Ozel\" \/>\n\t<meta name=\"twitter:label2\" content=\"Odhadovan\u00e1 doba \u010dten\u00ed\" \/>\n\t<meta name=\"twitter:data2\" content=\"12 minut\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/melindaozel.com\/bias-in-emotion-tracking\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/melindaozel.com\/bias-in-emotion-tracking\/\"},\"author\":{\"name\":\"Melinda Ozel\",\"@id\":\"https:\/\/melindaozel.com\/zh\/#\/schema\/person\/81c6262e1bfca3c71960db5aee204e3f\"},\"headline\":\"Bias In Emotion Tracking\",\"datePublished\":\"2020-10-18T16:12:40+00:00\",\"dateModified\":\"2025-02-21T04:34:06+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/melindaozel.com\/bias-in-emotion-tracking\/\"},\"wordCount\":2400,\"publisher\":{\"@id\":\"https:\/\/melindaozel.com\/zh\/#\/schema\/person\/81c6262e1bfca3c71960db5aee204e3f\"},\"image\":{\"@id\":\"https:\/\/melindaozel.com\/bias-in-emotion-tracking\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/Screen-Shot-2020-10-24-at-2.00.37-PM.png?fit=1686%2C976&ssl=1\",\"articleSection\":[\"action units (FACS AUs)\",\"AR\/VR\",\"AU1\",\"AU10\",\"AU2\",\"AU6\",\"AU7\",\"behavior\",\"cheek raiser\",\"facial anatomy\",\"facial expressions\",\"facial muscles\",\"free content\",\"frontalis\",\"inner brow raiser\",\"lid tightener\",\"outer brow raiser\",\"tech\",\"upper lip raiser\",\"wrinkles\"],\"inLanguage\":\"cs\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/melindaozel.com\/bias-in-emotion-tracking\/\",\"url\":\"https:\/\/melindaozel.com\/bias-in-emotion-tracking\/\",\"name\":\"Bias In Emotion Tracking - 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