{"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\/es\/2023\/10\/mindeye-retrieves-and-reconstructs-images-from-brain-scans\/","title":{"rendered":"MindEye recupera y reconstruye im\u00e1genes de esc\u00e1neres cerebrales"},"content":{"rendered":"

MedARC desarrolla modelos de IA fundamentales para la medicina y su \u00faltimo modelo, MindEye, puede decir lo que has estado mirando.<\/strong><\/p>\n

MindEye es un modelo de IA de fMRI a imagen que puede asignar im\u00e1genes de resonancia magn\u00e9tica funcional (fMRI) de la actividad cerebral al espacio de imagen CLIP de OpenAI.<\/p>\n

Los esc\u00e1neres de IRMf que utilizaron proced\u00edan del conjunto de datos de escenas naturales (NSD). El NSD consiste en exploraciones de RMf de alta resoluci\u00f3n de todo el cerebro de 8 sujetos adultos sanos mientras observaban miles de escenas naturales en color a lo largo de 30-40 sesiones de exploraci\u00f3n.<\/p>\n

MindEye puede analizar un esc\u00e1ner fMRI y luego recuperar la imagen original exacta que la persona estaba mirando de la lista de im\u00e1genes de prueba. Incluso si las im\u00e1genes son muy parecidas, como distintas fotos de cebras, MindEye identifica la correcta el 93,2% de las veces.<\/p>\n

Puede incluso identificar im\u00e1genes similares a partir de una enorme base de datos de miles de millones de im\u00e1genes, como la base de datos LAION-5B.<\/p>\n

\"recuperaci\u00f3n
Identificaci\u00f3n de im\u00e1genes basada en esc\u00e1neres cerebrales fMRI. Fuente: MedARC<\/a><\/figcaption><\/figure>\n

Una vez que MindEye traduce las exploraciones fMRI al espacio de imagen CLIP, \u00e9stas pueden introducirse en un modelo de generaci\u00f3n de im\u00e1genes preentrenado como Stable Diffusion o modelos similares. MedARC utiliz\u00f3 Difusi\u00f3n Vers\u00e1til para intentar recrear la imagen original que el sujeto estaba mirando.<\/p>\n

MindEye no acierta en esta parte 100% pero sigue siendo realmente impresionante. Aqu\u00ed est\u00e1n sus resultados en comparaci\u00f3n con los resultados de estudios anteriores.<\/p>\n

\"reconstrucci\u00f3n
Reconstrucciones en paralelo con los resultados de otros modelos de reconstrucci\u00f3n de fMRI a imagen. Fuente: MedARC<\/a><\/figcaption><\/figure>\n

Potencial y preguntas<\/h2>\n

Decir que MindEye puede saber lo que has estado mirando es simplificar demasiado. Para obtener los datos de IRMf, los sujetos tuvieron que pasar unas 40 horas tumbados en una m\u00e1quina de IRM y las im\u00e1genes con las que se entren\u00f3 el modelo eran limitadas.<\/p>\n

Aun as\u00ed, poder hacerse una idea de c\u00f3mo percibe una persona la estimulaci\u00f3n visual ser\u00e1 de gran inter\u00e9s para los neurocient\u00edficos.<\/p>\n

Mostrar una imagen a un paciente, escanear su cerebro y luego recrear su percepci\u00f3n de la imagen podr\u00eda ayudar al diagn\u00f3stico cl\u00ednico. El trabajo de investigaci\u00f3n explicaba que \"los pacientes que sufren un trastorno depresivo mayor podr\u00edan producir reconstrucciones en las que los aspectos emocionalmente negativos de las im\u00e1genes son m\u00e1s destacados.\"<\/p>\n

La investigaci\u00f3n tambi\u00e9n podr\u00eda ayudar a comunicarse con los pacientes que sufren el s\u00edndrome de enclaustramiento (pseudocoma).<\/p>\n

Para aprovechar todas las ventajas de estas aplicaciones, tendremos que esperar a que haya mejores interfaces cerebro-ordenador o dispositivos port\u00e1tiles que no requieran que una persona permanezca tumbada en una m\u00e1quina de resonancia magn\u00e9tica durante horas.<\/p>\n

MedARC reconoce que su investigaci\u00f3n tambi\u00e9n es motivo de cautela. \"La capacidad de reconstruir con precisi\u00f3n la percepci\u00f3n a partir de la actividad cerebral plantea interrogantes sobre las repercusiones sociales m\u00e1s amplias\", se\u00f1ala el art\u00edculo de investigaci\u00f3n.<\/p>\n

Si se desarrollaran m\u00e9todos eficaces y no invasivos, se podr\u00eda leer la mente de una persona y saber lo que mira.<\/p>\n

El avance en el uso de La IA en la neurociencia<\/a> es fascinante y sin duda ayudar a los cl\u00ednicos de salud mental<\/a>. Pero tambi\u00e9n plantea una serie de problemas \u00e9ticos y de privacidad sobre c\u00f3mo seguimos guardando nuestros pensamientos para nosotros mismos.<\/p>","protected":false},"excerpt":{"rendered":"

MedARC desarrolla modelos de IA fundamentales para la medicina y su \u00faltimo modelo, MindEye, puede decir lo que has estado mirando. MindEye es un modelo de IA de fMRI a imagen que puede asignar im\u00e1genes de resonancia magn\u00e9tica funcional (fMRI) de la actividad cerebral al espacio de imagen CLIP de OpenAI. Los esc\u00e1neres fMRI que utilizaron proced\u00edan del Natural Scenes Dataset (NSD). El NSD consiste en escaneos fMRI de alta resoluci\u00f3n de todo el cerebro de 8 sujetos adultos sanos mientras observaban miles de escenas naturales en color en el transcurso de 30-40 sesiones de escaneado. MindEye puede analizar un esc\u00e1ner fMRI y recuperar la imagen original exacta que la persona estaba mirando.<\/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\/es\/2023\/10\/mindeye-retrieves-and-reconstructs-images-from-brain-scans\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\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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