{"id":617,"date":"2025-12-07T13:50:33","date_gmt":"2025-12-07T16:50:33","guid":{"rendered":"https:\/\/www.ufsm.br\/projetos\/extensao\/ciencia-e-consciencia\/?p=617"},"modified":"2026-01-08T16:04:06","modified_gmt":"2026-01-08T19:04:06","slug":"inteligencia-artificial-na-estetica-inovacao-riscos-e-limites-da-tecnologia-na-avaliacao-da-pele","status":"publish","type":"post","link":"https:\/\/www.ufsm.br\/projetos\/extensao\/ciencia-e-consciencia\/2025\/12\/07\/inteligencia-artificial-na-estetica-inovacao-riscos-e-limites-da-tecnologia-na-avaliacao-da-pele","title":{"rendered":"Intelig\u00eancia Artificial na est\u00e9tica: inova\u00e7\u00e3o, riscos e limites da tecnologia na avalia\u00e7\u00e3o da pele"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"617\" class=\"elementor elementor-617\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-267bb7c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"267bb7c\" data-element_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-0cfe43c\" data-id=\"0cfe43c\" data-element_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-0ebb93c elementor-widget elementor-widget-image\" data-id=\"0ebb93c\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"268\" src=\"https:\/\/www.ufsm.br\/app\/uploads\/sites\/910\/2025\/12\/Banner-IA-na-estetica-1024x268.jpg\" class=\"attachment-large size-large wp-image-618\" alt=\"\" srcset=\"https:\/\/www.ufsm.br\/app\/uploads\/sites\/910\/2025\/12\/Banner-IA-na-estetica-1024x268.jpg 1024w, https:\/\/www.ufsm.br\/app\/uploads\/sites\/910\/2025\/12\/Banner-IA-na-estetica-300x79.jpg 300w, https:\/\/www.ufsm.br\/app\/uploads\/sites\/910\/2025\/12\/Banner-IA-na-estetica-768x201.jpg 768w, https:\/\/www.ufsm.br\/app\/uploads\/sites\/910\/2025\/12\/Banner-IA-na-estetica-1536x403.jpg 1536w, https:\/\/www.ufsm.br\/app\/uploads\/sites\/910\/2025\/12\/Banner-IA-na-estetica.jpg 1919w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\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-9673432 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9673432\" data-element_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-50 elementor-top-column elementor-element elementor-element-8c598ee\" data-id=\"8c598ee\" data-element_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-770c092 elementor-widget elementor-widget-text-editor\" data-id=\"770c092\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p style=\"text-align: justify\"><span style=\"color: black\">A Intelig\u00eancia Artificial (IA) vem transformando a dermatologia e a est\u00e9tica, oferecendo inova\u00e7\u00f5es promissoras, mas tamb\u00e9m levantando desafios \u00e9ticos, t\u00e9cnicos e cl\u00ednicos. Seu uso em an\u00e1lise de imagens cut\u00e2neas, diagn\u00f3stico, monitoramento de tratamentos e personaliza\u00e7\u00e3o de skincare tem crescido rapidamente, conforme apontam revis\u00f5es recentes da literatura.<\/span><\/p><p style=\"text-align: justify\"><span style=\"color: black\">A maior parte das ferramentas de IA utiliza t\u00e9cnicas de vis\u00e3o computacional e redes neurais profundas para analisar fotos ou v\u00eddeos da pele. Esses algoritmos aprendem padr\u00f5es a partir de grandes bases de dados e podem identificar les\u00f5es, texturas, pigmenta\u00e7\u00f5es e at\u00e9 sugerir classifica\u00e7\u00f5es de risco. Quando bem treinados, modelos podem superar a acur\u00e1cia de especialistas humanos em tarefas espec\u00edficas. Al\u00e9m disso, a IA pode acompanhar a evolu\u00e7\u00e3o da pele, comparando imagens ao longo do tempo, o que \u00e9 \u00fatil para monitorar tratamentos est\u00e9ticos, detectar pequenas altera\u00e7\u00f5es e medir resultados de forma objetiva.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-e2b3349\" data-id=\"e2b3349\" data-element_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-721d314 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"721d314\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"684\" src=\"https:\/\/www.ufsm.br\/app\/uploads\/sites\/910\/2025\/12\/foto-IA-na-estetica-1024x684.jpg\" class=\"attachment-large size-large wp-image-619\" alt=\"\" srcset=\"https:\/\/www.ufsm.br\/app\/uploads\/sites\/910\/2025\/12\/foto-IA-na-estetica-1024x684.jpg 1024w, https:\/\/www.ufsm.br\/app\/uploads\/sites\/910\/2025\/12\/foto-IA-na-estetica-300x200.jpg 300w, https:\/\/www.ufsm.br\/app\/uploads\/sites\/910\/2025\/12\/foto-IA-na-estetica-768x513.jpg 768w, https:\/\/www.ufsm.br\/app\/uploads\/sites\/910\/2025\/12\/foto-IA-na-estetica-272x182.jpg 272w, https:\/\/www.ufsm.br\/app\/uploads\/sites\/910\/2025\/12\/foto-IA-na-estetica.jpg 1044w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\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-0038356 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0038356\" data-element_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-ee435d7\" data-id=\"ee435d7\" data-element_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-1a7d8c8 elementor-widget elementor-widget-text-editor\" data-id=\"1a7d8c8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p style=\"text-align: justify\"><span style=\"color: black\">Apesar do potencial, h\u00e1 limita\u00e7\u00f5es importantes. Um desafio central \u00e9 o vi\u00e9s nos dados de treino. Muitos modelos foram desenvolvidos com bases que n\u00e3o representam adequadamente todos os tipos de pele, especialmente tons mais escuros, o que pode reduzir a acur\u00e1cia e gerar diagn\u00f3sticos incorretos ou recomenda\u00e7\u00f5es inadequadas. Outro ponto cr\u00edtico \u00e9 a falta de explicabilidade: muitos algoritmos funcionam como uma \u201ccaixa-preta\u201d, tornando dif\u00edcil entender ou validar suas decis\u00f5es. Al\u00e9m disso, a regula\u00e7\u00e3o dessas tecnologias ainda \u00e9 incipiente, o que torna a implementa\u00e7\u00e3o segura um desafio.<\/span><\/p><p style=\"text-align: justify\"><span style=\"color: black\">A IA tamb\u00e9m levanta quest\u00f5es \u00e9ticas e de privacidade. Como trabalha com imagens faciais, dados extremamente sens\u00edveis, \u00e9 fundamental garantir armazenamento seguro, uso autorizado e pol\u00edticas claras de consentimento. Estudos recentes indicam que princ\u00edpios \u00e9ticos como justi\u00e7a, inclus\u00e3o, transpar\u00eancia, responsabilidade e confiabilidade devem nortear o desenvolvimento e a aplica\u00e7\u00e3o desses sistemas. A equidade \u00e9 um aspecto central: algoritmos que n\u00e3o foram treinados em uma popula\u00e7\u00e3o diversificada podem favorecer certos grupos e prejudicar outros.<\/span><\/p><p style=\"text-align: justify\"><span style=\"color: black\">Mesmo com limita\u00e7\u00f5es, a IA apresenta aplica\u00e7\u00f5es \u00fateis na est\u00e9tica. Ela permite avalia\u00e7\u00e3o objetiva de textura, manchas e rugas, facilita o acompanhamento do progresso de tratamentos, apoia a personaliza\u00e7\u00e3o de produtos e procedimentos e aumenta o engajamento dos usu\u00e1rios com a sa\u00fade da pele. Quando integrada de forma respons\u00e1vel \u00e0 pr\u00e1tica cl\u00ednica, a IA pode complementar o trabalho do profissional, mas nunca substitu\u00ed-lo.<\/span><\/p><p style=\"text-align: justify\"><span style=\"color: black\">O futuro da IA na est\u00e9tica aponta para uma integra\u00e7\u00e3o ainda maior com aparelhos cl\u00ednicos, plataformas de teledermatologia e produtos dermocosm\u00e9ticos personalizados. Para isso, \u00e9 essencial que os modelos sejam treinados em conjuntos de dados diversos, que suas decis\u00f5es sejam explic\u00e1veis e que profissionais de sa\u00fade continuem envolvidos, garantindo uso seguro, \u00e9tico e eficaz.<\/span><\/p><p>\u00a0<\/p><p style=\"text-align: justify\"><span style=\"color: black\">A Intelig\u00eancia Artificial trouxe inova\u00e7\u00e3o e praticidade ao universo da est\u00e9tica, mas ainda possui limita\u00e7\u00f5es significativas. Ela pode apoiar o cuidado com a pele, fornecendo informa\u00e7\u00f5es r\u00e1pidas e objetivas, mas n\u00e3o substitui profissionais qualificados nem fornece diagn\u00f3stico cl\u00ednico. O uso seguro e eficiente da tecnologia depende da combina\u00e7\u00e3o entre ferramentas inteligentes, supervis\u00e3o humana, \u00e9tica e regulamenta\u00e7\u00e3o adequada.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\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-bd7f788 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bd7f788\" data-element_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-bc22079\" data-id=\"bc22079\" data-element_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-622ad10 elementor-widget elementor-widget-text-editor\" data-id=\"622ad10\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Refer\u00eancias Bibliogr\u00e1ficas<\/strong>:<\/p><ol style=\"margin-top: 0cm\" start=\"1\" type=\"1\"><li style=\"text-align: justify;border: none\"><p><span lang=\"EN-US\" style=\"color: black\">Zbrzezny, A. M., &amp; Krzywicki, T.<\/span><span lang=\"EN-US\" style=\"color: black\">\u00a0<\/span><em><span lang=\"EN-US\" style=\"color: black\">Artificial Intelligence in Dermatology: A Review of Methods, Clinical Applications, and Perspectives<\/span><\/em><span lang=\"EN-US\" style=\"color: black\">.<\/span><span lang=\"EN-US\" style=\"color: black\">\u00a0<\/span><em>Applied Sciences<\/em><span style=\"color: black\">, 2025.<\/span>\u00a0<a href=\"https:\/\/www.mdpi.com\/2076-3417\/15\/14\/7856?utm_source=chatgpt.com\" target=\"_new\">https:\/\/www.mdpi.com\/2076-3417\/15\/14\/7856<\/a><\/p><\/li><li style=\"text-align: justify;border: none\"><p><span style=\"color: black\">Daneshjou, R., Vodrahalli, K., Novoa, R. A., Jenkins, M., et al.<\/span>\u00a0<em>Disparities in Dermatology AI Performance on a Diverse, Curated Clinical Image Set<\/em><span style=\"color: black\">. arXiv, 2022.<\/span>\u00a0<a href=\"https:\/\/arxiv.org\/abs\/2203.08807?utm_source=chatgpt.com\" target=\"_new\">https:\/\/arxiv.org\/abs\/2203.08807<\/a><\/p><\/li><li style=\"text-align: justify;border: none\"><p><em>Ethical considerations for artificial intelligence in dermatology: a scoping review<\/em><span style=\"color: black\">.<\/span>\u00a0<em>British Journal of Dermatology<\/em><span style=\"color: black\">, 2024.<\/span>\u00a0<a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/38330217?utm_source=chatgpt.com\" target=\"_new\">https:\/\/pubmed.ncbi.nlm.nih.gov\/38330217<\/a><\/p><\/li><\/ol>\t\t\t\t\t\t<\/div>\n\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-2e6e9da elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2e6e9da\" data-element_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-2fed02d\" data-id=\"2fed02d\" data-element_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-8b274f2 elementor-widget elementor-widget-heading\" data-id=\"8b274f2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Autora:<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2eaee71 elementor-widget elementor-widget-text-editor\" data-id=\"2eaee71\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p style=\"text-align: justify\"><span style=\"font-size: 12.0pt;line-height: 115%\"><strong>Bruna Fernanda da Silva Freitas<\/strong>, aluna do Programa de P\u00f3s-Gradua\u00e7\u00e3o em Gerontologia da Universidade Federal de Santa Maria (UFSM) e colaboradora do Portal Ci\u00eancia e Consci\u00eancia. <\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"font-size: 12.0pt;line-height: 115%\">&nbsp;<strong>Lattes<\/strong>:&nbsp;<\/span><a href=\"https:\/\/lattes.cnpq.br\/9446511046806460\" style=\"font-family: Aptos, sans-serif;font-size: 12pt;text-align: start\"><b>https:\/\/lattes.cnpq.br\/9446511046806460<\/b><\/a><\/p>\n<p style=\"text-align: justify;line-height: normal\">\n<\/p>\t\t\t\t\t\t<\/div>\n\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>\n\t\t","protected":false},"excerpt":{"rendered":"<p>A Intelig\u00eancia Artificial (IA) vem transformando a dermatologia e a est\u00e9tica, oferecendo inova\u00e7\u00f5es promissoras, mas tamb\u00e9m levantando desafios \u00e9ticos, t\u00e9cnicos e cl\u00ednicos. Seu uso em an\u00e1lise de imagens cut\u00e2neas, diagn\u00f3stico, monitoramento de tratamentos e personaliza\u00e7\u00e3o de skincare tem crescido rapidamente, conforme apontam revis\u00f5es recentes da literatura. A maior parte das ferramentas de IA utiliza t\u00e9cnicas [&hellip;]<\/p>\n","protected":false},"author":7425,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-617","post","type-post","status-publish","format-standard","hentry","category-sem-categoria"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.ufsm.br\/projetos\/extensao\/ciencia-e-consciencia\/wp-json\/wp\/v2\/posts\/617","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ufsm.br\/projetos\/extensao\/ciencia-e-consciencia\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ufsm.br\/projetos\/extensao\/ciencia-e-consciencia\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ufsm.br\/projetos\/extensao\/ciencia-e-consciencia\/wp-json\/wp\/v2\/users\/7425"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ufsm.br\/projetos\/extensao\/ciencia-e-consciencia\/wp-json\/wp\/v2\/comments?post=617"}],"version-history":[{"count":0,"href":"https:\/\/www.ufsm.br\/projetos\/extensao\/ciencia-e-consciencia\/wp-json\/wp\/v2\/posts\/617\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.ufsm.br\/projetos\/extensao\/ciencia-e-consciencia\/wp-json\/wp\/v2\/media?parent=617"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ufsm.br\/projetos\/extensao\/ciencia-e-consciencia\/wp-json\/wp\/v2\/categories?post=617"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ufsm.br\/projetos\/extensao\/ciencia-e-consciencia\/wp-json\/wp\/v2\/tags?post=617"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}