{"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\/pt\/bias-in-emotion-tracking\/","title":{"rendered":"Vi\u00e9s no rastreamento de emo\u00e7\u00f5es"},"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>Vias em Rastreamento de Rosto e Emo\u00e7\u00e3o<\/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>Parecemos subscrever a popular simplifica\u00e7\u00e3o excessiva de que as m\u00e1quinas s\u00e3o menos tendenciosas do que as humanas; no entanto, se voc\u00ea estiver familiarizado com as maneiras pelas quais as m\u00e1quinas s\u00e3o treinadas para ler e se concentrar em diferentes aspectos dos dados, voc\u00ea saber\u00e1: N\u00e3o \u00e9 t\u00e3o simples assim.<\/p><p>As m\u00e1quinas n\u00e3o est\u00e3o livres de preconceitos se elas forem treinadas por humanos.<\/p><p>A seguir, uma apresenta\u00e7\u00e3o dos diferentes tipos de enviesamentos que podem ocorrer no rastreamento facial e na rotulagem de express\u00e3o. Muitos desses vieses podem ser reduzidos; por isso, inclu\u00ed tamb\u00e9m sugest\u00f5es de m\u00e9todos melhorados. <strong>Se voc\u00ea estiver trabalhando em rastreamento de rosto e emo\u00e7\u00e3o de qualquer tipo, \u00e9 sua responsabilidade estar ciente desses preconceitos.<\/strong><\/p><p><span style=\"text-decoration: underline;\">Veja os slides abaixo OU o v\u00eddeo ligado aqui<\/span>:<strong> V\u00eddeo do YouTube<\/strong><\/p><p style=\"text-align: center;\"><iframe src=\"https:\/\/www.youtube.com\/embed\/TdpdOcGcxkY\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd1c2af elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"dd1c2af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7f148ef elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7f148ef\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7c17381\" data-id=\"7c17381\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b0cfe2d elementor-widget elementor-widget-image\" data-id=\"b0cfe2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8261\" alt=\"Vieses raciais, culturais e et\u00e1rios relacionados ao rastreamento de rosto e emo\u00e7\u00f5es\" 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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Muitas empresas de rastreamento de rosto e emo\u00e7\u00f5es tentam usar o Sistema de Codifica\u00e7\u00e3o de A\u00e7\u00e3o Facial (FACS) de Paul Ekman\" 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;\">Texto<\/span>: <\/span>Muitos rostos e emo\u00e7\u00f5es<\/span><span style=\"font-weight: 300;\"> empresas <\/span><i><span style=\"font-weight: 300;\">tente<\/span><\/i><span style=\"font-weight: 300;\"> para usar o Paul Ekman's <\/span><span style=\"font-weight: 300;\">Sistema de Codifica\u00e7\u00e3o da A\u00e7\u00e3o Facial<\/span><span style=\"font-weight: 300;\"> (FACS)\u00a0<br \/><\/span><span style=\"font-weight: 500;\">- mas muitos n\u00e3o levam tempo para us\u00e1-la corretamente.<\/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=\"Vieses raciais, culturais e et\u00e1rios relacionados ao rastreamento de rosto e emo\u00e7\u00f5es\" 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;\">Texto<\/span>: <\/span>O que acontece quando voc\u00ea n\u00e3o usa bem o FACS?<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"text-decoration: underline;\"><span style=\"font-weight: 300;\">classifica\u00e7\u00e3o de express\u00f5es incorretas<\/span><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">classifica\u00e7\u00e3o de express\u00e3o inconsistente<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">anarquia<\/span><\/li><\/ul><p><span style=\"font-weight: 300;\">Mesmo se voc\u00ea usar o FACS adequadamente, sempre haver\u00e1 parcialidade e inconsist\u00eancia - mas tomando medidas cuidadosas, estas quest\u00f5es podem ser significativamente reduzidas.<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Classifica\u00e7\u00e3o de express\u00f5es incorretas\" 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;\">Texto<\/span>: <\/span><b>classifica\u00e7\u00e3o de express\u00f5es incorretas<\/b><\/span><\/p><ul><li><span style=\"font-weight: 300;\">As a\u00e7\u00f5es faciais s\u00e3o sutis e dif\u00edceis de diferenciar sem um estudo intensivo.<\/span><\/li><li><span style=\"font-weight: 300;\">A maioria das refer\u00eancias FACS (<\/span><i><span style=\"font-weight: 300;\">excluindo<\/span><\/i><span style=\"font-weight: 300;\"> o Manual FACS original) fornecem imagens FACS incorretas - mesmo fontes consideradas confi\u00e1veis.<\/span><\/li><li><span style=\"font-weight: 300;\">Apesar destas imprecis\u00f5es, tais fontes s\u00e3o freq\u00fcentemente utilizadas como refer\u00eancias por engenheiros e pesquisadores de rastreamento facial.\u00a0<\/span><\/li><li><span style=\"font-weight: 500;\">Como as empresas de tecnologia n\u00e3o investem o suficiente em fun\u00e7\u00f5es baseadas em dados, elas provavelmente n\u00e3o possuem o pessoal ou recursos adequados para diferenciar a\u00e7\u00f5es faciais importantes.<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Classifica\u00e7\u00e3o de express\u00f5es incorretas\" 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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Classifica\u00e7\u00e3o da Express\u00e3o Incorreta\" 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;\">Texto<\/span>: <\/span><b>classifica\u00e7\u00e3o de express\u00f5es incorretas<\/b><\/span><\/p><ul><li><span style=\"font-weight: 300;\">Formas b\u00e1sicas como \"<\/span><span style=\"font-weight: 300;\">aperto de l\u00e1bios<\/span><span style=\"font-weight: 300;\">\" se confundem regularmente com a\u00e7\u00f5es como \"<\/span><span style=\"font-weight: 300;\">espremedor labial<\/span><span style=\"font-weight: 300;\">e\/ou \" e\/ou \"<\/span><span style=\"font-weight: 300;\">l\u00e1bio<\/span> <span style=\"font-weight: 300;\">pucker.<\/span><span style=\"font-weight: 300;\">\u201d<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li><span style=\"font-weight: 300;\">Apertador labial<\/span><span style=\"font-weight: 300;\"> \u00e9 importante em: <\/span><b>express\u00f5es emocionais &amp; <\/b><b>produ\u00e7\u00e3o da fala<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Classifica\u00e7\u00e3o da Express\u00e3o Incorreta\" 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;\">Texto<\/span>: <\/span><b>classifica\u00e7\u00e3o de express\u00f5es incorretas<\/b><\/span><\/p><ul><li><span style=\"font-weight: 300;\">Acima est\u00e1 uma verdadeira representa\u00e7\u00e3o do aperto dos l\u00e1bios.<\/span><\/li><li><span style=\"font-weight: 300;\">Esta \u00e9 apenas uma das muitas formas que voam sob o radar cada vez que est\u00e3o: <br \/>\u2013 <strong>equivocado<\/strong> \u2013 <strong>Classificado erroneamente<\/strong> \u2013 <strong>mal utilizado<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Classifica\u00e7\u00e3o da Express\u00e3o Inconsistente\" 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;\">Texto<\/span>: O que acontece quando voc\u00ea n\u00e3o usa bem o FACS?<\/span><\/span><\/p><ul><li style=\"list-style-type: none;\"><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">classifica\u00e7\u00e3o de express\u00f5es incorretas<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"text-decoration: underline;\"><span style=\"font-weight: 300;\">classifica\u00e7\u00e3o de express\u00e3o inconsistente<\/span><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">anarquia<\/span><ul><li style=\"list-style-type: none;\">\u00a0<\/li><\/ul><\/li><\/ul><\/li><\/ul><p><span style=\"font-weight: 300;\">Mesmo se voc\u00ea usar o FACS adequadamente, sempre haver\u00e1 parcialidade e inconsist\u00eancia - mas tomando medidas cuidadosas, estas quest\u00f5es podem ser significativamente reduzidas.<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Classifica\u00e7\u00e3o da Express\u00e3o Inconsistente\" 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;\">Texto<\/span>: <\/span><b>classifica\u00e7\u00e3o de express\u00f5es incorretas<\/b><\/span><\/p><p><span style=\"font-weight: 300;\">As mesmas quest\u00f5es em torno da classifica\u00e7\u00e3o incorreta <\/span><span style=\"font-weight: 300;\">tamb\u00e9m contribuem para uma classifica\u00e7\u00e3o inconsistente.<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Classifica\u00e7\u00e3o da Express\u00e3o Inconsistente\" 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;\">Texto<\/span>: <\/span><b>classifica\u00e7\u00e3o de express\u00e3o inconsistente<\/b><\/span><\/p><p><span style=\"font-weight: 500;\">Se as empresas de tecnologia n\u00e3o investirem completamente na qualidade dos dados,\u00a0<\/span><span style=\"font-weight: 500;\">suas regras de classifica\u00e7\u00e3o de dados n\u00e3o podem ser padronizadas.<\/span><span style=\"font-weight: 500;\"><br \/><\/span><\/p><p><span style=\"font-weight: 300;\">Devido a:<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">a falta de investimento na contrata\u00e7\u00e3o e\/ou treinamento de funcion\u00e1rios para fun\u00e7\u00f5es baseadas em dados<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">uma falta de recursos FACS de qualidade\u00a0<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">uma dificuldade inerente na diferencia\u00e7\u00e3o das a\u00e7\u00f5es faciais<\/span><\/li><\/ul><p><b>\u2192<\/b> <span style=\"font-weight: 300;\">Os etiquetadores classificam as express\u00f5es de forma inconsistente.<br \/><\/span><b>\u2192<\/b><span style=\"font-weight: 300;\"> Os rastreadores desenvolvem estranhas peculiaridades, amarrando express\u00f5es incorretas uns aos outros enquanto confundem os outros.<\/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;\">Texto<\/span>: <\/span><b>classifica\u00e7\u00e3o de express\u00e3o inconsistente<\/b><\/span><\/p><p><b>NOTA: <\/b><span style=\"font-weight: 300;\">Este diagrama foi feito para explicar os problemas na ativa\u00e7\u00e3o da forma dos avatares, mas os mesmos conceitos b\u00e1sicos se aplicam ao rastreamento de rosto e emo\u00e7\u00e3o.<\/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;\">Texto<\/span>: O que acontece quando voc\u00ea n\u00e3o usa bem o FACS?<\/span><\/span><\/p><ul><li style=\"list-style-type: none;\"><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">classifica\u00e7\u00e3o de express\u00f5es incorretas<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">classifica\u00e7\u00e3o de express\u00e3o inconsistente<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"text-decoration: underline;\"><span style=\"font-weight: 300;\">rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/span><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">anarquia<\/span><ul><li style=\"list-style-type: none;\">\u00a0<\/li><\/ul><\/li><\/ul><\/li><\/ul><p><span style=\"font-weight: 300;\">Mesmo se voc\u00ea usar o FACS adequadamente, sempre haver\u00e1 parcialidade e inconsist\u00eancia - mas tomando medidas cuidadosas, estas quest\u00f5es podem ser significativamente reduzidas.<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rosto e no acompanhamento emocional: rotulagem tendenciosa\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Quando as etiquetas de express\u00e3o s\u00e3o mal definidas e mal compreendidas, pequenos erros podem criar grandes preconceitos.<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rosto e no acompanhamento emocional: rotulagem tendenciosa\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Antes de entrar nos preconceitos que podem existir na tecnologia de rastreamento facial, considere os preconceitos j\u00e1 existentes na tecnologia de identifica\u00e7\u00e3o de caracter\u00edsticas: o reconhecimento facial.<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=\"Vieses raciais, culturais e et\u00e1rios relacionados ao rastreamento de rosto e emo\u00e7\u00f5es\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Se n\u00e3o conseguirmos nem mesmo obter a detec\u00e7\u00e3o correta de caracter\u00edsticas, imagine como o rastreamento de express\u00f5es pode ser complicado. O rastreamento da express\u00e3o exige um entendimento al\u00e9m das caracter\u00edsticas faciais. Exige uma compreens\u00e3o dos movimentos faciais sutis.<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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Estudos t\u00eam consistentemente descoberto que as pessoas s\u00e3o notavelmente piores na interpreta\u00e7\u00e3o de rostos de diferentes culturas.\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong>\n<\/span><\/span>\n\n<span style=\"font-weight: 300;\">Estudos t\u00eam consistentemente descoberto que as pessoas s\u00e3o notavelmente piores na interpreta\u00e7\u00e3o de rostos de diferentes culturas.<\/span>\n<ul>\n<sup>Blais, Caroline &amp; Jack, Rachael &amp; Scheepers, Christoph &amp; Fiset, Daniel &amp; Caldara, Roberto. A cultura forma como olhamos para as faces. (2008).PloS um. 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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es:\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">As pessoas extraem informa\u00e7\u00f5es de maneira diferente quando olham os rostos e buscam pistas diferentes ao interpretar as emo\u00e7\u00f5es.\u00a0<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">A cultura influencia profundamente o que consideramos informa\u00e7\u00f5es e pistas valiosas.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><\/ul><p><span style=\"font-weight: 300;\">Estudos descobriram:<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"2\"><b>Leste Asi\u00e1tico<\/b> <span style=\"font-weight: 300;\">participantes <\/span><span style=\"font-weight: 300;\">tendem a se concentrar no meio do rosto, ao redor do nariz, dando mais import\u00e2ncia \u00e0 dire\u00e7\u00e3o dos olhos e dos olhares.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><b>Caucasiano Ocidental <\/b><span style=\"font-weight: 300;\">os participantes tendem a procurar express\u00f5es de emo\u00e7\u00e3o nas sobrancelhas e nas \u00e1reas da boca<\/span><\/li><li style=\"font-weight: 500;\" aria-level=\"2\"><span style=\"font-weight: 500;\">Essas diferen\u00e7as de aten\u00e7\u00e3o criam preconceitos quando os participantes olham para rostos com express\u00f5es conflitantes<br \/><\/span><span style=\"font-weight: 300;\">por exemplo, quando h\u00e1 olhos tristes com uma boca feliz:<br \/><\/span><span style=\"font-weight: 300;\">- Os participantes japoneses d\u00e3o mais import\u00e2ncia \u00e0 emo\u00e7\u00e3o mostrada nos olhos<br \/><\/span><span style=\"font-weight: 300;\">- Os participantes americanos se preocupam mais com a \u00e1rea da boca.<\/span><\/li><\/ul><p>\u00a0<\/p><p><sup>1. Blais, C., Jack, R. E., Scheepers, C., Fiset, D., e Caldara, R. (2008). A cultura molda como olhamos para os rostos. PLoS ONE 3:e3022. doi: 10.1371\/journal.pone.0003022<br \/><\/sup><sup>2. Elfenbein, H. A., &amp; Ambady, N. (2003). Universals and cultural differences in recognizing emotions (Universalidades e diferen\u00e7as culturais no reconhecimento das emo\u00e7\u00f5es). Current Directions in Psychological Science, 12(5), 159-164.<br \/><\/sup><sup>3. Matsumoto, D., Kasri, F., &amp; Kooken, K. (1999). Diferen\u00e7as culturais americano-japonesa em julgamentos de intensidade de express\u00e3o e experi\u00eancia subjetiva. Cognition &amp; Emotion, 13(2), 201-218.<br \/><\/sup><sup>4. Matsumoto, D., &amp; Ekman, P. (1989). Diferen\u00e7as culturais americano-japonesa nas classifica\u00e7\u00f5es de intensidade das express\u00f5es faciais de emo\u00e7\u00e3o. Motiva\u00e7\u00e3o e Emo\u00e7\u00e3o, 13(2), 143-157.<br \/><\/sup><sup>5. Marsh, A. A. A., Elfenbein, H. A., &amp; Ambady, N. (2003). Diferen\u00e7as culturais de \"acentos\" n\u00e3o verbais em express\u00f5es faciais de emo\u00e7\u00e3o. Psychological Science, 14(4), 373-376.<br \/><\/sup><sup>6. Yuki, M., Maddux, W. W., &amp; Masuda, T. (2007). As janelas para a alma s\u00e3o as mesmas no Leste e no Oeste? Diferen\u00e7as culturais no uso dos olhos e da boca como pistas para reconhecer as emo\u00e7\u00f5es no Jap\u00e3o e nos Estados Unidos. Journal of Experimental Social Psychology, 43(2), 303-311.<\/sup><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7bd886e elementor-widget elementor-widget-image\" data-id=\"7bd886e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2020\/10\/racial-cultural-age-related-bias-in-face-and-emotion-tracking-cover-FACS-expression-labeling.png?fit=900%2C506&amp;ssl=1\" class=\"attachment-large size-large wp-image-8292\" alt=\"Vieses raciais, culturais e et\u00e1rios relacionados ao rastreamento de rosto e emo\u00e7\u00f5es: rotulagem de express\u00e3o\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Agora considere o que vai para a rotulagem de express\u00e3o . .<\/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=\"Vieses raciais, culturais e relacionados com a idade no rosto e no seguimento das emo\u00e7\u00f5es: depressores de canto labial e preconceitos de idosos\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Se<\/span><span style=\"font-weight: 300;\"> depressor de canto labial<\/span><span style=\"font-weight: 300;\"> n\u00e3o \u00e9 entendida corretamente, os rotuladores s\u00e3o mais propensos a classificar de forma incorreta <\/span><span style=\"font-weight: 300;\">qualquer<\/span><span style=\"font-weight: 300;\"> forma com cantos dos l\u00e1bios inclinados como <\/span><span style=\"font-weight: 300;\">depressor de canto labial<\/span><span style=\"font-weight: 300;\">. Estas formas mal classificadas s\u00e3o frequentemente causadas pelos efeitos de <\/span><span style=\"font-weight: 300;\">raiser de queixo<\/span><span style=\"font-weight: 300;\"> \u2013 <\/span><span style=\"font-weight: 300;\">mas eles tamb\u00e9m podem incluir algo pior<\/span><span style=\"font-weight: 300;\">: rostos neutros (rostos sem express\u00e3o).<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Um resultado prov\u00e1vel deste equ\u00edvoco \u00e9: <\/span><b>superdetec\u00e7\u00e3o de <\/b><b>depressor de canto labial<\/b> <span style=\"font-weight: 300;\">em pessoas com cantos de l\u00e1bios inclinados. Muitas vezes, os idosos t\u00eam cantos de boca inclinados devido aos efeitos da gravidade a longo prazo.\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=\"Vieses raciais, culturais e relacionados com a idade no rosto e no seguimento das emo\u00e7\u00f5es: depressores de canto labial e preconceitos de idosos\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">A partir de pr\u00e1ticas inadequadas de rotulagem, os dados demogr\u00e1ficos mais antigos podem estar sujeitos \u00e0 detec\u00e7\u00e3o excessiva de<\/span><span style=\"font-weight: 300;\"> depressor de canto labial<\/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;\">O depressor de canto labial \u00e9 um componente chave da tristeza. <\/span><span style=\"font-weight: 300;\">Este erro poderia levar a uma tristeza excessiva em demografias antigas?<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">E quanto a outros grupos cujas caracter\u00edsticas faciais s\u00e3o caracterizadas pelos cantos dos l\u00e1bios inclinados?<\/span><span style=\"font-weight: 300;\"> Eles ser\u00e3o interpretados incorretamente como \"tristes\"?<\/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=\"Vieses raciais, culturais e relacionados com a idade no rosto e no seguimento das emo\u00e7\u00f5es: depressores de canto labial e preconceitos de idosos\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Pode n\u00e3o parecer nada de mais para um rastreador detectar incorretamente <\/span><span style=\"font-weight: 300;\">depressor de canto labial <\/span><span style=\"font-weight: 300;\">ou<\/span><span style=\"font-weight: 300;\"> tristeza<\/span><span style=\"font-weight: 300;\">... mas..: <\/span><span style=\"font-weight: 300;\">O que acontece quando o rastreamento facial \u00e9 usado para coisas maiores como avalia\u00e7\u00f5es de sa\u00fade mental ou avalia\u00e7\u00e3o de candidatos a emprego em potencial?<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es:\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI est\u00e1 agora analisando a express\u00e3o facial dos candidatos durante entrevistas de v\u00eddeo - Unilever, IBM, Dunkin Donuts e muitos outros j\u00e1 est\u00e3o usando esta tecnologia<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">A tecnologia de reconhecimento de emo\u00e7\u00f5es n\u00e3o funciona, mas a contrata\u00e7\u00e3o de profissionais, outros a est\u00e3o usando de qualquer forma: informe<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">A 'Detec\u00e7\u00e3o de Emo\u00e7\u00e3o' AI \u00e9 uma ind\u00fastria de $20 bilh\u00f5es. Novas pesquisas dizem que ela n\u00e3o pode fazer o que alega.<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Vieses baseados em caracter\u00edsticas\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Falamos sobre como a rotulagem impr\u00f3pria pode incitar a um preconceito contra as popula\u00e7\u00f5es mais velhas . . .\u00a0<\/span><b>Mas e quanto a outros preconceitos em rela\u00e7\u00e3o a pessoas com certas caracter\u00edsticas faciais?<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Vieses baseados em caracter\u00edsticas\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">\u201c. . os programas de reconhecimento facial apresentam dois tipos distintos de vi\u00e9s.<\/span><\/p><p><span style=\"font-weight: 300;\">Primeiro, <\/span><b>rostos negros eram constantemente pontuados como rostos mais zangados que brancos para cada sorriso. <\/b><span style=\"font-weight: 300;\">Face++ mostrou este tipo de vi\u00e9s.<\/span> <span style=\"font-weight: 300;\">Segundo, <\/span><b>rostos negros sempre foram pontuados como mais zangados <\/b><span style=\"font-weight: 300;\">se houvesse alguma ambig\u00fcidade sobre sua express\u00e3o facial. A API facial mostrava este tipo de disparidade. Mesmo que os rostos negros sejam parcialmente sorridentes, minha an\u00e1lise mostrou que o<\/span><span style=\"font-weight: 300;\"> assumiram emo\u00e7\u00f5es mais negativas em compara\u00e7\u00e3o com suas contrapartes brancas com express\u00f5es similares. <\/span><span style=\"font-weight: 300;\">As notas emocionais m\u00e9dias eram muito mais pr\u00f3ximas entre as ra\u00e7as, mas ainda havia diferen\u00e7as percept\u00edveis para os rostos brancos e negros\".<\/span><\/p><p><a href=\"https:\/\/singularityhub.com\/2019\/01\/11\/understanding-the-hidden-bias-in-emotion-reading-ais\/\" target=\"_blank\" rel=\"noopener\"><b>Entendendo o Vi\u00e9s Escondido nas IAs de Leitura de Emo\u00e7\u00f5es<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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rosto e no acompanhamento das emo\u00e7\u00f5es: Como isso pode acontecer? Vamos revisitar o PORQUE \u00c9 IMPORTANTE INVESTIR MAIS EM DADOS.\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Como<\/span><span style=\"font-weight: 300;\"> isto poderia acontecer?\u00a0<\/span><\/p><p><span style=\"font-weight: 300;\">Vamos revisitar o PORQUE \u00c9 IMPORTANTE INVESTIR MAIS EM DADOS.<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Raiser do l\u00e1bio superior\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Considere a forma FACS \"<\/span><span style=\"font-weight: 300;\">criador do l\u00e1bio superior<\/span><span style=\"font-weight: 300;\">.\u201d <\/span><span style=\"font-weight: 300;\">Raspador de l\u00e1bios superiores<\/span><span style=\"font-weight: 300;\"> \u00e9 um componente chave de emo\u00e7\u00f5es como <\/span><b>repugn\u00e2ncia<\/b><span style=\"font-weight: 300;\">, <\/span><b>raiva<\/b><span style=\"font-weight: 300;\">,\u00a0<\/span><span style=\"font-weight: 300;\">e <\/span><b>desprezo<\/b><span style=\"font-weight: 300;\">. <\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><p><span style=\"font-weight: 300;\">As caracter\u00edsticas do raiser de l\u00e1bios superiores incluem:<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">l\u00e1bio superior levantado<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">regi\u00e3o arredondada do sulco nasolabial superior <\/span><span style=\"font-weight: 300;\"><br \/><\/span><span style=\"font-weight: 300;\">(linha do riso - ver foto)<\/span><\/li><\/ul><p><strong>NOTA<\/strong>: Al\u00e9m dos potenciais vieses de rotulagem da a\u00e7\u00e3o facial, h\u00e1 tamb\u00e9m uma controv\u00e9rsia significativa sobre a Teoria B\u00e1sica das Emo\u00e7\u00f5es (por exemplo, prot\u00f3tipos b\u00e1sicos de emo\u00e7\u00f5es como desprezo, raiva, etc.) em geral. Veja \"'\".<a href=\"https:\/\/melindaozel.com\/its-all-in-the-eyes-and-other-lies\/\" target=\"_blank\" rel=\"noopener\">\u00c9 Tudo nos Olhos e Outras Mentiras.<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Sulco nasolabial\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Algumas pessoas t\u00eam mais curvas em seu sulco nasolabial.<\/span><\/p><p><span style=\"font-weight: 300;\">Isto \u00e9 simplesmente um produto de sua estrutura facial natural.<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Sulco nasolabial\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Um rotulador n\u00e3o devidamente versado no Sistema de Codifica\u00e7\u00e3o da A\u00e7\u00e3o Facial pode facilmente rotular pessoas com curvas de sulco nasolabiais n\u00e3o baseadas em express\u00e3o como tendo <\/span><span style=\"font-weight: 300;\">criador do l\u00e1bio superior<\/span><span style=\"font-weight: 300;\">.<\/span><\/p><p><span style=\"font-weight: 300;\">Estes r\u00f3tulos incorretos geram um rastreador treinado para identificar rostos com certas estruturas como expressando <\/span><span style=\"font-weight: 300;\">criador do l\u00e1bio superior<\/span><span style=\"font-weight: 300;\"> - mesmo quando eles s\u00e3o neutros ou sorridentes.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><p><span style=\"font-weight: 300;\">A obten\u00e7\u00e3o de um \"conjunto de dados diversificado\" \u00e9 irrelevante se seus r\u00f3tulos estiverem imprecisos.<\/span><\/p><p><span style=\"font-weight: 300;\">Tal treinamento explica as descobertas de Lauren Rhue<\/span> <b>Entendendo o Vi\u00e9s Escondido nas IAs de Leitura de Emo\u00e7\u00f5es<\/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=\"Vieses raciais, culturais e relacionados com a idade no rosto e no acompanhamento emocional: rotulagem hol\u00edstica das emo\u00e7\u00f5es\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">A presen\u00e7a de rotulagem de emo\u00e7\u00f5es tendenciosas persistir\u00e1 mesmo que voc\u00ea se afaste de uma abordagem baseada na FACS e tente ter rotuladores classificando as emo\u00e7\u00f5es de forma hol\u00edstica.<\/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=\"Vieses raciais, culturais e et\u00e1rios relacionados ao rastreamento de rosto e emo\u00e7\u00f5es\" 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;\">Texto<\/span>: <strong>rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 500;\">Caso n\u00e3o esteja claro porque \u00e9 que a rotulagem de emo\u00e7\u00f5es hol\u00edsticas tem a mesma probabilidade de falhar (se n\u00e3o, mais ou menos) - <\/span><b>AQUI EST\u00c1 UM REFRESCAMENTO<\/b><b>:<\/b><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">As pessoas extraem informa\u00e7\u00f5es de maneira diferente quando olham os rostos e buscam pistas diferentes ao interpretar as emo\u00e7\u00f5es.\u00a0<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">A cultura influencia profundamente o que consideramos informa\u00e7\u00f5es e pistas valiosas.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><\/ul><p><span style=\"font-weight: 300;\">Estudos descobriram:<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"2\"><b>Leste Asi\u00e1tico<\/b><span style=\"font-weight: 300;\"> Os participantes tendem a se concentrar no meio do rosto, ao redor do nariz, dando mais import\u00e2ncia aos olhos e \u00e0 dire\u00e7\u00e3o do olhar.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><b>Caucasiano Ocidental <\/b><span style=\"font-weight: 300;\">os participantes tendem a procurar express\u00f5es de emo\u00e7\u00e3o nas sobrancelhas e nas \u00e1reas da boca<\/span><\/li><li style=\"font-weight: 500;\" aria-level=\"2\"><span style=\"font-weight: 500;\">Essas diferen\u00e7as de aten\u00e7\u00e3o criam preconceitos quando os participantes olham para rostos com express\u00f5es conflitantes<br \/><\/span><span style=\"font-weight: 300;\">por exemplo, quando h\u00e1 olhos tristes com uma boca feliz:<br \/><\/span><span style=\"font-weight: 300;\">- Os participantes japoneses d\u00e3o mais import\u00e2ncia \u00e0 emo\u00e7\u00e3o mostrada nos olhos<br \/><\/span><span style=\"font-weight: 300;\">- Os participantes americanos se preocupam mais com a \u00e1rea da boca.<\/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=\"Vieses raciais, culturais e et\u00e1rios relacionados ao rastreamento de rosto e emo\u00e7\u00f5es\" 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;\">Texto<\/span>: O que acontece quando voc\u00ea n\u00e3o usa bem o FACS?<\/span><\/span><\/p><ul><li style=\"list-style-type: none;\"><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">classifica\u00e7\u00e3o de express\u00f5es incorretas<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">classifica\u00e7\u00e3o de express\u00e3o inconsistente<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">rotulagem tendenciosa (racial, cultural, relacionada \u00e0 idade, etc.)<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"text-decoration: underline;\"><span style=\"font-weight: 300;\">anarquia<\/span><\/span><ul><li style=\"list-style-type: none;\">\u00a0<\/li><\/ul><\/li><\/ul><\/li><\/ul><p><span style=\"font-weight: 300;\">Mesmo se voc\u00ea usar o FACS adequadamente, sempre haver\u00e1 parcialidade e inconsist\u00eancia - mas tomando medidas cuidadosas, estas quest\u00f5es podem ser significativamente reduzidas.<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Mitiga\u00e7\u00e3o de preconceitos\" 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;\">Texto<\/span>: <strong>anarquia<\/strong><br \/><\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Se . . .\u00a0<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">a cultura influencia como interpretamos as express\u00f5es e as emo\u00e7\u00f5es<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">as condi\u00e7\u00f5es ambientais afetam as pistas que olhamos para avaliar as faces<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">o conhecimento das a\u00e7\u00f5es faciais afeta a forma como rotulamos as express\u00f5es<\/span><\/li><\/ul><p><span style=\"font-weight: 300;\">. . . O que as empresas tecnol\u00f3gicas podem fazer para reduzir esses erros humanos e evitar que eles vazem\u00a0<\/span><span style=\"font-weight: 300;\">em algoritmos?<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Mitiga\u00e7\u00e3o de preconceitos\" 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;\">Texto<\/span>: <\/span><\/span><span style=\"font-weight: 300;\">O que as empresas de tecnologia podem fazer para reduzir os preconceitos no rastreamento de rostos?<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><ul><li style=\"font-weight: 500;\" aria-level=\"1\"><span style=\"font-weight: 500;\">As empresas de tecnologia devem reconhecer que <\/span><span style=\"font-weight: 500;\">O rastreamento de rostos avan\u00e7ou al\u00e9m do escopo da engenharia.<\/span><\/li><li style=\"font-weight: 500;\" aria-level=\"1\"><span style=\"font-weight: 500;\">As empresas de tecnologia devem <\/span><span style=\"font-weight: 500;\">Aceitar a vulnerabilidade da tecnologia para influenciar e educar os funcion\u00e1rios sobre essas vulnerabilidades.<\/span><\/li><li style=\"font-weight: 500;\" aria-level=\"1\"><span style=\"font-weight: 500;\">As empresas de tecnologia devem <\/span><span style=\"font-weight: 500;\">investir mais na qualidade dos dados.<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Mitiga\u00e7\u00e3o de preconceitos\" 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;\">Texto<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Reconhecer os avan\u00e7os da tecnologia de rastreamento de rosto, compreender suas vulnerabilidades e investir mais na qualidade dos dados significa . . .\u00a0<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Na verdade <\/span><span style=\"font-weight: 300;\">alocando o efetivo de pessoal<\/span><span style=\"font-weight: 300;\"> para pap\u00e9is focados na qualidade dos dados - mesmo que isso exija tirar espa\u00e7o do efetivo de engenharia.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Gastar tempo, energia, <\/span><span style=\"font-weight: 300;\">e<\/span><span style=\"font-weight: 300;\"> recursos<\/span><span style=\"font-weight: 300;\"> para <\/span><span style=\"font-weight: 300;\">encontrar especialistas em dados. <\/span><span style=\"font-weight: 300;\">Se isto n\u00e3o for poss\u00edvel, ainda \u00e9 tarefa da empresa gastar tempo, energia e recursos para TREINAR especialistas em dados. <\/span><b>Classificar express\u00f5es faciais \u00e9 muito mais complicado do que classificar objetos b\u00e1sicos como sinais de tr\u00e2nsito e deve ser tratado como tal.<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: reduzindo os vieses no rastreamento de rosto\" 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;\">Texto<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Redu\u00e7\u00e3o de vieses no rastreamento facial<\/span><\/p><p><span style=\"font-weight: 500;\">Reconhecer os avan\u00e7os da tecnologia de rastreamento de rosto, compreender suas vulnerabilidades e investir mais na qualidade dos dados significa . . .\u00a0<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><ul><li><span style=\"font-weight: 300;\">Engenharia, pesquisa e produto n\u00e3o devem simplesmente dizer aos dados o que eles precisam - mas ESCUTEM <\/span><span style=\"font-weight: 300;\">ao que as equipes de dados precisam. As equipes de dados s\u00e3o as mais conhecedoras do trabalho de bastidores necess\u00e1rio para o funcionamento dos algoritmos. <\/span><b>\u00c9 AQUI QUE MUITAS EMPRESAS FALHAM.<\/b><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Exigindo que funcion\u00e1rios com fun\u00e7\u00f5es baseadas em dados fa\u00e7am regularmente interface com as equipes de engenharia, pesquisa e produto.<\/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=\"Vieses raciais, culturais e relacionados com a idade no rastreamento de rosto e emo\u00e7\u00f5es: treinamento adequado\" 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;\">Texto<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Redu\u00e7\u00e3o de vieses no rastreamento facial<\/span><\/p><p><span style=\"font-weight: 500;\">Reconhecer os avan\u00e7os da tecnologia de rastreamento de rosto, compreender suas vulnerabilidades e investir mais na qualidade dos dados significa . . .\u00a0<\/span><\/p><ul><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Educar os funcion\u00e1rios sobre a realidade do preconceito na tecnologia.<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Tomando as devidas precau\u00e7\u00f5es para <\/span><span style=\"font-weight: 300;\">padronizar e definir a etiquetagem.<\/span><\/li><li style=\"font-weight: 300;\" aria-level=\"1\"><span style=\"font-weight: 300;\">Sempre <\/span><span style=\"font-weight: 300;\">considerando quando e onde pode aparecer o vi\u00e9s.<br \/><\/span><span style=\"font-weight: 300;\">- Quem est\u00e1 etiquetando?<br \/><\/span><span style=\"font-weight: 300;\">- O que eles est\u00e3o rotulando?<br \/><\/span><span style=\"font-weight: 300;\">- Que fatores podem impactar sua rotulagem?<br \/>* <\/span><span style=\"font-weight: 300;\"><strong>humor <\/strong>* <\/span><span style=\"font-weight: 300;\"><strong>cultura<\/strong> * <\/span><strong>experi\u00eancia<\/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=\"Vieses raciais, culturais e relacionados com a idade no rosto e no acompanhamento emocional: imagens est\u00e1ticas\" 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;\">Texto<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Redu\u00e7\u00e3o de vieses no rastreamento facial<\/span><\/p><p><span style=\"font-weight: 500;\">Reconhecer os avan\u00e7os da tecnologia de rastreamento de rosto, compreender suas vulnerabilidades e investir mais na qualidade dos dados significa . . .\u00a0<\/span><\/p><p><b>SIDENOTE:<\/b> <span style=\"font-weight: 300;\">PARAR DE ROTULAR EXPRESS\u00d5ES A PARTIR DE IMAGENS EST\u00c1TICAS.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/p><ul><li><span style=\"font-weight: 300;\">O FACS preciso e a etiquetagem das emo\u00e7\u00f5es dependem, em grande parte, de ver movimento.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><\/li><li><span style=\"font-weight: 300;\">Se o movimento fosse mais acentuado, caracter\u00edsticas faciais est\u00e1ticas, como cantos dos l\u00e1bios inclinados e sulco nasolabial curvo, seriam menos propensas a ativar a detec\u00e7\u00e3o de <\/span><span style=\"font-weight: 300;\">depressor de canto labial<\/span><span style=\"font-weight: 300;\"> e <\/span><span style=\"font-weight: 300;\">criador do l\u00e1bio superior <\/span><span style=\"font-weight: 300;\">(respectivamente).<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Notas de Encerramento\" 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;\">Texto<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Redu\u00e7\u00e3o de vieses no rastreamento facial<\/span><\/p><p><span style=\"font-weight: 300;\">Notas de encerramento . . .\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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Ramifica\u00e7\u00f5es\" 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;\">Texto<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Redu\u00e7\u00e3o de vieses no rastreamento facial<\/span><\/p><p><span style=\"font-weight: 300;\">Quanto mais acreditamos e confiamos na tecnologia,\u00a0<\/span><span style=\"font-weight: 300;\">mais ramifica\u00e7\u00f5es ter\u00e3o estes enviesamentos.<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Implica\u00e7\u00f5es da IA\" 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;\">Texto<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Redu\u00e7\u00e3o de vieses no rastreamento facial<\/span><\/p><p><span style=\"font-weight: 300;\">\"... o software de reconhecimento facial interpreta as emo\u00e7\u00f5es de forma diferente, com base na ra\u00e7a da pessoa.  ...Esta descoberta tem implica\u00e7\u00f5es para indiv\u00edduos, organiza\u00e7\u00f5es e sociedade, e contribui para a crescente literatura de preconceitos e\/ou impacto d\u00edspar na IA\".<\/span><\/p><p><span style=\"font-weight: 300;\">Rhue, Lauren, <\/span><b>Influ\u00eancia Racial na Percep\u00e7\u00e3o Automatizada das Emo\u00e7\u00f5es\u00a0<\/b><span style=\"font-weight: 300;\">(9 de novembro de 2018).\u00a0<\/span><span style=\"font-weight: 300;\">Dispon\u00edvel na SSRN: <\/span><span style=\"font-weight: 300;\"><a href=\"https:\/\/ssrn.com\/abstract=3281765\" rel=\"nofollow\">https:\/\/ssrn.com\/abstract=3281765<\/a> ou <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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: Responsabilidade de dados\" 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;\">Texto<\/span>: <\/span><\/span><span style=\"font-weight: 500;\">Redu\u00e7\u00e3o de vieses no rastreamento facial<\/span><\/p><p><span style=\"font-weight: 300;\">Assumir a responsabilidade.<\/span><span style=\"font-weight: 300;\"><br \/><\/span><span style=\"font-weight: 300;\">Colocar no trabalho para reduzir o enviesamento.<br \/><\/span><span style=\"font-weight: 300;\">Invista mais em dados.<\/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=\"Vieses raciais, culturais e relacionados \u00e0 idade no rastreamento de rosto e emo\u00e7\u00f5es: FACS Folha de fraude\" 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;\">Texto<\/span>:<\/span><\/span><\/p><p><span style=\"font-weight: 300;\">Em resposta \u00e0 preval\u00eancia de refer\u00eancias FACS de baixa qualidade e imprecisas, <\/span><span style=\"font-weight: 300;\">Criei uma \"FACS Cheat Sheet\" gratuita <\/span><span style=\"font-weight: 300;\">para servir de guia para artistas, pesquisadores e engenheiros. Ele est\u00e1 dispon\u00edvel em meu site de recursos FACS, <\/span><b><i>Enfrentar o FACS<\/i><\/b><span style=\"font-weight: 300;\">. Tamb\u00e9m estou aberto para consultoria.<\/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>Parecemos subscrever a popular simplifica\u00e7\u00e3o excessiva de que as m\u00e1quinas s\u00e3o menos tendenciosas do que as humanas; no entanto, se voc\u00ea estiver familiarizado com as maneiras pelas quais as m\u00e1quinas s\u00e3o treinadas para ler e se concentrar em diferentes aspectos dos dados, voc\u00ea saber\u00e1: N\u00e3o \u00e9 t\u00e3o simples assim.<\/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 v27.3 (Yoast SEO v27.3) - 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