{"id":1091,"date":"2025-02-18T10:00:00","date_gmt":"2025-02-18T10:00:00","guid":{"rendered":"https:\/\/makewise.pt\/pt\/?p=1091"},"modified":"2025-01-24T15:37:03","modified_gmt":"2025-01-24T15:37:03","slug":"visao-computacional-no-retalho-tendencias-e-aplicacoes-para-2025","status":"publish","type":"post","link":"https:\/\/makewise.pt\/pt\/visao-computacional-no-retalho-tendencias-e-aplicacoes-para-2025\/","title":{"rendered":"Vis\u00e3o computacional no retalho: tend\u00eancias e aplica\u00e7\u00f5es para 2025"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">No mundo din\u00e2mico do retalho, manter-se \u00e0 frente dos avan\u00e7os tecnol\u00f3gicos \u00e9 essencial. A vis\u00e3o computacional, um ramo da intelig\u00eancia artificial que permite que as m\u00e1quinas interpretem e processem informa\u00e7\u00f5es visuais, est\u00e1 a revolucionar a ind\u00fastria. Em 2025, compreender as principais tend\u00eancias e aplica\u00e7\u00f5es da vis\u00e3o computacional no retalho torna-se crucial para as empresas que desejam melhorar a efici\u00eancia e a experi\u00eancia do cliente.<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\"><strong>O que \u00e9 a vis\u00e3o computacional?<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A vis\u00e3o computacional consiste em treinar m\u00e1quinas para interpretar e analisar dados visuais, como imagens e v\u00eddeos, para tomar decis\u00f5es informadas. Utilizando aprendizagem profunda (deep learning) e redes neurais, os computadores conseguem reconhecer padr\u00f5es, detetar objetos e at\u00e9 avaliar a qualidade de produtos. No retalho, isto traduz-se em aplica\u00e7\u00f5es como sistemas de checkout automatizado, gest\u00e3o de invent\u00e1rio e experi\u00eancias de compra personalizadas.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Solu\u00e7\u00f5es: Tecnologias inovadoras que impulsionam a transforma\u00e7\u00e3o no retalho<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u00c0 medida que o retalho evolui, tamb\u00e9m evoluem as tecnologias que o sustentam. Para se manterem competitivas num mundo cada vez mais digital e centrado no cliente, as empresas de retalho devem adotar as mais recentes inova\u00e7\u00f5es em vis\u00e3o computacional. Diversas solu\u00e7\u00f5es inovadoras est\u00e3o a surgir para atender \u00e0s necessidades do setor, oferecendo formas mais inteligentes, r\u00e1pidas e eficientes de otimizar opera\u00e7\u00f5es e melhorar a experi\u00eancia do cliente. Desde decis\u00f5es em tempo real a servi\u00e7os personalizados, as seguintes solu\u00e7\u00f5es est\u00e3o a liderar a transforma\u00e7\u00e3o do retalho para 2025:<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-5 is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" data-id=\"1093\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post1-100-1-1024x1024.jpg\" alt=\"\" class=\"wp-image-1093\" srcset=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post1-100-1-1024x1024.jpg 1024w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post1-100-1-300x300.jpg 300w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post1-100-1-150x150.jpg 150w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post1-100-1-768x768.jpg 768w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post1-100-1.jpg 1080w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" data-id=\"1096\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post2-100-1-1024x1024.jpg\" alt=\"\" class=\"wp-image-1096\" srcset=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post2-100-1-1024x1024.jpg 1024w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post2-100-1-300x300.jpg 300w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post2-100-1-150x150.jpg 150w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post2-100-1-768x768.jpg 768w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post2-100-1.jpg 1080w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" data-id=\"1097\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post3-100-1-1024x1024.jpg\" alt=\"\" class=\"wp-image-1097\" srcset=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post3-100-1-1024x1024.jpg 1024w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post3-100-1-300x300.jpg 300w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post3-100-1-150x150.jpg 150w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post3-100-1-768x768.jpg 768w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post3-100-1.jpg 1080w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" data-id=\"1095\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post4-100-1-1024x1024.jpg\" alt=\"\" class=\"wp-image-1095\" srcset=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post4-100-1-1024x1024.jpg 1024w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post4-100-1-300x300.jpg 300w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post4-100-1-150x150.jpg 150w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post4-100-1-768x768.jpg 768w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post4-100-1.jpg 1080w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" data-id=\"1094\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post5-100-1-1024x1024.jpg\" alt=\"\" class=\"wp-image-1094\" srcset=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post5-100-1-1024x1024.jpg 1024w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post5-100-1-300x300.jpg 300w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post5-100-1-150x150.jpg 150w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post5-100-1-768x768.jpg 768w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2025\/01\/post5-100-1.jpg 1080w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/figure>\n<\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. Reconhecimento de produtos para facilitar o auto atendimento<\/strong><br>A tecnologia de reconhecimento de produtos utiliza c\u00e2maras de vis\u00e3o computacional para identificar itens, mesmo sem c\u00f3digos de barras. Combinando intelig\u00eancia artificial e etiquetas RFID, esta solu\u00e7\u00e3o acelera o processo de checkout, reduzindo as filas e proporcionando uma experi\u00eancia de compra mais fluida e eficiente para os clientes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. Preven\u00e7\u00e3o de perdas e dete\u00e7\u00e3o de comportamentos suspeitos<\/strong><br>C\u00e2maras inteligentes monitorizam o comportamento dos clientes em tempo real, identificando atividades que possam indicar furtos ou fraudes. Estes sistemas analisam padr\u00f5es comportamentais, enviando alertas para os funcion\u00e1rios intervirem de forma proativa. Al\u00e9m disso, conseguem identificar clientes que necessitam de assist\u00eancia, assegurando um atendimento r\u00e1pido e evitando a perda de vendas.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. Otimiza\u00e7\u00e3o da gest\u00e3o de invent\u00e1rio<\/strong><br>A vis\u00e3o computacional facilita a gest\u00e3o de invent\u00e1rio ao detetar produtos em falta ou mal posicionados nas prateleiras. Estes sistemas emitem alertas autom\u00e1ticos para que os colaboradores reponham os itens rapidamente. Esta abordagem garante que os produtos estejam sempre dispon\u00edveis para os clientes, melhorando a efici\u00eancia operacional e minimizando a possibilidade de perda de vendas.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A vis\u00e3o computacional est\u00e1 a moldar o futuro do retalho, oferecendo solu\u00e7\u00f5es inovadoras que otimizam opera\u00e7\u00f5es e melhoram a experi\u00eancia do cliente. Tecnologias como o reconhecimento de produtos, a dete\u00e7\u00e3o de comportamentos suspeitos e a gest\u00e3o automatizada de invent\u00e1rio tornam os processos mais eficientes, reduzem perdas e aumentam a satisfa\u00e7\u00e3o do cliente.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Estas inova\u00e7\u00f5es n\u00e3o s\u00f3 ajudam as empresas a manterem-se competitivas num mercado em constante mudan\u00e7a, como tamb\u00e9m criam novas oportunidades para melhorar a personaliza\u00e7\u00e3o e a efici\u00eancia no retalho. Adotar estas ferramentas \u00e9 essencial para garantir o sucesso e a relev\u00e2ncia no futuro do setor.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>STOCK.VISION da MakeWise<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/10\/stock.vision-1024x576-1.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Agora, \u00e9 poss\u00edvel automatizar a monitoriza\u00e7\u00e3o de prateleiras combinando imagens de CCTV, tecnologia de vis\u00e3o por computador e reconhecimento de imagem impulsionado pela IA. Com <a href=\"https:\/\/makewise.pt\/pt\/stock-vision\/\">STOCK.VISION<\/a> (uma solu\u00e7\u00e3o, desenvolvida pela MakeWise) \u00e9 poss\u00edvel fornecer informa\u00e7\u00f5es de disponibilidade de artigos em tempo real com base em imagens de c\u00e2maras na loja.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1) C\u00e2maras CCTV<\/strong> &#8211; O sistema utiliza imagens de c\u00e2maras CCTV para monitorizar os conte\u00fados das prateleiras<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2) Monitoriza\u00e7\u00e3o de exist\u00eancias<\/strong> &#8211; O stock de cada produto na prateleira \u00e9 monitorizado permanentemente.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3) Alertas<\/strong> &#8211; Quando o stock de um determinado produto fica abaixo de um limiar, um alerta \u00e9 gerado com a prateleira e a identifica\u00e7\u00e3o do produto.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Com <a href=\"https:\/\/makewise.pt\/pt\/stock-vision\/\">STOCK.VISION<\/a> Pode automatizar processos de monitoriza\u00e7\u00e3o, melhorar a precis\u00e3o e otimizar a responsabilidade da sua loja, dando-lhe a oportunidade de utilizar recursos humanos de forma mais eficaz.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Confirme todas as solu\u00e7\u00f5es da MakeWise <a href=\"https:\/\/makewise.pt\/pt\/solucoes\/\">aqui<\/a>, e se quiser utilizar a Computer Vision no processo de transforma\u00e7\u00e3o digital da sua empresa, <a href=\"https:\/\/makewise.pt\/pt\/contactos\/\">contacte-nos<\/a>!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>No mundo din\u00e2mico do retalho, manter-se \u00e0 frente dos avan\u00e7os tecnol\u00f3gicos \u00e9 essencial. A vis\u00e3o computacional, um ramo da intelig\u00eancia artificial que permite que as m\u00e1quinas interpretem e processem informa\u00e7\u00f5es visuais, est\u00e1 a revolucionar a ind\u00fastria. Em 2025, compreender as principais tend\u00eancias e aplica\u00e7\u00f5es da vis\u00e3o computacional no retalho torna-se crucial para as empresas que &hellip; <a href=\"https:\/\/makewise.pt\/pt\/visao-computacional-no-retalho-tendencias-e-aplicacoes-para-2025\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Vis\u00e3o computacional no retalho: tend\u00eancias e aplica\u00e7\u00f5es para 2025&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":1092,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[6,20,17],"class_list":["post-1091","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-makewise","tag-makewise","tag-stock-vision","tag-visao-por-computador"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ 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