{"id":684,"date":"2023-07-20T09:00:00","date_gmt":"2023-07-20T09:00:00","guid":{"rendered":"https:\/\/makewise.pt\/pt\/?p=684"},"modified":"2024-02-28T09:00:31","modified_gmt":"2024-02-28T09:00:31","slug":"anotacao-de-imagens-veja-estes-casos-de-utilizacao","status":"publish","type":"post","link":"https:\/\/makewise.pt\/pt\/anotacao-de-imagens-veja-estes-casos-de-utilizacao\/","title":{"rendered":"Anota\u00e7\u00e3o de imagens: Veja estes casos de utiliza\u00e7\u00e3o!"},"content":{"rendered":"\n<p>No <a href=\"https:\/\/makewise.pt\/pt\/porque-e-que-a-anotacao-de-imagens-e-importante-para-o-machine-learning-e-a-visao-por-computador\/\" target=\"_blank\" rel=\"noreferrer noopener\">artigo anterior<\/a>, fal\u00e1mos-lhe da anota\u00e7\u00e3o de imagens, explicando o que \u00e9 e porque esta \u00e9 necess\u00e1ria. A anota\u00e7\u00e3o de imagens \u00e9 o processo de rotular imagens para treinar modelos de IA e de machine learning. Normalmente, envolve anotadores humanos que utilizam ferramenta de anota\u00e7\u00e3o espec\u00edficas para rotular ou marcar informa\u00e7\u00f5es relevantes nas imagens.<\/p>\n\n\n\n<p>Hoje, vamos mostrar-lhe alguns casos de utiliza\u00e7\u00e3o importantes para a anota\u00e7\u00e3o de imagens.<\/p>\n\n\n\n<p>As imagens digitais, os v\u00eddeos e os modelos de deep learning permitem que os computadores compreendam o mundo visual como os humanos. A anota\u00e7\u00e3o de imagens desempenha um papel crucial neste processo. A precis\u00e3o dos modelos de vis\u00e3o por computador (CV) depende da qualidade dessas anota\u00e7\u00f5es. S\u00e3o utilizadas n\u00e3o s\u00f3 para classificar objetos e reconhecer diferentes classes numa imagem, mas tamb\u00e9m para v\u00e1rios outros fins.<\/p>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Casos de utiliza\u00e7\u00e3o de anota\u00e7\u00e3o de imagens<\/strong><\/h2>\n\n\n\n<p>Para compreender melhor as vantagens da anota\u00e7\u00e3o de imagens, vamos analisar alguns casos de utiliza\u00e7\u00e3o comuns.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading\"><strong>Agricultura<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-03-1024x1024.jpg\" alt=\"Anota\u00e7\u00e3o de imagens: Veja estes casos de utiliza\u00e7\u00e3o! - MakeWise\" class=\"wp-image-686\" srcset=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-03-1024x1024.jpg 1024w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-03-300x300.jpg 300w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-03-150x150.jpg 150w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-03-768x768.jpg 768w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-03-1536x1536.jpg 1536w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-03-2048x2048.jpg 2048w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-03-1200x1200.jpg 1200w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p>A utiliza\u00e7\u00e3o da IA est\u00e1 a tornar-se predominante em v\u00e1rias ind\u00fastrias, incluindo a agricultura. A rotulagem de dados orientada para o contexto desempenha um papel crucial para ajudar os agricultores a proteger as suas colheitas, reduzindo o envolvimento humano. A anota\u00e7\u00e3o de imagens na agricultura simplifica as seguintes opera\u00e7\u00f5es:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Gest\u00e3o de gado &#8211;<\/strong> Drones equipados com anota\u00e7\u00e3o de imagens permitem uma monitoriza\u00e7\u00e3o eficiente das culturas e dos animais, simplificando a cria\u00e7\u00e3o de gado.<\/li>\n\n\n\n<li><strong>Geo-sensores &#8211;<\/strong> As condi\u00e7\u00f5es do solo no campo podem ser identificadas utilizando a segmenta\u00e7\u00e3o sem\u00e2ntica. Atrav\u00e9s de deep learning, os sistemas s\u00e3o treinados com grandes conjuntos de dados para detetar com precis\u00e3o as condi\u00e7\u00f5es do solo.<\/li>\n\n\n\n<li><strong>Monitoriza\u00e7\u00e3o da sa\u00fade das culturas &#8211;<\/strong> A vis\u00e3o por computador detecta infe\u00e7\u00f5es causadas por insetos ou fungos, promovendo a sa\u00fade das culturas atrav\u00e9s de anota\u00e7\u00f5es precisas.<\/li>\n\n\n\n<li><strong>Dete\u00e7\u00e3o de frutifica\u00e7\u00e3o de plantas &#8211;<\/strong> A anota\u00e7\u00e3o de imagens ajuda a determinar os n\u00edveis de frutifica\u00e7\u00e3o e maturidade das culturas, ajudando os agricultores a fazer a colheita no momento certo.<\/li>\n\n\n\n<li><strong>Dete\u00e7\u00e3o de culturas indesejadas &#8211;<\/strong> Com uma forma\u00e7\u00e3o ML adequada e anota\u00e7\u00e3o de imagens, as m\u00e1quinas podem identificar e remover ervas daninhas e flores silvestres, melhorando o crescimento e o rendimento das culturas.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading\"><strong>Seguros<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-04-1024x1024.jpg\" alt=\"Anota\u00e7\u00e3o de imagens: Veja estes casos de utiliza\u00e7\u00e3o! - MakeWise\" class=\"wp-image-687\" srcset=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-04-1024x1024.jpg 1024w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-04-300x300.jpg 300w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-04-150x150.jpg 150w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-04-768x768.jpg 768w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-04-1536x1536.jpg 1536w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-04-2048x2048.jpg 2048w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-04-1200x1200.jpg 1200w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/figure>\n\n\n\n<p>Este \u00e9 um sector que obt\u00e9m benef\u00edcios significativos da IA. A IA deve ser treinada com precis\u00e3o para <a href=\"https:\/\/makewise.pt\/pt\/avi-vison\/\" target=\"_blank\" rel=\"noreferrer noopener\">substituir a avalia\u00e7\u00e3o manual de danos<\/a>. Os modelos avan\u00e7ados de ML podem prever se uma pe\u00e7a precisa de ser substitu\u00edda e calcular o custo de substitui\u00e7\u00e3o com exatid\u00e3o.<\/p>\n\n\n\n<p>O reconhecimento extensivo de padr\u00f5es conduz a tempos de resposta reduzidos, a uma melhor experi\u00eancia do cliente e a poupan\u00e7as em recursos financeiros e humanos para o sector dos seguros.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading\"><strong>Condu\u00e7\u00e3o aut\u00f3noma<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-05-1024x1024.jpg\" alt=\"Anota\u00e7\u00e3o de imagens: Veja estes casos de utiliza\u00e7\u00e3o! - MakeWise\" class=\"wp-image-688\" srcset=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-05-1024x1024.jpg 1024w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-05-300x300.jpg 300w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-05-150x150.jpg 150w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-05-768x768.jpg 768w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-05-1536x1536.jpg 1536w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-05-2048x2048.jpg 2048w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-05-1200x1200.jpg 1200w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/figure>\n\n\n\n<p>A anota\u00e7\u00e3o de imagens \u00e9 crucial para criar conjuntos de dados extensos para treinar software de condu\u00e7\u00e3o para ve\u00edculos aut\u00f3nomos. Para <a href=\"https:\/\/makewise.pt\/pt\/aid-vision-2\/\" target=\"_blank\" rel=\"noreferrer noopener\">garantir a seguran\u00e7a do ve\u00edculo,<\/a> o algoritmo tem de aprender a reconhecer sinais de tr\u00e2nsito, ciclovias, sem\u00e1foros, potenciais perigos, condi\u00e7\u00f5es climat\u00e9ricas ideais e muito mais.<\/p>\n\n\n\n<p>Outras implementa\u00e7\u00f5es da anota\u00e7\u00e3o de imagens para ve\u00edculos aut\u00f3nomos incluem a navega\u00e7\u00e3o com resposta \u00e0 dire\u00e7\u00e3o, a dete\u00e7\u00e3o de objetos e dimens\u00f5es na estrada, o seguimento de movimentos e a dete\u00e7\u00e3o LiDAR.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading\"><strong>Seguran\u00e7a e vigil\u00e2ncia<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-06-1024x1024.jpg\" alt=\"Anota\u00e7\u00e3o de imagens: Veja estes casos de utiliza\u00e7\u00e3o! - MakeWise\" class=\"wp-image-689\" srcset=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-06-1024x1024.jpg 1024w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-06-300x300.jpg 300w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-06-150x150.jpg 150w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-06-768x768.jpg 768w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-06-1536x1536.jpg 1536w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-06-2048x2048.jpg 2048w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-06-1200x1200.jpg 1200w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/figure>\n\n\n\n<p>A necessidade crescente de c\u00e2maras de vigil\u00e2ncia est\u00e1 a impulsionar a ind\u00fastria do ML. As empresas d\u00e3o prioridade \u00e0 prote\u00e7\u00e3o das suas opera\u00e7\u00f5es e dos dados sens\u00edveis para evitar roubos e acidentes. \u00c9 importante automatizar a gest\u00e3o de invent\u00e1rio e a vigil\u00e2ncia atrav\u00e9s do processamento de imagens.<\/p>\n\n\n\n<p>A anota\u00e7\u00e3o de imagens desempenha um papel crucial na seguran\u00e7a,<a href=\"https:\/\/makewise.pt\/pt\/singlequeue-vision\/\" target=\"_blank\" rel=\"noreferrer noopener\"> permitindo a dete\u00e7\u00e3o de multid\u00f5es<\/a>, vis\u00e3o noturna, vis\u00e3o t\u00e9rmica, o movimento do tr\u00e1fego, a identifica\u00e7\u00e3o facial para dete\u00e7\u00e3o de roubos, o seguimento de pe\u00f5es e muito mais. Para este efeito, s\u00e3o usadas imagens anotadas para treinar equipamento de v\u00eddeo de alta tecnologia para vigil\u00e2ncia de seguran\u00e7a permanente e criar um ambiente mais seguro.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading\"><strong>Imagiologia m\u00e9dica<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-08-1024x1024.jpg\" alt=\"Anota\u00e7\u00e3o de imagens: Veja estes casos de utiliza\u00e7\u00e3o! - MakeWise\" class=\"wp-image-691\" srcset=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-08-1024x1024.jpg 1024w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-08-300x300.jpg 300w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-08-150x150.jpg 150w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-08-768x768.jpg 768w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-08-1536x1536.jpg 1536w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-08-2048x2048.jpg 2048w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-08-1200x1200.jpg 1200w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/figure>\n\n\n\n<p>O treino de modelos de machine learning est\u00e1 a revolucionar a ind\u00fastria m\u00e9dica, contribuindo para o maior sucesso dos cuidados de sa\u00fade modernos. A IA desempenha um papel crucial na dete\u00e7\u00e3o de doen\u00e7as como tumores cerebrais e perturba\u00e7\u00f5es neurol\u00f3gicas atrav\u00e9s de tomografias computorizadas e resson\u00e2ncias magn\u00e9ticas. Modelos de ML bem treinados com abundantes dados de imagens m\u00e9dicas permitem estes avan\u00e7os.<\/p>\n\n\n\n<p>A anota\u00e7\u00e3o de imagens no dom\u00ednio da medicina estende-se a v\u00e1rios casos de utiliza\u00e7\u00e3o, incluindo a an\u00e1lise para dete\u00e7\u00e3o de c\u00e9lulas cancer\u00edgenas, pedras nos rins, segmenta\u00e7\u00e3o de dentes, an\u00e1lise de c\u00e9lulas oculares e at\u00e9 an\u00e1lise de c\u00e9lulas microsc\u00f3picas a n\u00edveis nano. Utilizando estes conjuntos de dados, os modelos de ML executam a aprendizagem profunda para criar mecanismos de diagn\u00f3stico automatizados para o sector da sa\u00fade.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">STOCK.VISION: Monitoriza\u00e7\u00e3o de prateleiras de lojas pela MakeWise<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><a href=\"https:\/\/makewise.pt\/pt\/stock-vision\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2022\/05\/stock.vision-.jpg\" alt=\"\" class=\"wp-image-316\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2022\/05\/stock.vision-.jpg 1920w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2022\/05\/stock.vision--300x169.jpg 300w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2022\/05\/stock.vision--1024x576.jpg 1024w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2022\/05\/stock.vision--768x432.jpg 768w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2022\/05\/stock.vision--1536x864.jpg 1536w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2022\/05\/stock.vision--1200x675.jpg 1200w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/a><\/figure>\n\n\n\n<p>Uma solu\u00e7\u00e3o de monitoriza\u00e7\u00e3o de prateleiras de lojas que fornece informa\u00e7\u00f5es de disponibilidade de artigos em tempo real com base em imagens de c\u00e2maras na loja.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Utiliza imagens de c\u00e2maras CCTV para monitorizar<\/li>\n\n\n\n<li>Informa\u00e7\u00f5es de disponibilidade em tempo real<\/li>\n\n\n\n<li>Alertas com a prateleira e a identifica\u00e7\u00e3o do produto<\/li>\n\n\n\n<li>Stock na prateleira permanentemente monitorizado<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/makewise.pt\/pt\/stock-vision\/\">Marque aqui a sua demo!<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Confirme <a href=\"https:\/\/makewise.pt\/pt\/solucoes\/\">aqui<\/a> todas as solu\u00e7\u00f5es da MakeWise, e inicie o processo de transforma\u00e7\u00e3o digital da sua empresa.<a href=\"https:\/\/makewise.pt\/contacts\/\"> Contacte-nos<\/a>!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Para compreender melhor as vantagens da anota\u00e7\u00e3o de imagens, vamos analisar alguns casos de utiliza\u00e7\u00e3o comuns.<\/p>\n","protected":false},"author":1,"featured_media":685,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[13,14,6,20,17],"class_list":["post-684","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-makewise","tag-inteligencia-artificial","tag-machine-learning","tag-makewise","tag-stock-vision","tag-visao-por-computador"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Anota\u00e7\u00e3o de imagens: Veja estes casos de utiliza\u00e7\u00e3o! - MakeWise<\/title>\n<meta name=\"description\" content=\"Para compreender melhor as vantagens da anota\u00e7\u00e3o de imagens, vamos analisar alguns casos de utiliza\u00e7\u00e3o comuns.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/makewise.pt\/pt\/anotacao-de-imagens-veja-estes-casos-de-utilizacao\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Anota\u00e7\u00e3o de imagens: Veja estes casos de utiliza\u00e7\u00e3o! - MakeWise\" \/>\n<meta property=\"og:description\" content=\"Para compreender melhor as vantagens da anota\u00e7\u00e3o de imagens, vamos analisar alguns casos de utiliza\u00e7\u00e3o comuns.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/makewise.pt\/pt\/anotacao-de-imagens-veja-estes-casos-de-utilizacao\/\" \/>\n<meta property=\"og:site_name\" content=\"MakeWise\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-20T09:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-02-28T09:00:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2023\/07\/social-media-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Pedro Fernandes\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Anota\u00e7\u00e3o de imagens: Veja estes casos de utiliza\u00e7\u00e3o! 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