{"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\/tr\/bias-in-emotion-tracking\/","title":{"rendered":"Duygu Takibinde \u00d6nyarg\u0131"},"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>Y\u00fcz ve Duygu Takibinde \u00d6nyarg\u0131lar<\/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>Makinelerin insanlardan daha az \u00f6nyarg\u0131l\u0131 oldu\u011funa dair pop\u00fcler a\u015f\u0131r\u0131 basitle\u015ftirmeye kat\u0131l\u0131yor gibi g\u00f6r\u00fcn\u00fcyoruz; ancak, makinelerin verilerin farkl\u0131 y\u00f6nlerini okumak ve bunlara odaklanmak i\u00e7in nas\u0131l e\u011fitildiklerini biliyorsan\u0131z, bilirsiniz: Bu i\u015f o kadar basit de\u011fil.<\/p><p>Makineler insanlar taraf\u0131ndan e\u011fitildiklerinde \u00f6nyarg\u0131dan ar\u0131nm\u0131\u015f olmazlar.<\/p><p>A\u015fa\u011f\u0131da, y\u00fcz izleme ve ifade etiketlemede ortaya \u00e7\u0131kabilecek farkl\u0131 t\u00fcrdeki \u00f6nyarg\u0131lar\u0131n bir sunumu yer almaktad\u0131r. Bu \u00f6nyarg\u0131lar\u0131n bir\u00e7o\u011fu azalt\u0131labilir; bu nedenle geli\u015ftirilmi\u015f y\u00f6ntemler i\u00e7in \u00f6neriler de ekledim. <strong>Herhangi bir t\u00fcrde y\u00fcz ve duygu takibi \u00fczerinde \u00e7al\u0131\u015f\u0131yorsan\u0131z, bu \u00f6nyarg\u0131lar\u0131n fark\u0131nda olmak sizin sorumlulu\u011funuzdad\u0131r.<\/strong><\/p><p><span style=\"text-decoration: underline;\">A\u015fa\u011f\u0131daki slaytlar\u0131 VEYA burada ba\u011flant\u0131s\u0131 verilen videoyu g\u00f6r\u00fcnt\u00fcleyin<\/span>:<strong> YouTube Video<\/strong><\/p><p style=\"text-align: center;\"><iframe src=\"https:\/\/www.youtube.com\/embed\/TdpdOcGcxkY\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd1c2af elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"dd1c2af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7f148ef elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7f148ef\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7c17381\" data-id=\"7c17381\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b0cfe2d elementor-widget elementor-widget-image\" data-id=\"b0cfe2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8261\" alt=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar\" 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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fla ilgili \u00f6nyarg\u0131lar: Bir\u00e7ok y\u00fcz ve duygu izleme \u015firketi Paul Ekman&#039;\u0131n Y\u00fcz Eylem Kodlama Sistemini (FACS) kullanmaya \u00e7al\u0131\u015fmaktad\u0131r\" 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;\">Metin<\/span>: <\/span>Bir\u00e7ok y\u00fcz ve duygu takibi<\/span><span style=\"font-weight: 300;\"> \u015firketler <\/span><i><span style=\"font-weight: 300;\">dene<\/span><\/i><span style=\"font-weight: 300;\"> Paul Ekman'\u0131n <\/span><span style=\"font-weight: 300;\">Y\u00fcz Eylem Kodlama Sistemi<\/span><span style=\"font-weight: 300;\"> (FACS)\u00a0<br \/><\/span><span style=\"font-weight: 500;\">- ancak \u00e7o\u011fu ki\u015fi bunu do\u011fru kullanmak i\u00e7in zaman ay\u0131rm\u0131yor.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar\" 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;\">Metin<\/span>: <\/span>FACS'i do\u011fru kullanmazsan\u0131z ne olur?<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"text-decoration: underline;\"><span style=\"font-weight: 300;\">yanl\u0131\u015f ifade s\u0131n\u0131fland\u0131rmas\u0131<\/span><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">tutars\u0131z ifade s\u0131n\u0131fland\u0131rmas\u0131<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">ANAR\u015e\u0130<\/span><\/li><\/ul><p><span style=\"font-weight: 300;\">FACS'i do\u011fru kullansan\u0131z bile her zaman yanl\u0131l\u0131k ve tutars\u0131zl\u0131k olacakt\u0131r - ancak dikkatli \u00f6nlemler alarak bu sorunlar \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131labilir.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: Yanl\u0131\u015f ifade s\u0131n\u0131fland\u0131rmas\u0131\" 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;\">Metin<\/span>: <\/span><b>yanl\u0131\u015f ifade s\u0131n\u0131fland\u0131rmas\u0131<\/b><\/span><\/p><ul><li><span style=\"font-weight: 300;\">Y\u00fcz hareketleri inceliklidir ve yo\u011fun bir \u00e7al\u0131\u015fma olmadan ay\u0131rt edilmesi zordur.<\/span><\/li><li><span style=\"font-weight: 300;\">FACS referanslar\u0131n\u0131n \u00e7o\u011fu (<\/span><i><span style=\"font-weight: 300;\">hari\u00e7<\/span><\/i><span style=\"font-weight: 300;\"> orijinal FACS El Kitab\u0131) yanl\u0131\u015f FACS g\u00f6rselleri sa\u011flamaktad\u0131r - g\u00fcvenilir kabul edilen kaynaklar bile.<\/span><\/li><li><span style=\"font-weight: 300;\">Bu yanl\u0131\u015fl\u0131klara ra\u011fmen, bu t\u00fcr kaynaklar y\u00fcz izleme m\u00fchendisleri ve ara\u015ft\u0131rmac\u0131lar\u0131 taraf\u0131ndan s\u0131kl\u0131kla referans olarak kullan\u0131lmaktad\u0131r.\u00a0<\/span><\/li><li><span style=\"font-weight: 500;\">Teknoloji \u015firketleri veriye dayal\u0131 rollere yeterince yat\u0131r\u0131m yapmad\u0131klar\u0131 i\u00e7in, \u00f6nemli y\u00fcz hareketlerini ay\u0131rt edebilecek do\u011fru personele veya kaynaklara sahip de\u011filler.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: Yanl\u0131\u015f ifade s\u0131n\u0131fland\u0131rmas\u0131\" 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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: Yanl\u0131\u015f \u0130fade S\u0131n\u0131fland\u0131rmas\u0131\" 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;\">Metin<\/span>: <\/span><b>yanl\u0131\u015f ifade s\u0131n\u0131fland\u0131rmas\u0131<\/b><\/span><\/p><ul><li><span style=\"font-weight: 300;\">\" gibi temel \u015fekiller<\/span><span style=\"font-weight: 300;\">dudak s\u0131k\u0131la\u015ft\u0131r\u0131c\u0131<\/span><span style=\"font-weight: 300;\">\" gibi eylemlerle d\u00fczenli olarak kar\u0131\u015ft\u0131r\u0131lmaktad\u0131r.<\/span><span style=\"font-weight: 300;\">dudak bast\u0131r\u0131c\u0131<\/span><span style=\"font-weight: 300;\">\" ve\/veya \"<\/span><span style=\"font-weight: 300;\">dudak<\/span> <span style=\"font-weight: 300;\">B\u00fcz\u00fc\u015fmek.<\/span><span style=\"font-weight: 300;\">\"<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li><span style=\"font-weight: 300;\">Dudak s\u0131k\u0131la\u015ft\u0131r\u0131c\u0131<\/span><span style=\"font-weight: 300;\"> \u00f6nemlidir: <\/span><b>duygu ifadeleri &amp; <\/b><b>konu\u015fma \u00fcretimi<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: Yanl\u0131\u015f \u0130fade S\u0131n\u0131fland\u0131rmas\u0131\" 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;\">Metin<\/span>: <\/span><b>yanl\u0131\u015f ifade s\u0131n\u0131fland\u0131rmas\u0131<\/b><\/span><\/p><ul><li><span style=\"font-weight: 300;\">Yukar\u0131da dudak s\u0131k\u0131la\u015ft\u0131r\u0131c\u0131n\u0131n ger\u00e7ek bir temsili yer almaktad\u0131r.<\/span><\/li><li><span style=\"font-weight: 300;\">Bu, her seferinde radar\u0131n alt\u0131ndan u\u00e7an bir\u00e7ok \u015fekilden sadece biri: <br \/>\u2013 <strong>yanl\u0131\u015f \u00f6\u011fretilmi\u015f<\/strong> \u2013 <strong>yanl\u0131\u015f s\u0131n\u0131fland\u0131r\u0131lm\u0131\u015f<\/strong> \u2013 <strong>yanl\u0131\u015f kullan\u0131lm\u0131\u015f<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: Tutars\u0131z \u0130fade S\u0131n\u0131fland\u0131rmas\u0131\" 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;\">Metin<\/span>: FACS'i do\u011fru kullanmad\u0131\u011f\u0131n\u0131zda ne olur?<\/span><\/span><\/p><ul><li style=\"list-style-type: none;\"><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">yanl\u0131\u015f ifade s\u0131n\u0131fland\u0131rmas\u0131<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"text-decoration: underline;\"><span style=\"font-weight: 300;\">tutars\u0131z ifade s\u0131n\u0131fland\u0131rmas\u0131<\/span><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">ANAR\u015e\u0130<\/span><ul><li style=\"list-style-type: none;\">\u00a0<\/li><\/ul><\/li><\/ul><\/li><\/ul><p><span style=\"font-weight: 300;\">FACS'i do\u011fru kullansan\u0131z bile her zaman yanl\u0131l\u0131k ve tutars\u0131zl\u0131k olacakt\u0131r - ancak dikkatli \u00f6nlemler alarak bu sorunlar \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131labilir.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: Tutars\u0131z \u0130fade S\u0131n\u0131fland\u0131rmas\u0131\" 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;\">Metin<\/span>: <\/span><b>yanl\u0131\u015f ifade s\u0131n\u0131fland\u0131rmas\u0131<\/b><\/span><\/p><p><span style=\"font-weight: 300;\">Yanl\u0131\u015f s\u0131n\u0131fland\u0131rmaya ili\u015fkin ayn\u0131 sorunlar <\/span><span style=\"font-weight: 300;\">tutars\u0131z s\u0131n\u0131fland\u0131rmaya da katk\u0131da bulunur.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: Tutars\u0131z \u0130fade S\u0131n\u0131fland\u0131rmas\u0131\" 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;\">Metin<\/span>: <\/span><b>tutars\u0131z ifade s\u0131n\u0131fland\u0131rmas\u0131<\/b><\/span><\/p><p><span style=\"font-weight: 500;\">Teknoloji \u015firketleri veri kalitesine tam anlam\u0131yla yat\u0131r\u0131m yapmazsa,\u00a0<\/span><span style=\"font-weight: 500;\">veri s\u0131n\u0131fland\u0131rma kurallar\u0131 standartla\u015ft\u0131r\u0131lamaz.<\/span><span style=\"font-weight: 500;\"><br \/><\/span><\/p><p><span style=\"font-weight: 300;\">\u015eundan dolay\u0131:<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">veri tabanl\u0131 roller i\u00e7in \u00e7al\u0131\u015fanlar\u0131n i\u015fe al\u0131nmas\u0131 ve\/veya e\u011fitilmesine y\u00f6nelik yat\u0131r\u0131m eksikli\u011fi<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">kaliteli FACS kaynaklar\u0131n\u0131n eksikli\u011fi\u00a0<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">y\u00fcz eylemlerini ay\u0131rt etmede do\u011fal bir zorluk<\/span><\/li><\/ul><p><b>\u2192<\/b> <span style=\"font-weight: 300;\">Etiketleyiciler ifadeleri tutars\u0131z bir \u015fekilde s\u0131n\u0131fland\u0131r\u0131r.<br \/><\/span><b>\u2192<\/b><span style=\"font-weight: 300;\"> \u0130z s\u00fcr\u00fcc\u00fcler tuhaf tuhafl\u0131klar geli\u015ftirir, yanl\u0131\u015f ifadeleri birbirlerine ba\u011flarken di\u011ferlerinin kafas\u0131n\u0131 kar\u0131\u015ft\u0131r\u0131r.<\/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;\">Metin<\/span>: <\/span><b>tutars\u0131z ifade s\u0131n\u0131fland\u0131rmas\u0131<\/b><\/span><\/p><p><b>NOT: <\/b><span style=\"font-weight: 300;\">Bu diyagram avatarlar i\u00e7in \u015fekil aktivasyonundaki sorunlar\u0131 a\u00e7\u0131klamak i\u00e7in yap\u0131lm\u0131\u015ft\u0131r, ancak ayn\u0131 temel kavramlar y\u00fcz ve duygu takibi i\u00e7in de ge\u00e7erlidir.<\/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;\">Metin<\/span>: FACS'i do\u011fru kullanmad\u0131\u011f\u0131n\u0131zda ne olur?<\/span><\/span><\/p><ul><li style=\"list-style-type: none;\"><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">yanl\u0131\u015f ifade s\u0131n\u0131fland\u0131rmas\u0131<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">tutars\u0131z ifade s\u0131n\u0131fland\u0131rmas\u0131<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"text-decoration: underline;\"><span style=\"font-weight: 300;\">\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/span><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">ANAR\u015e\u0130<\/span><ul><li style=\"list-style-type: none;\">\u00a0<\/li><\/ul><\/li><\/ul><\/li><\/ul><p><span style=\"font-weight: 300;\">FACS'i do\u011fru kullansan\u0131z bile her zaman yanl\u0131l\u0131k ve tutars\u0131zl\u0131k olacakt\u0131r - ancak dikkatli \u00f6nlemler alarak bu sorunlar \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131labilir.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: \u00f6nyarg\u0131l\u0131 etiketleme\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">\u0130fade etiketleri iyi tan\u0131mlanmad\u0131\u011f\u0131nda ve yeterince anla\u015f\u0131lmad\u0131\u011f\u0131nda, k\u00fc\u00e7\u00fck hatalar b\u00fcy\u00fck \u00f6nyarg\u0131lar yaratabilir.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: \u00f6nyarg\u0131l\u0131 etiketleme\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Y\u00fcz izleme teknolojisinde var olabilecek \u00f6nyarg\u0131lara ge\u00e7meden \u00f6nce, \u00f6zellik tan\u0131mlama teknolojisinde zaten var olan \u00f6nyarg\u0131lar\u0131 g\u00f6z \u00f6n\u00fcnde bulundurun: y\u00fcz tan\u0131ma.<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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">\u00d6zellik alg\u0131lamay\u0131 bile do\u011fru yapam\u0131yorsak, ifade izlemede \u00f6nyarg\u0131n\u0131n ne kadar karma\u015f\u0131k olabilece\u011fini hayal edin. \u0130fade takibi, y\u00fcz \u00f6zelliklerinin \u00f6tesinde bir anlay\u0131\u015f gerektirir. \u0130nce y\u00fcz hareketlerinin anla\u015f\u0131lmas\u0131n\u0131 gerektirir.<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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: \u00c7al\u0131\u015fmalar s\u00fcrekli olarak insanlar\u0131n farkl\u0131 k\u00fclt\u00fcrlerden y\u00fczleri yorumlamada belirgin \u015fekilde daha k\u00f6t\u00fc oldu\u011funu ortaya koymu\u015ftur.\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong>\n<\/span><\/span>\n\n<span style=\"font-weight: 300;\">Ara\u015ft\u0131rmalar s\u00fcrekli olarak insanlar\u0131n farkl\u0131 k\u00fclt\u00fcrlerden gelen y\u00fczleri yorumlamada belirgin \u015fekilde daha k\u00f6t\u00fc oldu\u011funu ortaya koymu\u015ftur.<\/span>\n<ul>\n<sup>Blais, Caroline &amp; Jack, Rachael &amp; Scheepers, Christoph &amp; Fiset, Daniel &amp; Caldara, Roberto. K\u00fclt\u00fcr Y\u00fczlere Nas\u0131l Bakt\u0131\u011f\u0131m\u0131z\u0131 \u015eekillendirir. (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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar:\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">\u0130nsanlar y\u00fczlere bakarken farkl\u0131 bilgiler elde eder ve duygular\u0131 yorumlarken farkl\u0131 ipu\u00e7lar\u0131 ararlar.\u00a0<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">K\u00fclt\u00fcr, neleri de\u011ferli bilgi ve ipu\u00e7lar\u0131 olarak g\u00f6rd\u00fc\u011f\u00fcm\u00fcz\u00fc derinden etkiler.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><\/ul><p><span style=\"font-weight: 300;\">Ara\u015ft\u0131rmalara g\u00f6re:<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"2\"><b>Do\u011fu Asya<\/b> <span style=\"font-weight: 300;\">Kat\u0131l\u0131mc\u0131lar <\/span><span style=\"font-weight: 300;\">y\u00fcz\u00fcn ortas\u0131na, burun \u00e7evresine odaklanma, g\u00f6zlere ve bak\u0131\u015f y\u00f6n\u00fcne daha fazla \u00f6nem verme e\u011filimindedir.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><b>Bat\u0131 Kafkasyal\u0131 <\/b><span style=\"font-weight: 300;\">Kat\u0131l\u0131mc\u0131lar duygu ifadelerini ka\u015flarda ve a\u011f\u0131z b\u00f6lgelerinde arama e\u011filimindedir<\/span><\/li><li style=\"font-weight: 500;\" aria-level=\"2\"><span style=\"font-weight: 500;\">Dikkatteki bu farkl\u0131l\u0131klar, kat\u0131l\u0131mc\u0131lar \u00e7eli\u015fkili ifadeler i\u00e7eren y\u00fczlere bakt\u0131klar\u0131nda \u00f6nyarg\u0131lar yarat\u0131r<br \/><\/span><span style=\"font-weight: 300;\">\u00d6rne\u011fin; mutlu bir a\u011f\u0131z ile \u00fczg\u00fcn g\u00f6zler oldu\u011funda:<br \/><\/span><span style=\"font-weight: 300;\">- Japon kat\u0131l\u0131mc\u0131lar g\u00f6zlerle g\u00f6sterilen duygulara daha fazla \u00f6nem veriyor<br \/><\/span><span style=\"font-weight: 300;\">- Amerikal\u0131 kat\u0131l\u0131mc\u0131lar a\u011f\u0131z b\u00f6lgesine daha fazla \u00f6nem veriyor.<\/span><\/li><\/ul><p>\u00a0<\/p><p><sup>1. Blais, C., Jack, R. E., Scheepers, C., Fiset, D. ve Caldara, R. (2008). K\u00fclt\u00fcr, y\u00fczlere nas\u0131l bakt\u0131\u011f\u0131m\u0131z\u0131 \u015fekillendiriyor. PLoS ONE 3:e3022. doi: 10.1371\/journal.pone.0003022<br \/><\/sup><sup>2. Elfenbein, H. A., &amp; Ambady, N. (2003). Duygular\u0131 tan\u0131mada evrenseller ve k\u00fclt\u00fcrel farkl\u0131l\u0131klar. Current Directions in Psychological Science, 12(5), 159-164.<br \/><\/sup><sup>3. Matsumoto, D., Kasri, F., &amp; Kooken, K. (1999). \u0130fade yo\u011funlu\u011fu ve \u00f6znel deneyim yarg\u0131lar\u0131nda Amerikan-Japon k\u00fclt\u00fcrel farkl\u0131l\u0131klar\u0131. Cognition &amp; Emotion, 13(2), 201-218.<br \/><\/sup><sup>4. Matsumoto, D., &amp; Ekman, P. (1989). Y\u00fczdeki duygu ifadelerinin yo\u011funluk derecelendirmelerinde Amerikan-Japon k\u00fclt\u00fcrel farkl\u0131l\u0131klar\u0131. Motivation and Emotion, 13(2), 143-157.<br \/><\/sup><sup>5. Marsh, A. A., Elfenbein, H. A., &amp; Ambady, N. (2003). Y\u00fczdeki duygu ifadelerinde s\u00f6zel olmayan \"aksanlar\" k\u00fclt\u00fcrel farkl\u0131l\u0131klar. Psychological Science, 14(4), 373-376.<br \/><\/sup><sup>6. Yuki, M., Maddux, W. W., &amp; Masuda, T. (2007). Ruha a\u00e7\u0131lan pencereler Do\u011fu ve Bat\u0131'da ayn\u0131 m\u0131? Japonya ve Amerika Birle\u015fik Devletleri'nde duygular\u0131 tan\u0131mak i\u00e7in g\u00f6zleri ve a\u011fz\u0131 ipucu olarak kullanmada k\u00fclt\u00fcrel farkl\u0131l\u0131klar. Deneysel Sosyal Psikoloji Dergisi, 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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: ifade etiketleme\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">\u015eimdi ifade etiketlemesine neyin girdi\u011fini d\u00fc\u015f\u00fcn\u00fcn ...<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: dudak k\u00f6\u015fesi bast\u0131r\u0131c\u0131 ve ya\u015fl\u0131 \u00f6nyarg\u0131s\u0131\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 300;\">E\u011fer<\/span><span style=\"font-weight: 300;\"> dudak k\u00f6\u015fe basaca\u011f\u0131<\/span><span style=\"font-weight: 300;\"> do\u011fru anla\u015f\u0131lmad\u0131\u011f\u0131nda, etiketleyicilerin yanl\u0131\u015f s\u0131n\u0131fland\u0131rma yapma olas\u0131l\u0131\u011f\u0131 daha y\u00fcksektir <\/span><span style=\"font-weight: 300;\">herhangi bir<\/span><span style=\"font-weight: 300;\"> sark\u0131k dudak k\u00f6\u015feleri ile \u015fekil <\/span><span style=\"font-weight: 300;\">dudak k\u00f6\u015fe basaca\u011f\u0131<\/span><span style=\"font-weight: 300;\">. Bu yanl\u0131\u015f s\u0131n\u0131fland\u0131r\u0131lm\u0131\u015f \u015fekiller genellikle a\u015fa\u011f\u0131dakilerin etkilerinden kaynaklan\u0131r <\/span><span style=\"font-weight: 300;\">\u00e7ene y\u00fckseltici<\/span><span style=\"font-weight: 300;\"> \u2013 <\/span><span style=\"font-weight: 300;\">ancak daha k\u00f6t\u00fc bir \u015fey de i\u00e7erebilirler<\/span><span style=\"font-weight: 300;\">: n\u00f6tr y\u00fczler (ifade i\u00e7ermeyen y\u00fczler).<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Bu yanl\u0131\u015f anlaman\u0131n muhtemel sonu\u00e7lar\u0131ndan biri \u015fudur: <\/span><b>a\u015f\u0131r\u0131 tespiti <\/b><b>dudak k\u00f6\u015fe basaca\u011f\u0131<\/b> <span style=\"font-weight: 300;\">Dudak k\u00f6\u015feleri sark\u0131k olan ki\u015filerde. \u00c7o\u011fu zaman, ya\u015fl\u0131larda yer\u00e7ekiminin uzun s\u00fcreli etkileri nedeniyle a\u011f\u0131z k\u00f6\u015feleri sark\u0131kt\u0131r.\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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: dudak k\u00f6\u015fesi bast\u0131r\u0131c\u0131 ve ya\u015fl\u0131 \u00f6nyarg\u0131s\u0131\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Yanl\u0131\u015f etiketleme uygulamalar\u0131ndan dolay\u0131, ya\u015fl\u0131 demografik gruplar a\u015f\u0131r\u0131 tespitlere maruz kalabilir<\/span><span style=\"font-weight: 300;\"> dudak k\u00f6\u015fe basaca\u011f\u0131<\/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;\">Dudak k\u00f6\u015fesi bast\u0131r\u0131c\u0131, \u00fcz\u00fcnt\u00fcn\u00fcn \u00f6nemli bir bile\u015fenidir. <\/span><span style=\"font-weight: 300;\">Bu hata, ya\u015fl\u0131 demografik gruplarda \u00fcz\u00fcnt\u00fcn\u00fcn a\u015f\u0131r\u0131 tespit edilmesine yol a\u00e7abilir mi?<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Peki ya y\u00fcz hatlar\u0131 sark\u0131k dudak k\u00f6\u015feleriyle karakterize olan di\u011fer gruplar?<\/span><span style=\"font-weight: 300;\"> Yanl\u0131\u015fl\u0131kla \"\u00fczg\u00fcn\" olarak m\u0131 yorumlanacaklar?<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: dudak k\u00f6\u015fesi bast\u0131r\u0131c\u0131 ve ya\u015fl\u0131 \u00f6nyarg\u0131s\u0131\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Bir takip cihaz\u0131n\u0131n yanl\u0131\u015f tespit yapmas\u0131 b\u00fcy\u00fck bir sorun gibi g\u00f6r\u00fcnmeyebilir <\/span><span style=\"font-weight: 300;\">dudak k\u00f6\u015fe basaca\u011f\u0131 <\/span><span style=\"font-weight: 300;\">veya<\/span><span style=\"font-weight: 300;\"> \u00fcz\u00fcnt\u00fc<\/span><span style=\"font-weight: 300;\">ama: <\/span><span style=\"font-weight: 300;\">Y\u00fcz izleme, ruh sa\u011fl\u0131\u011f\u0131 de\u011ferlendirmeleri veya potansiyel i\u015f adaylar\u0131n\u0131n de\u011ferlendirilmesi gibi daha b\u00fcy\u00fck \u015feyler i\u00e7in kullan\u0131ld\u0131\u011f\u0131nda ne olur?<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar:\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Yapay Zeka Art\u0131k G\u00f6r\u00fcnt\u00fcl\u00fc \u0130\u015f G\u00f6r\u00fc\u015fmelerinde Adaylar\u0131n Y\u00fcz \u0130fadelerini Analiz Ediyor - Unilever, IBM, Dunkin Donuts ve di\u011ferleri bu teknolojiyi kullan\u0131yor<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Duygu tan\u0131ma teknolojisi i\u015fe yaram\u0131yor, ancak i\u015fe al\u0131m uzmanlar\u0131 ve di\u011ferleri yine de kullan\u0131yor: rapor<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">'Duygu alg\u0131lama' yapay zekas\u0131 $20 milyarl\u0131k bir sekt\u00f6r. Yeni ara\u015ft\u0131rma, iddia etti\u011fi \u015feyleri yapamad\u0131\u011f\u0131n\u0131 s\u00f6yl\u00fcyor.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: \u00d6zellik tabanl\u0131 \u00f6nyarg\u0131lar\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Yanl\u0131\u015f etiketlemenin ya\u015fl\u0131 n\u00fcfuslara kar\u015f\u0131 \u00f6nyarg\u0131y\u0131 nas\u0131l k\u00f6r\u00fckleyebilece\u011finden bahsettik . . .\u00a0<\/span><b>Peki ya belirli y\u00fcz \u00f6zelliklerine sahip insanlara y\u00f6nelik di\u011fer \u00f6nyarg\u0131lar?<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: \u00d6zellik tabanl\u0131 \u00f6nyarg\u0131lar\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">\". . y\u00fcz tan\u0131ma programlar\u0131 iki farkl\u0131 t\u00fcrde \u00f6nyarg\u0131 sergilemektedir.<\/span><\/p><p><span style=\"font-weight: 300;\">Birincisi, <\/span><b>siyah y\u00fczler her g\u00fcl\u00fcmseme i\u00e7in beyaz y\u00fczlerden daha \u00f6fkeli olarak puanlanm\u0131\u015ft\u0131r. <\/b><span style=\"font-weight: 300;\">Face++ bu t\u00fcr bir \u00f6nyarg\u0131 g\u00f6stermi\u015ftir.<\/span> <span style=\"font-weight: 300;\">\u0130kincisi, <\/span><b>siyah y\u00fczler her zaman daha k\u0131zg\u0131n olarak puanland\u0131 <\/b><span style=\"font-weight: 300;\">y\u00fcz ifadeleri hakk\u0131nda herhangi bir belirsizlik varsa. Face API bu t\u00fcr bir e\u015fitsizlik sergilemi\u015ftir. Siyah y\u00fczler k\u0131smen g\u00fcl\u00fcms\u00fcyor olsa bile, analizim g\u00f6sterdi ki<\/span><span style=\"font-weight: 300;\"> sistemleri, benzer ifadelere sahip beyaz meslekta\u015flar\u0131na k\u0131yasla daha fazla olumsuz duygu varsaym\u0131\u015ft\u0131r. <\/span><span style=\"font-weight: 300;\">Ortalama duygusal puanlar \u0131rklar aras\u0131nda \u00e7ok daha yak\u0131nd\u0131, ancak siyah ve beyaz y\u00fczler i\u00e7in hala belirgin farkl\u0131l\u0131klar vard\u0131.\"<\/span><\/p><p><a href=\"https:\/\/singularityhub.com\/2019\/01\/11\/understanding-the-hidden-bias-in-emotion-reading-ais\/\" target=\"_blank\" rel=\"noopener\"><b>Duygu Okuyan Yapay Zekalarda Gizli \u00d6nyarg\u0131y\u0131 Anlamak<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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: Bu nas\u0131l olabilir? VER\u0130LERE DAHA FAZLA YATIRIM YAPMANIN NEDEN \u00d6NEML\u0130 OLDU\u011eUNU tekrar g\u00f6zden ge\u00e7irelim.\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Nas\u0131l<\/span><span style=\"font-weight: 300;\"> bu olabilir mi?\u00a0<\/span><\/p><p><span style=\"font-weight: 300;\">VER\u0130LERE DAHA FAZLA YATIRIM YAPMANIN NEDEN \u00d6NEML\u0130 OLDU\u011eUNU tekrar g\u00f6zden ge\u00e7irelim.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: \u00dcst dudak kald\u0131r\u0131c\u0131\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">FACS \u015feklini d\u00fc\u015f\u00fcn\u00fcn \"<\/span><span style=\"font-weight: 300;\">\u00fcst dudak y\u00fckseltici<\/span><span style=\"font-weight: 300;\">.\" <\/span><span style=\"font-weight: 300;\">\u00dcst dudak y\u00fckseltici<\/span><span style=\"font-weight: 300;\"> gibi duygular\u0131n \u00f6nemli bir bile\u015fenidir. <\/span><b>\u0130\u011frenme<\/b><span style=\"font-weight: 300;\">, <\/span><b>\u00d6fke<\/b><span style=\"font-weight: 300;\">,\u00a0<\/span><span style=\"font-weight: 300;\">ve <\/span><b>k\u00fc\u00e7\u00fcmseme<\/b><span style=\"font-weight: 300;\">. <\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><p><span style=\"font-weight: 300;\">\u00dcst dudak kald\u0131r\u0131c\u0131n\u0131n \u00f6zellikleri \u015funlard\u0131r:<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">kalk\u0131k \u00fcst dudak<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">yuvarlak \u00fcst nazolabial oluk b\u00f6lgesi <\/span><span style=\"font-weight: 300;\"><br \/><\/span><span style=\"font-weight: 300;\">(g\u00fclme \u00e7izgisi - foto\u011frafa bak\u0131n)<\/span><\/li><\/ul><p><strong>NOT<\/strong>: Potansiyel y\u00fcz eylemi etiketleme \u00f6nyarg\u0131lar\u0131n\u0131n yan\u0131 s\u0131ra, genel olarak Temel Duygu Teorisi (\u00f6rne\u011fin a\u015fa\u011f\u0131lama, \u00f6fke gibi temel duygu prototipleri) \u00fczerinde de \u00f6nemli tart\u0131\u015fmalar bulunmaktad\u0131r. Bak\u0131n\u0131z \"'<a href=\"https:\/\/melindaozel.com\/its-all-in-the-eyes-and-other-lies\/\" target=\"_blank\" rel=\"noopener\">Her \u015eey G\u00f6zlerde' ve Di\u011fer Yalanlar.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: Nazolabial oluk\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Baz\u0131 insanlar\u0131n nazolabial oluklar\u0131nda daha fazla kavis vard\u0131r.<\/span><\/p><p><span style=\"font-weight: 300;\">Bu sadece do\u011fal olarak olu\u015fan y\u00fcz yap\u0131lar\u0131n\u0131n bir \u00fcr\u00fcn\u00fcd\u00fcr.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: Nazolabial oluk\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Y\u00fcz Eylem Kodlama Sistemi konusunda yeterli bilgiye sahip olmayan bir etiketleyici, ifadeye dayal\u0131 olmayan nazolabial oluk e\u011frilerine sahip ki\u015fileri kolayca yanl\u0131\u015f etiketleyebilir <\/span><span style=\"font-weight: 300;\">\u00fcst dudak y\u00fckseltici<\/span><span style=\"font-weight: 300;\">.<\/span><\/p><p><span style=\"font-weight: 300;\">Bu yanl\u0131\u015f etiketler, belirli yap\u0131lara sahip y\u00fczleri ifade etmek \u00fczere e\u011fitilmi\u015f bir izleyiciyi do\u011furur <\/span><span style=\"font-weight: 300;\">\u00fcst dudak y\u00fckseltici<\/span><span style=\"font-weight: 300;\"> - tarafs\u0131z olduklar\u0131nda veya g\u00fcl\u00fcmsediklerinde bile.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><p><span style=\"font-weight: 300;\">Etiketleriniz yanl\u0131\u015fsa \"\u00e7e\u015fitli veri seti\" temin etmenin bir \u00f6nemi yoktur.<\/span><\/p><p><span style=\"font-weight: 300;\">B\u00f6yle bir e\u011fitim Lauren Rhue'nun \u015fu bulgular\u0131n\u0131 a\u00e7\u0131kl\u0131yor<\/span> <b>Duygu Okuyan Yapay Zekalarda Gizli \u00d6nyarg\u0131y\u0131 Anlamak<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: B\u00fct\u00fcnsel duygu etiketleme\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">FACS tabanl\u0131 bir yakla\u015f\u0131mdan uzakla\u015fsan\u0131z ve etiketleyicilerin duygular\u0131 b\u00fct\u00fcnsel olarak s\u0131n\u0131fland\u0131rmas\u0131n\u0131 sa\u011flamaya \u00e7al\u0131\u015fsan\u0131z bile \u00f6nyarg\u0131l\u0131 duygu etiketlemesinin varl\u0131\u011f\u0131 devam edecektir.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar\" 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;\">Metin<\/span>: <strong>\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 500;\">B\u00fct\u00fcnc\u00fcl duygu etiketlemesinin neden ba\u015far\u0131s\u0131z olma olas\u0131l\u0131\u011f\u0131 kadar (hatta daha fazla) oldu\u011fu anla\u015f\u0131lmad\u0131ysa - <\/span><b>I\u015eTE BIR TAZELEME<\/b><b>:<\/b><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">\u0130nsanlar y\u00fczlere bakarken farkl\u0131 bilgiler elde eder ve duygular\u0131 yorumlarken farkl\u0131 ipu\u00e7lar\u0131 ararlar.\u00a0<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">K\u00fclt\u00fcr, neleri de\u011ferli bilgi ve ipu\u00e7lar\u0131 olarak g\u00f6rd\u00fc\u011f\u00fcm\u00fcz\u00fc derinden etkiler.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><\/ul><p><span style=\"font-weight: 300;\">Ara\u015ft\u0131rmalara g\u00f6re:<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"2\"><b>Do\u011fu Asya<\/b><span style=\"font-weight: 300;\"> Kat\u0131l\u0131mc\u0131lar, g\u00f6zlere ve bak\u0131\u015f y\u00f6n\u00fcne daha fazla \u00f6nem vererek y\u00fcz\u00fcn ortas\u0131na, burun \u00e7evresine odaklanma e\u011filimindedir.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><b>Bat\u0131 Kafkasyal\u0131 <\/b><span style=\"font-weight: 300;\">Kat\u0131l\u0131mc\u0131lar duygu ifadelerini ka\u015flarda ve a\u011f\u0131z b\u00f6lgelerinde arama e\u011filimindedir<\/span><\/li><li style=\"font-weight: 500;\" aria-level=\"2\"><span style=\"font-weight: 500;\">Dikkatteki bu farkl\u0131l\u0131klar, kat\u0131l\u0131mc\u0131lar \u00e7eli\u015fkili ifadeler i\u00e7eren y\u00fczlere bakt\u0131klar\u0131nda \u00f6nyarg\u0131lar yarat\u0131r<br \/><\/span><span style=\"font-weight: 300;\">\u00d6rne\u011fin; mutlu bir a\u011f\u0131z ile \u00fczg\u00fcn g\u00f6zler oldu\u011funda:<br \/><\/span><span style=\"font-weight: 300;\">- Japon kat\u0131l\u0131mc\u0131lar g\u00f6zlerle g\u00f6sterilen duygulara daha fazla \u00f6nem veriyor<br \/><\/span><span style=\"font-weight: 300;\">- Amerikal\u0131 kat\u0131l\u0131mc\u0131lar a\u011f\u0131z b\u00f6lgesine daha fazla \u00f6nem veriyor.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar\" 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;\">Metin<\/span>: FACS'i do\u011fru kullanmad\u0131\u011f\u0131n\u0131zda ne olur?<\/span><\/span><\/p><ul><li style=\"list-style-type: none;\"><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">yanl\u0131\u015f ifade s\u0131n\u0131fland\u0131rmas\u0131<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">tutars\u0131z ifade s\u0131n\u0131fland\u0131rmas\u0131<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">\u00f6nyarg\u0131l\u0131 etiketleme (\u0131rksal, k\u00fclt\u00fcrel, ya\u015fa ba\u011fl\u0131 vb.)<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"text-decoration: underline;\"><span style=\"font-weight: 300;\">ANAR\u015e\u0130<\/span><\/span><ul><li style=\"list-style-type: none;\">\u00a0<\/li><\/ul><\/li><\/ul><\/li><\/ul><p><span style=\"font-weight: 300;\">FACS'i do\u011fru kullansan\u0131z bile her zaman yanl\u0131l\u0131k ve tutars\u0131zl\u0131k olacakt\u0131r - ancak dikkatli \u00f6nlemler alarak bu sorunlar \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131labilir.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: \u00d6nyarg\u0131lar\u0131n Azalt\u0131lmas\u0131\" 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;\">Metin<\/span>: <strong>ANAR\u015e\u0130<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">E\u011fer . . .\u00a0<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">k\u00fclt\u00fcr, ifadeleri ve duygular\u0131 nas\u0131l yorumlad\u0131\u011f\u0131m\u0131z\u0131 etkiler<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">\u00e7evresel ko\u015fullar y\u00fczleri de\u011ferlendirmek i\u00e7in hangi ipu\u00e7lar\u0131na bakt\u0131\u011f\u0131m\u0131z\u0131 etkiler<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">y\u00fcz eylemleri bilgisi ifadeleri nas\u0131l etiketledi\u011fimizi etkiler<\/span><\/li><\/ul><p><span style=\"font-weight: 300;\">. . . Teknoloji \u015firketleri insan kaynakl\u0131 bu hatalar\u0131 azaltmak ve s\u0131z\u0131nt\u0131lar\u0131 \u00f6nlemek i\u00e7in ne yapabilir?\u00a0<\/span><span style=\"font-weight: 300;\">Algoritmalara m\u0131?<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: \u00d6nyarg\u0131lar\u0131n Azalt\u0131lmas\u0131\" 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;\">Metin<\/span>: <\/span><\/span><span style=\"font-weight: 300;\">Teknoloji \u015firketleri y\u00fcz takibindeki \u00f6nyarg\u0131lar\u0131 azaltmak i\u00e7in ne yapabilir?<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><ul><li style=\"font-weight: 500;\" aria-level=\"1\"><span style=\"font-weight: 500;\">Teknoloji \u015firketleri \u015funu kabul etmelidir <\/span><span style=\"font-weight: 500;\">y\u00fcz takibi m\u00fchendislik kapsam\u0131n\u0131n \u00f6tesine ge\u00e7mi\u015ftir.<\/span><\/li><li style=\"font-weight: 500;\" aria-level=\"1\"><span style=\"font-weight: 500;\">Teknoloji \u015firketleri <\/span><span style=\"font-weight: 500;\">Teknolojinin \u00f6nyarg\u0131ya kar\u015f\u0131 savunmas\u0131zl\u0131\u011f\u0131n\u0131 kabul edin ve \u00e7al\u0131\u015fanlar\u0131 bu savunmas\u0131zl\u0131klar konusunda e\u011fitin.<\/span><\/li><li style=\"font-weight: 500;\" aria-level=\"1\"><span style=\"font-weight: 500;\">Teknoloji \u015firketleri <\/span><span style=\"font-weight: 500;\">veri kalitesine daha fazla yat\u0131r\u0131m yap\u0131n.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: \u00d6nyarg\u0131lar\u0131n Azalt\u0131lmas\u0131\" 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;\">Metin<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Y\u00fcz izleme teknolojisindeki ilerlemelerin fark\u0131na varmak, a\u00e7\u0131klar\u0131n\u0131 anlamak ve veri kalitesine daha fazla yat\u0131r\u0131m yapmak anlam\u0131na geliyor. . .\u00a0<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Asl\u0131nda <\/span><span style=\"font-weight: 300;\">personel sayisi tahsi\u0307si\u0307<\/span><span style=\"font-weight: 300;\"> Veri kalitesine odaklanan rollere y\u00f6nelmek - bu m\u00fchendislik kadrolar\u0131ndan yer ay\u0131rmay\u0131 gerektirse bile.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Zaman ve enerji harcamak, <\/span><span style=\"font-weight: 300;\">ve<\/span><span style=\"font-weight: 300;\"> Kaynaklar<\/span><span style=\"font-weight: 300;\"> i\u00e7in <\/span><span style=\"font-weight: 300;\">veri uzmanlar\u0131 bulun. <\/span><span style=\"font-weight: 300;\">Bu m\u00fcmk\u00fcn de\u011filse, veri uzmanlar\u0131n\u0131 E\u011e\u0130TMEK i\u00e7in zaman, enerji ve kaynak harcamak yine de \u015firketin g\u00f6revidir. <\/span><b>Y\u00fcz ifadelerini s\u0131n\u0131fland\u0131rmak, trafik sinyalleri gibi temel nesneleri s\u0131n\u0131fland\u0131rmaktan \u00e7ok daha karma\u015f\u0131kt\u0131r ve bu \u015fekilde ele al\u0131nmal\u0131d\u0131r.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: y\u00fcz takibindeki \u00f6nyarg\u0131lar\u0131n azalt\u0131lmas\u0131\" 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;\">Metin<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Y\u00fcz izlemede \u00f6nyarg\u0131lar\u0131 azaltma<\/span><\/p><p><span style=\"font-weight: 500;\">Y\u00fcz izleme teknolojisindeki ilerlemelerin fark\u0131na varmak, a\u00e7\u0131klar\u0131n\u0131 anlamak ve veri kalitesine daha fazla yat\u0131r\u0131m yapmak anlam\u0131na geliyor. . .\u00a0<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><ul><li><span style=\"font-weight: 300;\">M\u00fchendislik, ara\u015ft\u0131rma ve \u00fcr\u00fcn, verilere sadece neye ihtiya\u00e7 duyduklar\u0131n\u0131 s\u00f6ylememeli, D\u0130NLEMEL\u0130 <\/span><span style=\"font-weight: 300;\">Veri ekiplerinin neye ihtiya\u00e7 duydu\u011funa. Veri ekipleri, i\u015fleyen algoritmalar i\u00e7in gereken perde arkas\u0131 \u00e7al\u0131\u015fmalar hakk\u0131nda en bilgili ki\u015filerdir. <\/span><b>BIR\u00c7OK \u015eIRKETIN BA\u015eARISIZ OLDU\u011eU YER BURASIDIR.<\/b><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Veri tabanl\u0131 rollere sahip \u00e7al\u0131\u015fanlar\u0131n m\u00fchendislik, ara\u015ft\u0131rma ve \u00fcr\u00fcn ekipleriyle d\u00fczenli olarak aray\u00fcz olu\u015fturmas\u0131n\u0131 zorunlu k\u0131lmak.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: uygun e\u011fitim\" 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;\">Metin<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Y\u00fcz izlemede \u00f6nyarg\u0131lar\u0131 azaltma<\/span><\/p><p><span style=\"font-weight: 500;\">Y\u00fcz izleme teknolojisindeki ilerlemelerin fark\u0131na varmak, a\u00e7\u0131klar\u0131n\u0131 anlamak ve veri kalitesine daha fazla yat\u0131r\u0131m yapmak anlam\u0131na geliyor. . .\u00a0<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">\u00c7al\u0131\u015fanlar\u0131 teknolojide \u00f6nyarg\u0131 ger\u00e7e\u011fi konusunda e\u011fitmek.<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Do\u011fru \u00f6nlemleri almak <\/span><span style=\"font-weight: 300;\">etiketlemeyi standartla\u015ft\u0131r\u0131n ve tan\u0131mlay\u0131n.<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Her zaman <\/span><span style=\"font-weight: 300;\">\u00f6nyarg\u0131n\u0131n ne zaman ve nerede ortaya \u00e7\u0131kabilece\u011fini g\u00f6z \u00f6n\u00fcnde bulundurmak.<br \/><\/span><span style=\"font-weight: 300;\">- Kim etiketliyor?<br \/><\/span><span style=\"font-weight: 300;\">- Neyi etiketliyorlar?<br \/><\/span><span style=\"font-weight: 300;\">- Etiketlemelerini hangi fakt\u00f6rler etkileyebilir?<br \/>* <\/span><span style=\"font-weight: 300;\"><strong>ruh hali <\/strong>* <\/span><span style=\"font-weight: 300;\"><strong>k\u00fclt\u00fcr<\/strong> * <\/span><strong>deneyim<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: statik g\u00f6r\u00fcnt\u00fcler\" 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;\">Metin<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Y\u00fcz izlemede \u00f6nyarg\u0131lar\u0131 azaltma<\/span><\/p><p><span style=\"font-weight: 500;\">Y\u00fcz izleme teknolojisindeki ilerlemelerin fark\u0131na varmak, a\u00e7\u0131klar\u0131n\u0131 anlamak ve veri kalitesine daha fazla yat\u0131r\u0131m yapmak anlam\u0131na geliyor. . .\u00a0<\/span><\/p><p><b>YAN NOT:<\/b> <span style=\"font-weight: 300;\">STATIK G\u00d6R\u00dcNT\u00dcLERDEN IFADELERI ETIKETLEMEYI DURDURUN.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><ul><li><span style=\"font-weight: 300;\">Do\u011fru FACS ve duygu etiketlemesi b\u00fcy\u00fck \u00f6l\u00e7\u00fcde hareketi g\u00f6rmeye ba\u011fl\u0131d\u0131r.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li><span style=\"font-weight: 300;\">Hareket daha fazla vurgulansayd\u0131, sark\u0131k dudak k\u00f6\u015feleri ve kavisli nazolabial oluk gibi statik y\u00fcz \u00f6zelliklerinin alg\u0131lanma olas\u0131l\u0131\u011f\u0131 daha d\u00fc\u015f\u00fck olurdu. <\/span><span style=\"font-weight: 300;\">dudak k\u00f6\u015fe basaca\u011f\u0131<\/span><span style=\"font-weight: 300;\"> ve <\/span><span style=\"font-weight: 300;\">\u00fcst dudak y\u00fckseltici <\/span><span style=\"font-weight: 300;\">(s\u0131ras\u0131yla).<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: Kapan\u0131\u015f Notlar\u0131\" 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;\">Metin<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Y\u00fcz izlemede \u00f6nyarg\u0131lar\u0131 azaltma<\/span><\/p><p><span style=\"font-weight: 300;\">Kapan\u0131\u015f notlar\u0131 . . .\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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: Sonu\u00e7lar\" 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;\">Metin<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Y\u00fcz izlemede \u00f6nyarg\u0131lar\u0131 azaltma<\/span><\/p><p><span style=\"font-weight: 300;\">Teknolojiye ne kadar \u00e7ok inan\u0131r ve g\u00fcvenirsek,\u00a0<\/span><span style=\"font-weight: 300;\">bu \u00f6nyarg\u0131lar o kadar fazla sonu\u00e7 do\u011furacakt\u0131r.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: Yapay zeka etkileri\" 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;\">Metin<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Y\u00fcz izlemede \u00f6nyarg\u0131lar\u0131 azaltma<\/span><\/p><p><span style=\"font-weight: 300;\">\"... y\u00fcz tan\u0131ma yaz\u0131l\u0131m\u0131, ki\u015finin \u0131rk\u0131na g\u00f6re duygular\u0131 farkl\u0131 yorumluyor.  ...Bu bulgunun bireyler, kurulu\u015flar ve toplum i\u00e7in etkileri vard\u0131r ve yapay zekada \u00f6nyarg\u0131 ve\/veya farkl\u0131 etki konusunda b\u00fcy\u00fcyen literat\u00fcre katk\u0131da bulunmaktad\u0131r.\"<\/span><\/p><p><span style=\"font-weight: 300;\">Rhue, Lauren, <\/span><b>Otomatikle\u015ftirilmi\u015f Duygu Alg\u0131lar\u0131 \u00dczerinde Irksal Etki\u00a0<\/b><span style=\"font-weight: 300;\">(9 Kas\u0131m 2018).\u00a0<\/span><span style=\"font-weight: 300;\">SSRN'de mevcuttur: <\/span><span style=\"font-weight: 300;\"><a href=\"https:\/\/ssrn.com\/abstract=3281765\" rel=\"nofollow\">https:\/\/ssrn.com\/abstract=3281765<\/a> veya <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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: Veri Sorumlulu\u011fu\" 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;\">Metin<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Y\u00fcz izlemede \u00f6nyarg\u0131lar\u0131 azaltma<\/span><\/p><p><span style=\"font-weight: 300;\">Sorumluluk al\u0131n.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><span style=\"font-weight: 300;\">\u00d6nyarg\u0131y\u0131 azaltmak i\u00e7in \u00e7al\u0131\u015f\u0131n.<br \/><\/span><span style=\"font-weight: 300;\">Verilere daha fazla yat\u0131r\u0131m yap\u0131n.<\/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=\"Y\u00fcz ve duygu takibinde \u0131rksal, k\u00fclt\u00fcrel ve ya\u015fa ba\u011fl\u0131 \u00f6nyarg\u0131lar: FACS Hile Sayfas\u0131\" 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;\">Metin<\/span>:<\/span><\/span><\/p><p><span style=\"font-weight: 300;\">D\u00fc\u015f\u00fck kaliteli ve hatal\u0131 FACS referanslar\u0131n\u0131n yayg\u0131nl\u0131\u011f\u0131na yan\u0131t olarak, <\/span><span style=\"font-weight: 300;\">\u00dccretsiz bir \"FACS Cheat Sheet\" olu\u015fturdum <\/span><span style=\"font-weight: 300;\">sanat\u00e7\u0131lar, ara\u015ft\u0131rmac\u0131lar ve m\u00fchendisler i\u00e7in bir rehber olarak hizmet etmek. FACS kaynak sitemde mevcuttur, <\/span><b><i>FACS ile Y\u00fczle\u015fin<\/i><\/b><span style=\"font-weight: 300;\">. Dan\u0131\u015fmanl\u0131k i\u00e7in de a\u00e7\u0131\u011f\u0131m.<\/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>Makinelerin insanlardan daha az \u00f6nyarg\u0131l\u0131 oldu\u011funa dair pop\u00fcler a\u015f\u0131r\u0131 basitle\u015ftirmeye kat\u0131l\u0131yor gibi g\u00f6r\u00fcn\u00fcyoruz; ancak, makinelerin verilerin farkl\u0131 y\u00f6nlerini okumak ve bunlara odaklanmak i\u00e7in nas\u0131l e\u011fitildiklerini biliyorsan\u0131z, bilirsiniz: Bu i\u015f o kadar basit de\u011fil.<\/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 v27.2 (Yoast SEO v27.2) - 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