{"id":6370,"date":"2023-10-12T11:09:32","date_gmt":"2023-10-12T11:09:32","guid":{"rendered":"https:\/\/dailyai.com\/?p=6370"},"modified":"2023-10-12T11:09:32","modified_gmt":"2023-10-12T11:09:32","slug":"mindeye-retrieves-and-reconstructs-images-from-brain-scans","status":"publish","type":"post","link":"https:\/\/dailyai.com\/pt\/2023\/10\/mindeye-retrieves-and-reconstructs-images-from-brain-scans\/","title":{"rendered":"O MindEye recupera e reconstr\u00f3i imagens de exames cerebrais"},"content":{"rendered":"

A MedARC desenvolve modelos de IA fundamentais para a medicina e o seu modelo mais recente, o MindEye, consegue saber para onde est\u00e1 a olhar.<\/strong><\/p>\n

O MindEye \u00e9 um modelo de IA de fMRI para imagem que pode mapear imagens de resson\u00e2ncia magn\u00e9tica funcional (fMRI) da atividade cerebral para o espa\u00e7o de imagem CLIP da OpenAI.<\/p>\n

Os exames de fMRI que utilizaram prov\u00eam do Natural Scenes Dataset (NSD). O NSD consiste em exames de fMRI de alta resolu\u00e7\u00e3o a todo o c\u00e9rebro de 8 indiv\u00edduos adultos saud\u00e1veis, enquanto estes observavam milhares de cenas naturais coloridas ao longo de 30-40 sess\u00f5es de exame.<\/p>\n

O MindEye pode analisar um exame de fMRI e depois recuperar a imagem original exacta para a qual a pessoa estava a olhar a partir da lista de imagens de teste. Mesmo que as imagens sejam muito semelhantes, como fotografias diferentes de zebras, o MindEye identifica a imagem correcta em 93,2% das vezes.<\/p>\n

Pode mesmo identificar imagens semelhantes a partir de uma enorme base de dados de imagens com milhares de milh\u00f5es de imagens, como a base de dados LAION-5B.<\/p>\n

\"recupera\u00e7\u00e3o
Identifica\u00e7\u00e3o de imagens com base em exames cerebrais de fMRI. Fonte: MedARC<\/a><\/figcaption><\/figure>\n

Depois de o MindEye traduzir os exames de fMRI para o espa\u00e7o de imagem CLIP, estes podem ser introduzidos num modelo de gera\u00e7\u00e3o de imagens pr\u00e9-treinado, como o Stable Diffusion ou modelos semelhantes. O MedARC utilizou a difus\u00e3o vers\u00e1til para tentar recriar a imagem original para a qual o sujeito estava a olhar.<\/p>\n

O MindEye n\u00e3o acerta nesta parte 100%, mas n\u00e3o deixa de ser impressionante. Aqui est\u00e3o os seus resultados comparados com os resultados de estudos anteriores.<\/p>\n

\"reconstru\u00e7\u00e3o
Reconstru\u00e7\u00f5es lado a lado com resultados de outros modelos de reconstru\u00e7\u00e3o fMRI-para-imagem. Fonte: MedARC<\/a><\/figcaption><\/figure>\n

Potencialidades e quest\u00f5es<\/h2>\n

Dizer que o MindEye consegue saber para onde estivemos a olhar \u00e9 um pouco simplista. Para obter os dados de fMRI, os sujeitos tiveram de passar cerca de 40 horas deitados numa m\u00e1quina de MRI e as imagens com que o modelo foi treinado eram limitadas.<\/p>\n

Mesmo assim, o facto de se poder ter uma ideia de como uma pessoa percebe a estimula\u00e7\u00e3o visual ser\u00e1 de grande interesse para os neurocientistas.<\/p>\n

Mostrar uma imagem a um doente, analisar o seu c\u00e9rebro e depois recriar a sua perce\u00e7\u00e3o da imagem pode ajudar no diagn\u00f3stico cl\u00ednico. O documento de investiga\u00e7\u00e3o explica que \"os doentes que sofrem de perturba\u00e7\u00e3o depressiva grave podem produzir reconstru\u00e7\u00f5es em que os aspectos emocionalmente negativos das imagens s\u00e3o mais salientes\".<\/p>\n

A investiga\u00e7\u00e3o poder\u00e1 tamb\u00e9m ajudar a comunicar com os doentes que sofrem da s\u00edndrome de \"locked-in\" (pseudocoma).<\/p>\n

Para que todas as vantagens destas aplica\u00e7\u00f5es se concretizem, teremos de esperar por melhores interfaces c\u00e9rebro-computador ou por aparelhos que n\u00e3o exijam que uma pessoa fique deitada numa m\u00e1quina de resson\u00e2ncia magn\u00e9tica durante horas.<\/p>\n

A MedARC reconhece que a sua investiga\u00e7\u00e3o \u00e9 tamb\u00e9m motivo de prud\u00eancia. \"A capacidade de reconstruir com precis\u00e3o a perce\u00e7\u00e3o a partir da atividade cerebral suscita quest\u00f5es sobre os impactos sociais mais amplos\", refere o documento de investiga\u00e7\u00e3o.<\/p>\n

Se fossem desenvolvidos m\u00e9todos eficazes e n\u00e3o invasivos, seria poss\u00edvel ler a mente de uma pessoa e saber para onde ela olhava.<\/p>\n

O avan\u00e7o na utiliza\u00e7\u00e3o de IA na neuroci\u00eancia<\/a> \u00e9 fascinante e, sem d\u00favida, ser\u00e1 ajudar os cl\u00ednicos de sa\u00fade mental<\/a>. Mas tamb\u00e9m levanta uma s\u00e9rie de quest\u00f5es \u00e9ticas e de privacidade sobre a forma como continuamos a guardar os nossos pensamentos para n\u00f3s pr\u00f3prios.<\/p>","protected":false},"excerpt":{"rendered":"

A MedARC desenvolve modelos de IA fundamentais para a medicina e o seu modelo mais recente, o MindEye, pode dizer para onde est\u00e1 a olhar. O MindEye \u00e9 um modelo de IA de fMRI para imagem que pode mapear imagens de resson\u00e2ncia magn\u00e9tica funcional (fMRI) da atividade cerebral para o espa\u00e7o de imagem CLIP da OpenAI. Os exames fMRI que utilizaram prov\u00eam do Natural Scenes Dataset (NSD). O NSD consiste em exames de fMRI de alta resolu\u00e7\u00e3o de todo o c\u00e9rebro de 8 indiv\u00edduos adultos saud\u00e1veis enquanto eles olhavam para milhares de cenas naturais coloridas ao longo de 30-40 sess\u00f5es de exame. O MindEye pode analisar um exame de fMRI e depois recuperar a imagem original exacta para a qual a pessoa estava a olhar<\/p>","protected":false},"author":6,"featured_media":6375,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[203,107,165],"class_list":["post-6370","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-biotech","tag-generative-ai","tag-image-generation"],"yoast_head":"\nMindEye retrieves and reconstructs images from brain scans | DailyAI<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/pt\/2023\/10\/mindeye-retrieves-and-reconstructs-images-from-brain-scans\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MindEye retrieves and reconstructs images from brain scans | DailyAI\" \/>\n<meta property=\"og:description\" content=\"MedARC develops foundational AI models for medicine and their latest model, MindEye, can tell what you\u2019ve been looking at. 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