{"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\/it\/2023\/10\/mindeye-retrieves-and-reconstructs-images-from-brain-scans\/","title":{"rendered":"MindEye recupera e ricostruisce immagini da scansioni cerebrali"},"content":{"rendered":"

MedARC sviluppa modelli di IA fondamentali per la medicina e il loro ultimo modello, MindEye, \u00e8 in grado di dire cosa state guardando.<\/strong><\/p>\n

MindEye \u00e8 un modello di intelligenza artificiale da fMRI a immagine in grado di mappare la risonanza magnetica funzionale (fMRI) dell'attivit\u00e0 cerebrale nello spazio immagine CLIP di OpenAI.<\/p>\n

Le scansioni fMRI utilizzate provengono dal Natural Scenes Dataset (NSD). L'NSD consiste in scansioni fMRI ad alta risoluzione dell'intero cervello di 8 soggetti adulti sani mentre guardavano migliaia di scene naturali a colori nel corso di 30-40 sessioni di scansione.<\/p>\n

MindEye \u00e8 in grado di analizzare una scansione fMRI e di recuperare l'esatta immagine originale che la persona stava guardando dall'elenco di immagini di prova. Anche se le immagini sono molto simili, come ad esempio diverse foto di zebre, MindEye identifica comunque quella corretta il 93,2% delle volte.<\/p>\n

Pu\u00f2 anche identificare immagini simili da un enorme database di miliardi di immagini, come il database LAION-5B.<\/p>\n

\"recupero
Identificazione di immagini basata su scansioni cerebrali fMRI. Fonte: MedARC<\/a><\/figcaption><\/figure>\n

Una volta che MindEye traduce le scansioni fMRI nello spazio immagine CLIP, queste possono essere inserite in un modello di generazione di immagini preaddestrato come Stable Diffusion o modelli simili. MedARC ha utilizzato Versatile Diffusion per cercare di ricreare l'immagine originale che il soggetto stava guardando.<\/p>\n

MindEye non ha azzeccato questa parte 100%, ma \u00e8 comunque davvero impressionante. Ecco i loro risultati confrontati con quelli di studi precedenti.<\/p>\n

\"ricostruzione
Ricostruzioni affiancate ai risultati di altri modelli di ricostruzione fMRI-immagine. Fonte: MedARC<\/a><\/figcaption><\/figure>\n

Potenzialit\u00e0 e domande<\/h2>\n

Dire che MindEye \u00e8 in grado di sapere cosa si sta guardando \u00e8 un po' una semplificazione eccessiva. Per ottenere i dati della fMRI, i soggetti hanno dovuto trascorrere circa 40 ore sdraiati in una macchina per la risonanza magnetica e le immagini su cui il modello si \u00e8 addestrato erano limitate.<\/p>\n

Tuttavia, la possibilit\u00e0 di capire come una persona percepisce la stimolazione visiva sar\u00e0 di grande interesse per i neuroscienziati.<\/p>\n

Mostrare un'immagine a un paziente, scansionare il suo cervello e poi ricreare la sua percezione dell'immagine potrebbe aiutare nella diagnosi clinica. Il documento di ricerca spiega che \"i pazienti affetti da disturbo depressivo maggiore potrebbero produrre ricostruzioni in cui gli aspetti emotivamente negativi delle immagini sono pi\u00f9 salienti\".<\/p>\n

La ricerca potrebbe anche aiutare a comunicare con i pazienti affetti da sindrome locked-in (pseudocoma).<\/p>\n

Affinch\u00e9 queste applicazioni possano essere sfruttate appieno, dovremo attendere interfacce cervello-computer migliori o dispositivi indossabili che non richiedano di stare sdraiati per ore in una macchina per la risonanza magnetica.<\/p>\n

Il MedARC riconosce che la ricerca \u00e8 anche motivo di cautela. \"La capacit\u00e0 di ricostruire accuratamente la percezione dall'attivit\u00e0 cerebrale solleva domande sull'impatto sociale pi\u00f9 ampio\", si legge nel documento di ricerca.<\/p>\n

Se venissero sviluppati metodi efficaci e non invasivi, si potrebbe leggere la mente di una persona e sapere cosa ha guardato.<\/p>\n

Il progresso nell'utilizzo di L'intelligenza artificiale nelle neuroscienze<\/a> \u00e8 affascinante e senza dubbio aiutare i clinici della salute mentale<\/a>. Ma solleva anche una serie di problemi etici e di privacy sul modo in cui continuiamo a tenere per noi i nostri pensieri.<\/p>","protected":false},"excerpt":{"rendered":"

MedARC sviluppa modelli di IA fondamentali per la medicina e il loro ultimo modello, MindEye, \u00e8 in grado di dire cosa state guardando. MindEye \u00e8 un modello di intelligenza artificiale da fMRI a immagine in grado di mappare le immagini di risonanza magnetica funzionale (fMRI) dell'attivit\u00e0 cerebrale nello spazio immagine CLIP di OpenAI. Le scansioni fMRI utilizzate provengono dal Natural Scenes Dataset (NSD). L'NSD consiste in scansioni fMRI ad alta risoluzione dell'intero cervello di 8 soggetti adulti sani mentre guardavano migliaia di scene naturali a colori nel corso di 30-40 sessioni di scansione. MindEye \u00e8 in grado di analizzare una scansione fMRI e di recuperare l'esatta immagine originale che la persona stava guardando.<\/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\/it\/2023\/10\/mindeye-retrieves-and-reconstructs-images-from-brain-scans\/\" \/>\n<meta property=\"og:locale\" content=\"it_IT\" \/>\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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